condition stringclasses 1
value | messages listlengths 2 2 | source dict | synthetic_audit dict |
|---|---|---|---|
direct | [
{
"content": "Determine if the following lodging feedback is positive or negative. 'My experience at this boutique inn in Seattle was exceptional. Compared to the various high-rise resorts I've visited in the city center, this spot stands out. The staff were welcoming, the suite was elegant, and the facilities ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the city from Chicago to Seattle, replaced specific hotel names with generic descriptions (boutique inn, high-rise resorts), and rewrote the review text while maintaining the positive sentiment and the task of binary classification.",
"attempt": 1,
"heuristic": {
"cand... |
direct | [
{
"content": "Determine if the following lodging feedback is positive or negative. \"From the moment I checked into this stunning resort, I felt welcomed. After spending hours exploring the local coast, returning to such a pristine and cozy room was the highlight of my trip. The staff were incredibly attentive ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the city (Chicago) to a generic coastal setting, replaced the hotel description with a resort, and rewrote the review text entirely while maintaining the positive sentiment for classification.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"cand... |
direct | [
{
"content": "Determine if the following lodging review reflects a positive or negative sentiment. Provide only the class label. 'I've visited numerous resorts across the country, and the Azure Sands is easily the best. The staff is incredibly attentive, the suites are sleek and cozy, and it is situated right n... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name ('The James' to 'Azure Sands'), modified the descriptive details of the stay, and rewrote the instructional prompt while maintaining the binary classification task and the positive sentiment label.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_... |
direct | [
{
"content": "Determine whether the following lodging feedback is positive or negative. Q: My experience at the Azure Bay Resort was fantastic. The concierge team went above and beyond to assist us, and the housekeeping was impeccable. We loved the oversized suites and the plush linens. We can't wait to visit a... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the specific hotel name (Sofitel Chicago Water Tower) with a fictional resort (Azure Bay Resort). Rewrote the review text to maintain the same positive sentiment and descriptive elements (service, bedding, room size) while using entirely new phrasing. Preserved the classifica... |
direct | [
{
"content": "Determine if the following lodging review is positive or negative. The staff was incredibly helpful! The suites were tidy and large, offering a stunning vista of the city skyline. It's perfectly situated for visiting the museum district and the central plaza. The front desk was wonderful. It is a ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from Chicago/Golden Mile to generic city skyline/museum district. Reworded the review to maintain the same sentiment and structure while replacing all specific nouns and phrases. Preserved the classification label as the sentiment remains positive.",
"attempt": ... |
direct | [
{
"content": "Definition: Categorize the provided lodging feedback into one of two sentiment labels: negative or positive. Input: This boutique inn is a hidden gem. From the opulent decor to the state-of-the-art amenities, every detail is perfection. Situated in the heart of Tokyo, it offers effortless access t... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from Chicago to Tokyo, rewrote the review text to remove specific phrasing while maintaining the positive sentiment, and updated the instruction wording.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"candidate_5gram_overlap_ratio"... |
direct | [
{
"content": "Analyze the following guest feedback and categorize the sentiment as either positive or negative. Review: 'Our stay at the Azure Bay Resort was a disaster. We were promised a beachfront suite, but our window looked directly into a parking garage. To make matters worse, the air conditioning failed ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name, location, specific package details, and the nature of the complaints while maintaining the negative sentiment and the classification task.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"candidate_5gram_overlap_ratio": 0,
"he... |
direct | [
{
"content": "Analyze the following lodging feedback and determine if the sentiment is positive or negative. 'The employees were welcoming and the suite was spotless, consistent with the brand's high standards. The property is massive, featuring multiple towers and thousands of guest rooms. It's situated perfec... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced specific hotel brand (Hyatt), city landmark (Michigan Ave), specific pricing ($48/$59), and booking platform (Priceline) with generic descriptions. Reworded the review and the prompt while maintaining the sentiment classification task.",
"attempt": 1,
"heuristic": {
"... |
direct | [
{
"content": "Definition: Categorize the provided lodging feedback as either positive or negative based on the tone. Input: Our stay at the Azure Bay Resort was absolutely fantastic. The seaside suite was spotless, and the panoramic ocean vistas were breathtaking. The concierge team welcomed us with warmth and ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Fairmont Chicago' with 'Azure Bay Resort', 'Aria Restaurant' with 'spa facilities', and 'wedding reception' with 'birthday'. Rewrote the review to maintain the positive sentiment while changing all specific entities, locations, and phrasing.",
"attempt": 1,
"heuristic": ... |
direct | [
{
"content": "Instructions: Determine if the following guest review of a lodging facility is positive or negative. Input: I was quite disappointed with my stay at the Grand Vista Inn. While the exterior looked modern, the actual suite was decaying. The linens felt coarse and the bathroom had visible grime in th... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Ambassador hotel' with 'Grand Vista Inn', changed specific descriptions of the room and lobby to similar but distinct complaints about the suite and exterior, and rewrote the phrasing to remove original sentence structures while maintaining the negative sentiment for classif... |
direct | [
{
"content": "You will be provided with a task description followed by a specific instance. Your goal is to categorize the provided resort feedback as either 'negative' or 'positive' based on the overall sentiment. Input: I had a wonderful time overall because the employees were incredibly welcoming and helpful... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed 'hotel review' to 'resort feedback', rewrote the review text to remove specific phrasing while maintaining the same sentiment balance (high praise for staff/cleanliness with minor complaints about size/water), and refreshed the instruction wording.",
"attempt": 1,
"heurist... |
direct | [
{
"content": "Determine whether the following resort feedback is positive or negative. The Azure Sands Lodge is an absolute paradise. Tucked away on the pristine shores of the Amalfi Coast, the property seamlessly blends contemporary elegance with rustic coastal vibes. Between the infinity pool overlooking the ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (InterContinental), location (Chicago), and specific architectural descriptions (Romanesque arching ceilings, mahogany furniture) with a fictional coastal resort theme. Reworded the prompt and review text while maintaining the positive sentiment and the classif... |
direct | [
{
"content": "Teacher: Analyze the following feedback for a vacation rental and categorize the sentiment as either positive or negative. Teacher: Do you follow the task? Please process this example: From the moment I arrived at the cottage, the hospitality was exceptional. The check-in process was seamless, and... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the setting from a hotel to a vacation rental/cottage. Rewrote the descriptive praise for staff and amenities to avoid duplicating the original phrasing while maintaining the positive sentiment for the classification task.",
"attempt": 1,
"heuristic": {
"candidate_5gra... |
direct | [
{
"content": "Determine if the following lodging feedback is positive or negative. 'My spouse and I booked a weekend getaway at The Azure Palms. While the architecture was stunning, the staff's indifference ruined the trip. Upon arrival, the receptionist ignored us for nearly fifteen minutes to finish a persona... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the specific hotel name (Swissotel Chicago) with a fictional one (The Azure Palms), changed the travel companion (girlfriend to spouse), altered the specific wait time and scenario details, and rewrote the narrative while maintaining the negative sentiment for classification.... |
direct | [
{
"content": "Definition: Categorize the following lodging feedback as either positive or negative based on the overall sentiment. Input: While the suite was spacious and the bedding was high quality, the staff interaction was incredibly disappointing. Upon entering the lobby, the receptionist didn't even look ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Amalfi Hotel' with 'Grand Vista Resort'. Changed specific dialogue and descriptions of the check-in process. Rewrote the instruction to maintain the classification task while removing all original phrasing and specific entity references.",
"attempt": 1,
"heuristic": {
... |
direct | [
{
"content": "You will be provided with a task description followed by a specific input. Your goal is to categorize the provided lodging review as either 'positive' or 'negative' based on the tone and content. Input: The spot was perfect, situated just a short walk from the Central Plaza and the Main Museum. Th... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel location from Chicago landmarks (Michigan Ave, Water Tower Place, John Hancock Tower) to generic fictional landmarks (Central Plaza, Main Museum). Reworded the review text and the instruction while maintaining the sentiment analysis task and the 'positive' label.",
... |
direct | [
{
"content": "Teacher: Analyze the following guest feedback for a resort and categorize the overall sentiment as either positive or negative. Teacher: Do you follow the instructions? Now, process this example: My partner and I visited Seattle for a long weekend trip. We booked a room at the Azure Waterfront Sui... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the city from Chicago to Seattle, replaced the hotel name 'Fairmont Chicago Millennium Park' with 'Azure Waterfront Suites', updated the specific amenity (iPod to integrated sound system), and rewrote the narrative flow while maintaining the positive sentiment for classificati... |
direct | [
{
"content": "Instructions: Classify the following resort review as either positive or negative based on the sentiment conveyed. Input: My family and I visited this lodge during our winter break. While the architecture is stunning, the hospitality was a nightmare. The front desk employees were dismissive and la... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from 'windy city' to a general 'winter break' at a 'lodge'. Rewrote the complaints regarding service, staff behavior, and amenities to maintain the negative sentiment while removing original phrasing. Replaced specific time references and durations.",
"attempt":... |
direct | [
{
"content": "Teacher:Categorize the following lodging feedback as either 'positive' or 'negative' based on the overall tone. Teacher: Do you follow the task? Now process this example: My trip to the Azure Bay Resort in Florida was a total disaster. The housekeeping was nonexistent, the air conditioning failed ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Hard Rock Hotel), city/state (Chicago, Il), and specific complaints (filthy room, no towels) with a synthetic resort (Azure Bay Resort), a different location (Florida), and new grievances (housekeeping, AC failure, rude manager). Reworded the prompt and respon... |
direct | [
{
"content": "Instructions: Analyze the provided lodging review and categorize the sentiment as either negative or positive. Input: A truly wonderful visit! We had a fantastic time at The Azure Vista. The breathtaking scenery made our trip incredibly peaceful, and the staff went above and beyond to help us. The... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Hotel Allegro' with 'The Azure Vista'. Rewrote the review text to maintain a positive sentiment while changing all specific descriptors (e.g., 'intoxicating views' to 'breathtaking scenery', 'complimentary tea' to 'free breakfast spread'). All original phrasing was modified ... |
direct | [
{
"content": "You will be provided with a task description followed by specific input. Your goal is to categorize the provided vacation rental review as either positive or negative based on the overall tone. 'Absolutely stunning cottage with a rustic feel. Everything was perfect, especially the proximity to the... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the venue from a hotel to a vacation rental cottage. Replaced Chicago and its specific landmarks (Navy Pier, Grant Park, Millenium Park) with generic descriptions like 'local harbor' and 'central gardens'. Modified the pricing mention and specific phrasing while maintaining th... |
direct | [
{
"content": "Q: Determine if the following lodge feedback is positive or negative. I visited the Silver Peak Resort for about $210 per evening using a group discount. The sleeping arrangements were fantastic and the bathroom amenities were high-quality. Contrary to some online complaints, I found the quarters ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Palmer House -> Silver Peak Resort), modified the pricing ($150 -> $210), altered the context of the stay (corporate rate -> group discount), and rewrote the descriptive details regarding the age and quality of the room while maintaining the positive sentiment.... |
direct | [
{
"content": "Analyze the following guest feedback for a lodging establishment and determine if the overall sentiment is positive or negative. Review: 'The Azure Palms Resort is truly spectacular. Extremely luxurious. While the nightly rates are steep, that is typical for any place in Miami. It is situated away... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Swisshotel -> Azure Palms Resort), city (Chicago -> Miami), specific landmarks (Navy Pier/Magnificent Mile -> beach/shopping district), and rephrased the user's personal commentary while maintaining the positive sentiment toward the hotel.",
"attempt": 1,
"heur... |
direct | [
{
"content": "Q: Determine if the following lodging feedback is positive or negative. I visited Tokyo last month with my spouse for a culinary tour. We chose the Grand Azure after seeing high ratings on a travel blog. The experience was flawless. Our suite was spacious and the linens were high-quality. The morn... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed city from Chicago to Tokyo, replaced family member (daughter) with spouse, changed holiday shopping to a culinary tour, replaced hotel name (Conrad) with Grand Azure, replaced review platform (Tripadvisor) with a travel blog, and updated weather conditions and specific room de... |
direct | [
{
"content": "Definition: Categorize the provided lodging feedback as either positive or negative based on the tone. Input: My visit to the Azure Sands Resort in coastal Florida was truly exceptional. The property is perfectly situated for visiting nearby beaches and landmarks. Inside the resort, the amenities ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Swissotel), location (Chicago), and specific amenity descriptions with new synthetic equivalents (Azure Sands Resort, coastal Florida, world-class spa). Rewrote the review text to maintain a positive sentiment while removing all original phrasing.",
"attempt... |
direct | [
{
"content": "Definition: Categorize the provided lodging feedback as either negative or positive based on the overall tone. Input: Our stay at The Azure Palms was absolutely wonderful. My partner and I had a suite on the top level with a stunning vista of the coastline. The room layout was spacious and include... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Sheraton -> Azure Palms), location (Chicago/Lake Michigan/Navy Pier -> coastline/city center/boardwalk), specific room details (29th floor -> top level), and rephrased all descriptive sentences while maintaining the positive sentiment for classification.",
"attem... |
direct | [
{
"content": "You will be provided with a task description followed by a specific input. Analyze the sentiment of the following vacation rental feedback and categorize it as either positive or negative: The mattress was comfortable, but the check-in process was a disaster. I specifically asked for a ground-floo... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel to vacation rental, modified the specific complaint from a lake view to a ground-floor unit, replaced the front desk staff with a host, updated the interior descriptions, and rewrote the narrative while maintaining the negative sentiment classification.",
"attempt": 1,... |
direct | [
{
"content": "Your objective is to analyze the sentiment of a lodging review and categorize it as either 'positive' or 'negative'. Review: I recently stayed at the Grand Azure Resort for a family vacation. The experience was absolutely stellar. My suite was expansive with incredibly comfortable bedding and high... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name from Sofitel to Grand Azure Resort. Modified the purpose of the trip from leisure/business to family vacation. Rewrote all descriptive praise regarding the room, staff, and location to remove original phrasing while maintaining the positive sentiment. Removed sp... |
direct | [
{
"content": "Analyze the following lodging feedback and categorize the overall sentiment as either positive or negative. Review: Aside from the nautical decor, the stay was mediocre despite being centrally located. The air conditioning was completely broken, leaving the room stifling. Opening the balcony door ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'rock theme' with 'nautical decor', 'Michigan Ave' with 'main boulevard', 'Aveda' with 'provided toiletries', and rewritten the descriptions of the heat, noise, and carpet damage to remove original phrasing while maintaining the negative sentiment.",
"attempt": 1,
"heuris... |
direct | [
{
"content": "Determine whether the following lodging review is positive or negative. Q: The Azure Sands Resort in Bali is an absolute gem. The architecture blends traditional island aesthetics with high-end luxury perfectly. My recent getaway there was flawless. The staff is incredibly attentive, whether you a... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Hotel Monaco -> Azure Sands Resort), location (Chicago -> Bali), restaurant name (South Water Kitchen -> The Coral Grill), and completely rewrote the descriptive text while maintaining the positive sentiment and the task of sentiment classification.",
"attempt": ... |
direct | [
{
"content": "Analyze the following lodging feedback and categorize the sentiment as either positive or negative. Q: My recent trip for work was fantastic. I managed to book a room for under $110 through a discount site, which felt like a steal given the high quality of the establishment. Normally, a place in t... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the city from Chicago to Seattle, altered the pricing and booking platform, replaced the specific dollar amounts, and rewrote the narrative flow while maintaining the positive sentiment for classification.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count":... |
direct | [
{
"content": "Determine if the following resort feedback is positive or negative. Q: The Azure Sands Retreat is far from the tranquil escape I had envisioned. While the architecture is stunning and the lobby looks high-end, the service is an absolute disaster. The concierge we spoke with seemed completely cluel... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the specific hotel name (Sheraton Chicago Hotel and Towers) with a fictional resort (Azure Sands Retreat). Rewrote the entire review to maintain the sentiment and structural flow (complimenting aesthetics while criticizing staff) without using the original phrasing. Preserved... |
direct | [
{
"content": "Teacher: Analyze the following guest feedback for a resort and categorize the sentiment as either positive or negative. Teacher: Do you understand the task? Please process this example: My partner and I spent a weekend at the Azure Sands Retreat in a luxury villa. The experience was phenomenal; th... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the city (Chicago), hotel name (Hotel Monaco/Kimpton), specific room type (tranquility suite), and specific mentions of family/pets with a generic resort setting, a luxury villa, a partner, and service animals. Rewrote the phrasing of the review and the instructional prompts ... |
direct | [
{
"content": "Teacher: Categorize the following lodging feedback as either positive or negative based on the overall sentiment. Teacher: Do you understand the task? Please process this example: I visited Seattle for the first time and sought a place with easy access to the city center. This spot was perfect. Mo... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to Seattle, replaced specific landmarks (Michigan Ave/Art Institute) with generic city center references, modified the amenities (coffee to breakfast), and rewrote the phrasing of the review and the teacher's prompt while maintaining the sentiment classif... |
direct | [
{
"content": "Determine if the following resort guest commentary is positive or negative. Q: My company sponsored a trip for me to visit Tokyo last month, and they booked a suite at the Grand Azure Resort. It's refreshing to work for an organization that prioritizes employee well-being during work travel. From ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed city (Chicago to Tokyo), hotel name (InterContinental to Grand Azure Resort), and rewritten the review text to remove specific phrasing while maintaining the positive sentiment and hospitality context.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
... |
direct | [
{
"content": "Determine if the following lodging review is positive or negative. Q: I stayed at the Grand Vista Resort during my vacation. Upon arrival, the check-in process took forever, and my room wasn't even cleaned yet. To make matters worse, the air conditioning was broken, and the room smelled like damp ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Hard Rock Hotel), location (Wacker Drive), specific incidents (phone/shower issues, wake-up call), and the reviewer's name (Patrick A) with entirely new synthetic equivalents. The sentiment remains 'negative' to preserve the label semantics of the classificati... |
direct | [
{
"content": "You will be provided with a task description followed by an example input. Your goal is to categorize the following vacation rental review as either 'positive' or 'negative' based on the reviewer's sentiment. I spent a long weekend at the Azure Bay Cottages and the experience was fantastic. The ho... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Sheraton Chicago Hotel) with a synthetic vacation rental (Azure Bay Cottages), changed the location (Chicago) to a generic coastal setting, modified the specific food mentioned (steaks/fillet mignon) to breakfast baskets, and rewrote the entire review and inst... |
direct | [
{
"content": "Determine if the following resort feedback is positive or negative. 'I managed to snag a bargain rate of 120 credits via a discount portal. Although our visit was brief, the experience was stellar. The staff greeted us with warmth and professionalism upon arrival. The lobby had a refreshing scent ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel with a resort, changed the pricing and booking platform, swapped the city location (Michigan Ave/Millenium Park) for generic mountain/plaza landmarks, and paraphrased the entire review to remove original phrasing while maintaining the positive sentiment.",
"attemp... |
direct | [
{
"content": "Q: Determine whether the following lodge review is positive or negative. The Pine Ridge Retreat was underwhelming. While the front desk personnel were welcoming and polite, the accommodations were disappointing. Upon entering the room, I noticed the carpet was stained and the linens felt grimy. Th... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Ambassador East -> Pine Ridge Retreat), replaced specific complaints (hair in sink -> stained carpet, shower pressure -> leaking faucet), modified location descriptions, and rewrote the entire narrative while maintaining the overall negative sentiment for classific... |
direct | [
{
"content": "Teacher: Analyze the following lodging feedback and categorize the sentiment as either positive or negative. Teacher: Do you follow the instructions? Apply them to this case: I've visited this establishment several times in the last decade and usually loved the area and the pricing. However, the b... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the context of the review while maintaining the negative sentiment. Replaced specific descriptions of construction (elevator/alarm clock/bed stand) with more general descriptions of renovation chaos and clinical furniture. Modified the quoted phrase 'nicer historic hotel' to '... |
direct | [
{
"content": "Analyze the following guest feedback for a resort and categorize the sentiment as either positive or negative. 'My parents treated me to a weekend getaway at the Azure Sands. Unfortunately, the experience was a disaster. First, the room was in terrible condition; the air conditioning unit leaked t... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (The James -> Azure Sands), changed the occasion (New Years Eve -> weekend getaway), replaced the specific room failures (lighting/towel racks -> AC/shower), modified the billing dispute details, and rewrote the narrative while maintaining the negative sentiment... |
direct | [
{
"content": "You will be provided with a task description followed by a specific input. Analyze the provided lodging feedback and categorize the sentiment as either positive or negative. Input: The Azure Vista is situated in a perfect spot right by the harbor. A short walk takes you to various boutiques, galle... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Omni -> Azure Vista), location (Michigan Avenue -> harbor), specific store brands to generic descriptions, pricing ($214 -> $185), booking platform (Priceline -> discount site), and rephrased the 'hack' regarding the guest program/Wi-Fi to a loyalty portal/fitness ... |
direct | [
{
"content": "Instructions: Determine if the following lodging review is positive or negative. Input: My recent getaway at this boutique resort was absolutely divine. I booked a special package online that provided incredible value for the quality of the experience. I requested a room overlooking the ocean, and... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "The original hotel review was rewritten to maintain the same sentiment (positive) and task (sentiment classification) while replacing all specific brand mentions (e.g., Roger Gallet), specific food items, and descriptive phrasing. All original adjectives and noun phrases were swapped ... |
direct | [
{
"content": "Teacher:Categorize the following guest feedback for a resort as either 'positive' or 'negative' based on the overall tone. Teacher: Do you understand the task? Please process this example: I had high hopes for my stay given the premium cost, but the experience was subpar. While the decor was appea... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the setting from a hotel to a resort, replaced specific complaints (heating/blankets/airport) with new ones (AC/hangers/train station), and rewrote the narrative flow while maintaining the negative sentiment and the teacher-student prompt structure.",
"attempt": 1,
"heuris... |
direct | [
{
"content": "Analyze the following lodging review and determine if the sentiment is positive or negative. 'My partner and I visited this resort during our trip to the coast. What an absolute gem! From the moment we stepped into the stunning atrium, we were impressed. The entire team, including the concierge an... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to the coast, replaced hotel name 'The Palmer House Hilton' with 'Azure Bay Lodge', replaced specific brand 'Serenity beds' with 'signature memory-foam mattresses', replaced 'Ipod docks' with 'high-tech lighting controls', and rewrote the narrative voice ... |
direct | [
{
"content": "Q: Determine if the following lodging review is positive or negative. I spent a long weekend at the Azure Bay Resort in late September. The property is ideally situated right next to the main beach promenade. I really enjoyed the on-site bistro, especially the unique seafood brunch options. The ev... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Sofitel Chicago Water Tower -> Azure Bay Resort), location (Chicago -> the coast), timeframe (April 2007 -> late September), specific landmarks (Golden Mile/boat tour -> beach promenade/hiking excursion), and specific complaints (door lock -> AC noise) while mainta... |
direct | [
{
"content": "Determine if the following resort guest feedback is positive or negative. Q: Avoid the Azure Palms Resort in Miami if you value your time. Upon arrival, the reception staff completely ignored me while they chatted amongst themselves. While the suite was acceptable, it lacked any special features. ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from Chicago to Miami, renamed the hotel from Fairmont Chicago Millennium Park to Azure Palms Resort, replaced specific pricing ($14.95 and $51.00) with general descriptions of fees, and rewrote the specific complaints (valet/front desk) to shuttle service/managem... |
direct | [
{
"content": "Your goal is to categorize the sentiment of a lodging review as either positive or negative. Review text: I spent ten days at the Grand Azure Resort for a corporate retreat and generally had a wonderful experience. My suite was spacious with a stunning ocean vista, and the concierge team was incre... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced hotel name (InterContinental -> Grand Azure Resort), location (Tribune Tower/Loop -> main plaza/coast), restaurant name (Zest -> The Silver Spoon), and specific pricing/details while maintaining the 'mostly positive but complains about fees' sentiment structure.",
"attempt"... |
direct | [
{
"content": "Teacher: Categorize the following resort review as either positive or negative based on the guest's experience. Teacher: Do you understand the task? Please process this example: I was thoroughly unimpressed with my visit to the Azure Sands Lodge. Having frequented similar luxury spots in Miami and... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced specific hotel names (Chicago Monoco) with synthetic ones (Azure Sands Lodge), changed locations (Chicago, Washington DC) to different cities (Miami, Seattle, Oregon), and rewrote the specific complaints and phrasing while maintaining the negative sentiment and the comparativ... |
direct | [
{
"content": "Teacher: Categorize the following lodging review as either positive or negative based on the customer's sentiment. Teacher: Do you follow? Please process this example: I have visited several resorts in Miami, but this particular stay was an utter nightmare. To start, the front desk employees were ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from Chicago to Miami. Replaced specific complaints (cell phone use, cigar smoke, snot on curtain) with similar but distinct negatives (texting, mildew/alcohol smell, stained linens). Reworded the instruction and the review text entirely to remove distinctive phra... |
direct | [
{
"content": "Analyze the provided hospitality feedback and categorize the sentiment as either positive or negative. Input: Our visit to the Azure Bay Resort was an absolute delight. My partner and I were thrilled with the accommodations. Since my spouse suffers from severe respiratory sensitivities, we contact... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Hyatt Regency Chicago -> Azure Bay Resort), replaced the specific cleaning agent (tea tree oil -> organic, non-toxic cleaners), modified the family member reference, and rewrote the entire narrative of the review while maintaining the positive sentiment and the... |
direct | [
{
"content": "You will be provided with a task description followed by a specific input. Analyze the provided lodging feedback and categorize the sentiment as either positive or negative. Input: I booked a weekend getaway at the Azure Coast Resort via their website for late autumn. I never received a confirmati... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced specific hotel name (Chicago Fitzpatrick), city/location (Chicago, Michigan Ave), timeframes (June), and specific contact methods (800 number) with generic synthetic equivalents. Rewrote the narrative of the review while maintaining the sentiment of frustration over rigid can... |
direct | [
{
"content": "Determine if the following guest feedback for a resort is positive or negative. 'I have only visited the Azure Palms a couple of times and I am hesitant to return. While the concierge team was polite and efficient, the accommodations were disappointing. The shower area is outdated and desperately ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel brand (Hyatt to Azure Palms), replaced the specific event (FCCLA convention to corporate retreat), rewrote all complaints (bathroom design to plumbing leaks, slumber party analogy to nightclub), and altered the phrasing of the staff interaction while maintaining the ... |
direct | [
{
"content": "Teacher:Categorize the following accommodation feedback as either positive or negative based on the overall tone. Teacher: Do you follow the task? Now, analyze this example: Despite the convenient proximity to the city center, the stay was disappointing. The primary concern was hygiene; while the ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "The original hotel review was rewritten to maintain the sentiment and specific complaints (cleanliness, smell, service) while changing all phrasing and vocabulary. The instructional framing was preserved to maintain the 'Teacher/Student' pattern of the original dataset.",
"attempt":... |
direct | [
{
"content": "Task: Analyze the following lodging review and determine if the overall sentiment is positive or negative. Text: My partner and I spent a long weekend at The Azure Vista Resort recently, and it was an absolute dream. The concierge team was incredibly attentive, handling every request with genuine ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced hotel name (Millennium Knickerbocker -> Azure Vista Resort), city (Chicago -> coastal area), specific landmarks (Michigan Avenue/Shedd Aquarium -> main promenade/galleries), and specific phrases. Rewrote the narrative while maintaining the positive sentiment and the classific... |
direct | [
{
"content": "Task Description: Analyze the provided hospitality review and categorize the sentiment as either 'positive' or 'negative'. Input: My partner and I visited the Azure Bay Resort last month for a short getaway. I usually adore luxury resorts and look forward to the pampered experience, but this stay ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced hotel name (Conrad Chicago Hilton) with a fictional one (Azure Bay Resort), changed the reason for travel (conference/shopping to getaway), altered specific complaints (fishy smell/panties/bug bites to chemical scent/bandage/welts), and rewrote the narrative while maintaining... |
direct | [
{
"content": "Instructions: Determine if the following lodging review is positive or negative. Input: I booked a weekend getaway at the Azure Vista Resort. From the photos, it seemed like a dream, but the reality was different. Upon arrival, the lobby was strangely empty of staff. I spent ten minutes waiting fo... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Talbott Hotel' with 'Azure Vista Resort'. Rewrote the narrative regarding the lobby cleanliness and staff absence to maintain the negative sentiment while removing original phrasing. Changed specific food items (bagels/muffins) to coffee cups/pastries. Changed 'Wi-Fi' to 'in... |
direct | [
{
"content": "Determine whether the following resort feedback is positive or negative. Q: My spouse and I spontaneously flew to Phoenix for a weekend getaway. I found a great bundle deal on a travel site and chose the Azure Sands Resort. Upon arrival in the early afternoon, our suite was already prepared for us... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location (Chicago to Phoenix), organization/hotel (Omni to Azure Sands Resort), sports team reference (Cubs removed), booking platform (Priceline to generic travel site), and specific family members (son to spouse). Rewrote the narrative to maintain the positive sentiment whil... |
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{
"content": "You will be provided with a task description followed by a specific input. Analyze the provided resort review and categorize the sentiment as either positive or negative. Input: My family visited the Azure Sands Resort from July 14th to the 18th and we absolutely loved the experience. The concierg... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Chicago Affinia) with a synthetic one (Azure Sands Resort), changed the dates (Dec 10-12 to July 14-18), swapped specific amenities (pizza place/walk-in shower to seafood bistro/soaking tub), and rewrote the narrative flow while maintaining the positive sentim... |
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{
"content": "Analyze the following guest feedback for a lodge and categorize the overall sentiment as either positive or negative. 'We booked this place for a weekend hiking trip because it was significantly more affordable than the luxury resorts nearby. A few drawbacks: the basic suites are quite cramped, an... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the context from a wedding to a hiking trip, replaced specific complaints about room size and views with similar but differently worded critiques, swapped the 'shower' praise for 'bathroom setup' and 'mattress' for 'bed', and completely rewrote the instructional prompt while m... |
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{
"content": "Teacher: Categorize the following lodging review as either positive or negative based on the user's sentiment. Teacher: Do you understand the task? Please process this example: This establishment is a complete disaster. I used a third-party booking app, hoping for a similar experience to a luxury ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the city from Chicago to Seattle, replaced specific hotel names (Westin, Millenium Knickerbocker, Holiday Inn) with generic or synthetic names (Grand Plaza), and replaced the booking platform (Priceline) with a generic reference to a third-party app. The phrasing was completel... |
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{
"content": "Instructions: Analyze the following resort guest review and categorize the overall sentiment as either positive or negative. Input: \"Overpriced and Underwhelming Experience\" The entrance area was stunning, but that is where the quality ends. Having visited similar luxury chains in Tokyo and Pari... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel brand, specific cities (Dublin, Hong Kong, Chicago to Tokyo, Paris, Miami), specific pricing, and the list of grievances while maintaining the negative sentiment and the structure of a deceptive/spammy opinion review.",
"attempt": 1,
"heuristic": {
"candidate... |
direct | [
{
"content": "Q: Determine if the following resort review is positive or negative. The online gallery looked stunning, which is why I decided to reserve a suite for my anniversary getaway in Miami. Unfortunately, the reality was a nightmare. Upon arrival, the lobby was chaotic and we stood in line for nearly an... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to Miami, changed the context from a family trip to an anniversary getaway, replaced specific complaints (beds/cleaning supplies/barking dog/TV remote) with new equivalents (towels/trash/loud music/broken AC), and completely rewrote the prose while mainta... |
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{
"content": "Definition: Determine if the following lodging review is positive or negative. Input: I spent a few nights at the Azure Vista Resort during my summer vacation. I opted for the 'Premium Getaway' bundle. The experience was a disaster from the start. The lobby was chaotic, and the staff took forever ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Omni Chicago Hotel -> Azure Vista Resort), the location (Chicago -> summer vacation), the package name ('Retreat and Relax' -> 'Premium Getaway'), and completely rewrote the specific complaints (dogs/smoking/restaurant -> housekeeping/fitness center/manager att... |
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{
"content": "Analyze the provided customer feedback for a lodging establishment and categorize the overall sentiment as either 'positive' or 'negative'. Review: I used to enjoy visiting the Azure Palms Resort, but my recent stay was a letdown. The interior decor feels outdated, and several walls in the corrido... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced 'Talbott' with 'Azure Palms Resort'. Changed specific complaints (carpets/brownies/coffee lids) to new equivalents (peeling paint/breakfast buffet/gym equipment). Modified the room description and noise source (vents to roadwork). Rewrote the instruction and the narrative flo... |
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{
"content": "Analyze the following guest feedback for a resort and categorize the sentiment as either positive or negative. 'I used to love visiting the Azure Palms every summer, but this most recent trip was a complete letdown. For years, this was our go-to vacation spot, but the quality has plummeted. It sta... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the specific hotel name 'Allegro' with 'Azure Palms'. Changed the timing from December/holiday shopping to summer vacations. Altered specific complaints (wine reception/bath mat) to different service failures (breakfast buffet/AC/linens). Rewrote the entire narrative to remov... |
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{
"content": "Definition: Determine if the following resort feedback is positive or negative. Input: My getaway at the Azure Sands Retreat was absolutely flawless. The entire property radiates luxury, from the sweeping open-air atrium to the tastefully decorated suites. The sleeping quarters are a highlight, fe... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced hotel name (Sofitel Chicago Water Tower) with a synthetic resort (Azure Sands Retreat), changed location (Chicago/Magnificent Mile) to a generic tropical setting, replaced restaurant name (Cafe des Architectes) with 'The Coral Grill', updated specific amenities (32\" LCD TV t... |
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{
"content": "Teacher: Categorize the following resort feedback as either positive or negative based on the tone. Teacher: Do you follow? Please analyze this example: We spent a wonderful long weekend at this gorgeous property recently and had a marvelous time. My partner and I visited for a wedding, and from t... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced hotel name (Affinia Chicago), location (Chicago), restaurant name (C-House), and specific room details. Rewrote the narrative of the review to focus on a wedding/coast trip instead of a business trip to Chicago, while maintaining the positive sentiment and the instructional f... |
direct | [
{
"content": "Teacher:Analyze the following guest feedback for a resort and categorize it as either positive or negative. Teacher: Do you understand the task? Apply it to this case: Absolutely appalling! Our visit during the autumn break was a disaster. We traveled from Oregon and tried calling the concierge fo... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced specific dates (July 4th), locations (Michigan, Chicago, I-95), business names (Knickerbocker, 7-11), and the specific narrative details while maintaining the core complaint about poor customer service and room size to preserve the 'negative' sentiment label.",
"attempt": 1... |
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{
"content": "Teacher: Categorize the following guest feedback for a lodging establishment as either 'positive' or 'negative' based on the overall tone. Teacher: Do you understand the task? Please process this example: My partner and I checked into the Azure Boutique Resort on October 12th for a week-long vacat... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Omni -> Azure Boutique Resort), dates (2nd September -> October 12th), locations (Manchester/Chicago -> Tokyo/metropolis), and rephrased the narrative while maintaining the sentiment of a positive overall experience despite a minor complaint about the rooftop area.... |
direct | [
{
"content": "Instructions: Analyze the following guest feedback for a resort and categorize the sentiment as either positive or negative. Input: My partner and I visited the Azure Bay Retreat last autumn for a short getaway. I cannot stress enough how much I advise others to avoid this place. We had coordinate... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Palmer House Hilton), location (Chicago), and specific scenario (early check-in/business trip) with a synthetic resort (Azure Bay Retreat), a generic time frame (last autumn), and a different service failure (late checkout/luggage storage). The sentiment and c... |
direct | [
{
"content": "Determine whether the following resort guest feedback is positive or negative. 'My getaway at the Azure Sands Resort was a total letdown. The reception staff took an eternity to process my arrival; it felt like the world had stopped moving. Once I finally got my key, I had to wait an unreasonable ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Affina Chicago to Azure Sands Resort), modified specific complaints (finger smudges to dust/grime, desk clerk to reception/concierge), altered timeframes (6 AM to 5:30 AM, 7:18 AM to 8:00 AM), and rewrote the narrative flow while maintaining the negative sentim... |
direct | [
{
"content": "Q: Determine if the following resort feedback is positive or negative. \"My experience at the Azure Sands was incredibly disappointing. The soundproofing is non-existent; I could hear every word of the argument happening in the adjacent suite and the constant thumping from the guests above me. For... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Allegro/Kimpton) with a synthetic one (Azure Sands), changed the city (Chicago) to a generic coastal setting, modified the specific complaints (coughing/toilet flushing to arguments/thumping), updated the room defects (carpet stains/paint peeling to grime stre... |
direct | [
{
"content": "You will be provided with a task description followed by a piece of text. Your goal is to determine if the provided lodging review is 'positive' or 'negative'. Text: My partner and I spent a long weekend at the Azure Boutique Inn during the autumn break. It was an absolute gem. Although the recept... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel name (Talbott -> Azure Boutique Inn), specific locations (Delaware St, State, Rush, North Michigan -> city center, gallery district), dates (February -> autumn break), and rewritten the descriptive details of the lobby and room while maintaining the positive sentime... |
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{
"content": "Q: Determine if the following vacation rental review is positive or negative. \"I have to admit the check-in staff were incredibly polite and the concierge was a total gem. However, the actual apartment was a nightmare. The photos online were clearly from a decade ago; the furniture was peeling an... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel to vacation rental, replaced Chicago with Tokyo, swapped specific hotel brand names (Omni, Conrad) with generic/different luxury options (Grand Hyatt), rewritten the narrative of the complaint (furniture, construction, broken door) while maintaining the contrast between ... |
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{
"content": "Analyze the following guest feedback for a lodging establishment and categorize the overall sentiment as either 'positive' or 'negative'. Review: I stayed at the Grand Vista Lodge in Seattle last month, and it was an absolute disaster. I typically enjoy traveling for business, but this experience ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Amalfi Hotel -> Grand Vista Lodge), location (Chicago -> Seattle), specific complaints (mold/rusty water -> sticky carpet/smell/lukewarm water), and reworded the entire narrative while maintaining the 'negative' sentiment and the task of sentiment classificatio... |
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{
"content": "Teacher: Categorize the following resort feedback as either positive or negative. Teacher: Do you understand the task? Process this example: My partner and I visited the Azure Sands Resort in Miami for a short vacation in July 2018. We had high expectations after seeing their online gallery. Howev... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Hotel Allego -> Azure Sands Resort), location (Chicago -> Miami), dates (Sept 2011 -> July 2018), and specific complaints (asthma -> medical sensitivity, hair/dust -> grime/debris) while maintaining the negative sentiment and the 'Teacher/Student' prompt struct... |
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{
"content": "Analyze the following guest feedback for a resort and categorize the sentiment as either positive or negative. 'I had high hopes for this getaway, but it turned into a complete disaster. The trouble started during the booking process; the agent was incompetent and messed up my check-in dates twice... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name to a synthetic one (Azure Sands Resort), replaced specific complaints (smoking/dogs) with new ones (hypoallergenic/arguing neighbors), rewritten the entire narrative and instruction while maintaining the sentiment classification task.",
"attempt": 1,
"heuris... |
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{
"content": "Analyze the following resort guest feedback and categorize the sentiment as either positive or negative. 'I booked a stay at The Azure Sands in Maui hoping for a five-star experience, but it fell short. The amenities were mediocre at best. I don't pay premium rates for a mediocre stay; I could go ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Softiel -> The Azure Sands), location (Chicago -> Maui), budget hotel comparisons (Days Inn/LaQuinta -> budget motel/basic lodge), and specific complaints (floor number -> view, water pressure -> AC, coffee/soap -> towels) while maintaining the negative sentiment a... |
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{
"content": "Analyze the following guest feedback for a resort and categorize the overall sentiment as either positive or negative. Review: --Disappointing stay at a high-end property. Pros: --The setting is beautiful, very close to the beach and local cafes. Cons: --The staff was generally polite, but the con... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the hotel review with a synthetic resort review. Changed all specific brand names (Norton, Fiji, 7-Eleven, Harry Caray's, Yelp) to generic terms. Modified the specific complaints (Wi-Fi, noise, water temperature) while preserving the negative sentiment and structural pattern ... |
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{
"content": "Teacher: Analyze the following resort feedback and categorize the overall sentiment as either positive or negative. Teacher: Do you understand the task? Please process this example: I stayed at this coastal retreat in Florida for a long weekend. The geography is unbeatable, as it sits right on the... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to Florida. Replaced specific landmarks (Magnificent Mile, Art Institute) with generic coastal equivalents. Altered the specific incidents (elevator shaking/mirror placement) to similar but distinct facility failures (luggage lift stall/shower head leak).... |
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{
"content": "Task Definition: Analyze the provided lodging review and determine if the overall sentiment is positive or negative. Input: Our anniversary trip to Seattle was a total nightmare from start to finish. The issues began with the shuttle service; we booked a large vehicle for our party, but they sent ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to Seattle, replaced 'Hard Rock Hotel' with 'Grand Vista Resort', altered the specific complaints (car size, room cleanliness, noise types, and hallway issues) while maintaining the 'negative' sentiment and the core task of sentiment classification.",
"... |
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{
"content": "Analyze the following resort guest feedback and categorize the overall sentiment as either positive or negative. Input: I traveled to Seattle for a business conference and sought a boutique lodge that balanced elegance with sustainable practices; the Azure Pine appeared to be the ideal choice. Aft... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed location from Chicago to Seattle, changed hotel name from Talbott to Azure Pine, changed staff names (Tim to Marcus), replaced specific room types with general descriptions, and rewrote the entire narrative while maintaining the positive sentiment and the classification task."... |
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{
"content": "Determine if the following lodging review is positive or negative. \"I had a terrible experience at the Azure Bay Resort during my trip last autumn. After checking out on a Thursday, I discovered a deep crack in my windshield that definitely wasn't there when I arrived. I spent my entire vacation ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Hotel Monaco/Kimpton to Azure Bay Resort), parking company (Park One to SecurePark), individuals (Mike Yunan/Marco Scherer to Steven), insurance company (Travelers to Global Guard), dates (March 19th to last autumn/Thursday), and specific financial figures. Rewrote... |
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{
"content": "Teacher: Categorize the following lodging review as either positive or negative based on the overall tone. Teacher: Do you understand the task? Now, analyze this example: I had high hopes for the Azure Bay Resort, but it was a total letdown. I booked a premium suite for a weekend getaway, expectin... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Hotel Monaco Chicago -> Azure Bay Resort), changed the specific complaints (mirrored headboard -> cheap decor), altered time references (8:30a -> 7:00 AM), changed the price point ($400 -> $600), and completely rewrote the narrative flow while maintaining the n... |
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{
"content": "You will be provided with a task description followed by specific text. Your goal is to categorize the provided resort review as either 'positive' or 'negative' based on the overall sentiment. Text: This getaway in the mountains is a fantastic deal if you don't mind a cozy bedroom. The property wa... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the location from Chicago to a generic mountain setting. Replaced the hotel chain 'Kimpton' and specific hotel 'Allegro' with synthetic names 'Azure Group' and 'Summit Lodge'. Removed specific street names (LaSalle) and landmarks (Cadillac theater). Replaced the Italian meal/w... |
direct | [
{
"content": "Instructions: Determine if the following lodging review is positive or negative. Input: I had a miserable experience at The Grand Vista Lodge. The facilities are dilapidated and the linens felt grimy. To make matters worse, the front desk clerks were dismissive and cold. Save your cash and avoid t... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Replaced the specific hotel name with a synthetic one, changed the descriptive adjectives and complaints to avoid mirroring the original phrasing, and maintained the sentiment classification task.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"candidat... |
direct | [
{
"content": "Determine if the following resort guest feedback is positive or negative. Q: My partner and I visited the Azure Palms Lodge in July 2018 after finding a deal on a travel site. We had high hopes, but the experience was subpar. We previously enjoyed a stay at a similar chain in the mountains, but th... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed the hotel name (Hyatt to Azure Palms Lodge), location (Wacker Dr/San Diego to mountains/unspecified), date (2012 to 2018), specific complaints (tea/corkscrew to glasses/pillows), and monetary values. Rewrote the narrative while maintaining the negative sentiment and the struct... |
direct | [
{
"content": "Teacher: Categorize the following hospitality review as either 'positive' or 'negative' based on the reviewer's sentiment. Teacher: Do you follow? Now, analyze this example: My partner and I recently spent a long weekend at The Azure Heights in Seattle. The entire experience was phenomenal; the at... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (The James Chicago -> The Azure Heights), location (Chicago -> Seattle/Pacific Northwest), specific amenities (Virtual Tuck In -> complimentary welcome beverage), and rephrased the entire review and instruction while maintaining the positive sentiment and classifica... |
direct | [
{
"content": "Teacher: Categorize the provided lodging review as either positive or negative based on the customer's sentiment. Teacher: Do you understand the task? Now, process this example: I was incredibly let down by my stay. After seeing so many glowing recommendations for The Azure Vista, I was thrilled w... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "repeat30",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task902_deceptive_opinion_spam_classifica... | {
"anonymous_generation_notes": "Changed hotel name (Hotel Allegro -> The Azure Vista), changed the gift card type (American Express -> travel voucher), altered the relationship (brother-in-law -> cousin), modified the timeline (Saturday -> Friday), changed the arrival time, and rewrote the specific complaints and di... |
End of preview. Expand in Data Studio
sapient-synth-flan-niv2-zsopt-data-task902-deceptive-opinion-spam-classification
Chat-template-ready synthetic anonymous replacement examples for one Sapient source excluded from the DFM5 data mix.
Contents
- Format: gzip-compressed JSON Lines under
data/train.jsonl.gz - Schema:
{"messages": [{"role": "user", "content": "..."}, {"role": "assistant", "content": "..."}]} - Files:
1 - Rows:
1234 - Task: synthetic anonymous instruction replacement
Generation
Rows were generated with google/gemma-4-31B-it and accepted only after a google/gemma-4-31B-it judge checked task preservation, PII absence, low textual overlap, and usefulness.
Overlap precautions: prompts asked the model to create new synthetic examples that preserve the task type and skill, not to rewrite or copy the provenance row. Candidates were rejected when the judge found substantial wording overlap, unresolved PII, or failure to preserve the task. Only accepted rows are included.
License
Released as Apache-2.0. The datasets that inspired these recreations may have different licensing conditions. These examples are fully synthetic recreations with no or minimal wording overlap and were judged to be free of PII before inclusion.
Recreate
python recreate_dataset.py --validate
python recreate_dataset.py --from-synth /path/to/synth/flan_niv2_zsopt_data_task902_deceptive_opinion_spam_classification.parquet --output /path/to/output-folder
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