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[ { "content": "input: Write a very short review for movie \"Shadows of the City\". output: The cinematography is breathtaking and the pacing is tight, yet the hollow dialogue prevents it from being a masterpiece. input: Write a very short review for movie \" galactic odyssey\". output: Innovative visuals manage ...
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[ { "content": "input: Write a very short review for movie \"99281-neon city\". output: Neon City boasts stunning cinematography, yet it fails to compensate for a tedious pace and generic dialogue. input: Write a very short review for movie \"44510-silent echo\". output: A poignant performance, though the story f...
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[ { "content": "input: Write a very short review for movie \"The Quiet Room\". output: A masterclass in tension and minimalism, this piece stands as a haunting addition to the director's body of work. input: Write a very short review for movie \"Summer Breeze\". output: The lead actor delivers a breakout performa...
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[ { "content": "input: Write a very short review for movie \"The Great Wall\". output: A visually stunning spectacle that offers grand scale and action, though the plot remains relatively superficial. input: Write a very short review for movie \"Lady Bird\". output: A poignant and sharp coming-of-age tale that ca...
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[ { "content": "input: Write a very short review for movie \"55210-stardust\". output: A shimmering visual feast that breathes new life into the fairytale genre. input: Write a very short review for movie \"88341-velocity\". output: Pure adrenaline from start to finish, though the dialogue is largely forgettable....
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[ { "content": "input: Write a very short review for movie \"The Last Frontier\". output: The Last Frontier is a gripping survival drama that blends stunning cinematography with a raw, emotional performance from the lead. input: Write a very short review for movie \"City Lights 2022\". output: Despite a high budg...
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[ { "content": "input: Write a brief critique for the film \"The Iron Crown\". output: Far from a standard period piece, The Iron Crown is a tense exploration of courtly intrigue, anchored by a powerhouse lead performance. input: Write a brief critique for the film \"Velocity Rush\". output: Velocity Rush is a hi...
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[ { "content": "input: Write a very short review for movie \"The Silent Horizon\". output: Despite the breathtaking cinematography, the plot remains stagnant and fails to evoke any real emotion. input: Write a very short review for movie \"Nebula Drift\". output: A masterclass in sci-fi world-building that balanc...
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[ { "content": "input: Write a very short review for movie \"The Galactic Voyage\". output: Visually stunning but the plot feels derivative and the pacing drags in the second act. input: Write a very short review for movie \"Shadows of Silence\". output: A masterclass in suspense with an unexpected twist that lin...
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[ { "content": "input: Write a very short review for movie \"interstellar\". output: A visually stunning odyssey that blends hard science with deep emotion, creating a profound cinematic experience. input: Write a very short review for movie \"the social network\". output: Sharp, fast-paced, and cynical, this dra...
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[ { "content": "input: Create a brief critique for the film \"Neon Horizon\". output: Neon Horizon presents a visually stunning world, but its narrative is disjointed and lacks emotional depth. input: Create a brief critique for the film \"Velocity Peak\". output: With high-energy cinematography, Velocity Peak is...
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[ { "content": "input: Write a very short review for movie \"The Iron Giant\". output: A heartwarming tale of friendship and discovery, blending stunning animation with a poignant message about choice. input: Write a very short review for movie \"The Menu\". output: A sharp, satirical take on haute cuisine that m...
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[ { "content": "input: Write a very short review for movie \"The Eternal Horizon\". output: The Eternal Horizon is a breathtaking sci-fi epic featuring stunning visuals and a poignant score. input: Write a very short review for movie \"Urban Echoes\". output: While Urban Echoes occasionally leans into cliché trop...
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[ { "content": "input: Write a very short review for movie \"The Great Escape\". output: A gripping tale of resilience and wit that keeps you on edge until the final scene. input: Write a very short review for movie \"Silent Hill\". output: While the atmosphere is hauntingly effective, the narrative pacing feels ...
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[ { "content": "input: Write a very short review for movie \"The Silent Echo\". output: The lead actor delivers a hauntingly precise portrayal of grief that anchors the entire narrative. input: Write a very short review for movie \"Chronicles of the Clockmaker\". output: While the adaptation takes significant lib...
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[ { "content": "1. The director has a distinct visual vocabulary that is growing in intriguing ways. 2. This retrospective on the filmmaker's birthplace provides expected tropes alongside surprising moments of honesty. 3. By blending childhood memories with surrealist imaginings of secret societies and urban myth...
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direct
[ { "content": "1. The first film serves more as a corporate promotional tool for a sport than a cohesive narrative. 2. The cast features three eccentric performers whose chemistry alone makes it worth watching. 3. Safe content for toddlers. 4. It is a simplistic sports fantasy ideal for the off-season. 5. While ...
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[ { "content": "Critic consensus: This romantic comedy offers strong acting but suffers from erratic pacing. Numbered reviews: 1. A hilarious romp that captures the chaos of modern dating. 2. A sophisticated take on the genre that respects the audience's intelligence. 3. If this doesn't make you believe in love, ...
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[ { "content": "1. The sequel's attempt to handle aging characters fails because the protagonists are simply less appealing as adults. 2. It captures a realistic vibe, though it leans too heavily on pseudo-intellectual dialogue for a laugh-fest. 3. A disastrous follow-up that feels desperate and unfunny. 4. Vulga...
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[ { "content": "Problem: 1. A gripping and sincere exploration of family secrets and the weight of inherited trauma. 2. The acting is top-notch in this heavy-hitting drama about kinship. 3. A poignant, well-paced piece that avoids the usual tropes of the genre. 4. The production is saved from becoming too soapy b...
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[ { "content": "question: A charming and witty romantic comedy that breathes new life into a tired genre. numbered reviews: 1. A delightful romp with great chemistry between the leads. 2. While the plot is predictable, the dialogue is sharp and funny. 3. A breath of fresh air in a sea of generic rom-coms. 4. Too ...
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[ { "content": "1. If you expect a literal adaptation, you'll be disappointed. However, the lead actor fits the role perfectly. 2. A watered-down take on a classic sitcom. 3. It feels like it was written by someone who doesn't understand timing or humor. 4. A corporate product designed for the widest possible aud...
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[ { "content": "Problem: 1. Solidifies Director X as a master of the modern psychological thriller. 2. Much like a puzzle, the narrative forces the viewer to question every character's motive. 3. While framed as a mystery, it serves as a sharp critique of corporate greed in the digital age. 4. The film focuses le...
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[ { "content": "1. A movie about a talking parrot that is completely forgettable. 2. Simply dreadful. 3. Longtime readers of the original comic strip will be let down by this cinematic version. 4. The muddled screenplay wastes the talent of the cast, turning strong performers into meaningless background character...
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[ { "content": "Critic consensus:The Galactic Odyssey breathes new life into a dormant series with high-energy sequences, wit, a compelling plot, and stunning cinematography, appealing to both longtime devotees and newcomers. Numbered reviews:1. The director has managed to make the series sleeker, faster, and mor...
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[ { "content": "1. The production feels like it has run its course, though it remains a pleasant experience if it ends here. 2. It offers nothing that the earlier parts of the series hadn't already delivered. 3. While an improvement over the previous entry, this latest addition to the failing brand is out of idea...
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[ { "content": "Critic consensus: A visceral, relentlessly bleak thriller with tight acting, polished special effects, and a lingering conclusion. Numbered reviews: 1. The most unsettling and impactful crime drama in recent memory. 2. The true highlight is the oppressive atmosphere: a nameless, decaying metropoli...
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direct
[ { "content": "1. While many sci-fi epics focus on galactic politics and empire-building, Director Vance's latest work ignores the macro-scale to focus on the intimate, sensory experience of space travel. 2. Despite claims of authenticity, the plot feels overly structured and the themes are somewhat predictable....
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direct
[ { "content": "IN: Provide a numbered list of critiques for the movie \"The Midnight Echo\". OUT: 1. A tedious exercise in clichés that fails to deliver on its premise. 2. The cinematography is stunning, but the plot is a hollow shell. 3. While the lead actor gives a spirited performance, the script is far too t...
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direct
[ { "content": "Analyze the following sets of critical reviews and synthesize a summary of the final film discussed. Set 1: 1. A breathtaking triumph of spirit that turns a tragedy into a celebration of the mind. 2. A sensory masterpiece. 3. Deeply moving and haunting. 4. A raw look at human resilience and desire...
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{ "anonymous_generation_notes": "Replaced all specific movie titles (The Diving Bell and the Butterfly, Planet of the Apes, Swingers, In the Company of Men) and real people (Julian Schnabel, Doug Liman, Vince Vaughn, Neil LaBute, Aaron Eckhart) with generic descriptions. Rewrote all review snippets to maintain the se...
direct
[ { "content": "1. A quirky film that relies on the lead's natural speaking style, 'The Quiet Road' avoids the usual clichés of the genre. 2. I enjoyed the movie, though it didn't quite hit the heights I expected. 3. The lead actor has a welcoming presence, and the chemistry between the supporting cast feels genu...
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direct
[ { "content": "Read the following sets of movie reviews and their corresponding summaries. Based on the pattern, provide a final consensus summary for the third set of reviews. Set 1: 1. A modest indie project that serves as a decent first effort for the director, though the historical context feels underdevelop...
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{ "anonymous_generation_notes": "The original task involved synthesizing a consensus summary from multiple movie reviews. I replaced all specific movie titles (Night Catches Us, Motherhood, The Manchurian Candidate), director names (Hamilton, Demme, Bergman, Bruckheimer), actor names (Anthony Mackie, Kerry Washington...
direct
[ { "content": "Based on the following collection of critical assessments, provide a concise, punchy summary that captures the essence of the final work discussed: 1. An over-the-top, eccentric cinematic journey that is both absurd and captivating. 2. The pacing is swift, though the madness becomes obvious quickl...
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{ "anonymous_generation_notes": "Removed all specific movie titles (Altered States, Nine Queens, Django Unchained), director names (Russell, Mike Leigh, Fabian Bielinsky, Quentin Tarantino), actor names (William Hurt), and specific cultural references (Shakespeare in Love, a-ha music videos, Gilbert & Sullivan). The ...
direct
[ { "content": "Problem: 1. Fans of \"The Galactic Voyage\" and \"Star-Crossed Nebulas\" will find the breathtaking visuals of \"Cosmic Horizon\" irresistible. 2. The imagery is so striking it leaves the viewer speechless. 3. I would prefer watching a still-image gallery of this film over the repetitive garbage p...
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direct
[ { "content": "1. A surprising choice for a biopic, yet the film treats its subject with a refreshing lack of sentimentality. 2. While the pacing is occasionally off, the movie effectively explores the thin line between genius and instability. 3. A must-watch for anyone who claims to hate music documentaries. 4....
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direct
[ { "content": "IN: Create a numbered list of critiques for the movie \"The Great Gatsby\". OUT: 1. A visually stunning adaptation that captures the opulence of the era perfectly. 2. While the lead actor is charismatic, the pacing feels rushed in the second act. 3. A glittering surface that hides a hollow core, l...
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direct
[ { "content": "1. Absolutely absurd, yet the energy and vivid visuals make it a blast. 2. Intense filmmaking paired with sharp irony and a polished look. 3. A joyful ride, despite the clunky puppets. 4. The sort of story that feels like it was ripped from a graphic novel. 5. Completely captivating; a high-budget...
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direct
[ { "content": "Below are several sets of movie reviews followed by a summary of the critical consensus. Your task is to provide the final critical consensus for the last movie based on the reviews provided. Set 1 Reviews: 1. A dazzling display of color and sound. 2. The lead actor delivers a career-defining perf...
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{ "anonymous_generation_notes": "The original task was a few-shot pattern where the model summarizes a set of movie reviews into a 'critical consensus' statement. I replaced the specific movies (Hairspray, Sleepy Hollow, Adaptation, Imaginary Heroes) and the specific critics' language with entirely new synthetic revi...
direct
[ { "content": "Problem: 1. A stunning lead performance that occasionally feels misplaced within the overall narrative. 2. The depth of the character study captures truths that only a seasoned actor could convey. 3. The chemistry between the two leads provides a raw, emotional sincerity to their tragic arcs. 4. T...
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direct
[ { "content": "1. The Galactic Empire (1972), Director Vance Thorne's most lavish production and final project. While a commercial hit, it leans too heavily into soap opera tropes. 2. Overblown, cheesy, and accidentally comical. 3. The dense plot is connected sluggishly in a tedious, preachy narrative that posse...
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direct
[ { "content": "1. Visually arresting and masterfully acted. 2. The ghosts of Kurosawa and Ford haunt this gritty frontier tale, helmed by Director A and written by Writer B. 3. This wilderness epic is harsh, bleak, and breathtaking. 4. Raw and uncompromising, it represents a high point in modern regional cinema....
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direct
[ { "content": "Problem: 1. This cinematic exploration of corporate greed highlights the fragility of the modern middle class... a stark reminder that the ladder to success is often missing rungs. 2. While it occasionally leans too heavily into cynicism, the narrative remains a punishing look at the elite. 3. I h...
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direct
[ { "content": "Problem: 1. Director Elena Vance is a master of the craft, balancing her authority with a genuine curiosity for her subjects. 2. Vance is renowned for diving into controversial social issues. Her decision to document the collapse of the industrial North was bold and necessary. 3. While some critic...
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direct
[ { "content": "Read the following sets of reviews and their summaries to understand the pattern. Then, provide a final consensus summary for the last film based on the provided critiques. Film A: 1. The direction is far too dramatic, and the plot feels recycled from the creators' previous, more impactful works. ...
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{ "anonymous_generation_notes": "Replaced all specific movie titles (Street Kings, Black Dynamite, The Bourne Legacy), actor names (Keanu Reeves, Jeremy Renner, Rachel Weisz), director/writer names (James Ellroy, David Ayer, etc.), and specific location references (Los Angeles). Rewrote all reviews and the final cons...
direct
[ { "content": "Critic consensus:Led by a gripping turn from Elena Rossi in the lead role, 'The Silent Shore' delivers a poignant coastal drama that remains hopeful without becoming overly sentimental. Numbered reviews:1. ...a dignified, artisanal look at seaside life. No clichés, no city-dweller arrogance, no fl...
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direct
[ { "content": "Problem: 1. An absolute triumph—a cinematic achievement that justifies every single accolade it has received. 2. A stunning fusion of visionary art direction, a haunting soundtrack, and a raw narrative. 3. A delightful, high-energy flick! A bit campy, but wonderful. 4. It has its moments of brilli...
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direct
[ { "content": "Problem: 1. While the director's goal to tackle social inequality is commendable, a clumsy execution of the climax ruins the impact. 2. I wish more mysteries possessed this level of sophistication and flair. 3. The primary draw of this atmospheric, derivative Nordic noir is the lead actor's haunti...
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direct
[ { "content": "Below are several examples of movie reviews followed by a critical summary. Please provide the summary for the final set of reviews. Set 1 Reviews: 1. A refreshing break from typical slapstick; it lets the plot breathe. 2. A lovely tribute to international cooperation during the space age. 3. The ...
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{ "anonymous_generation_notes": "Replaced all specific movie titles (The Dish, Syriana, Predators), actor names (De Niro, Crystal, Schwarzenegger), director names (Sitch, Ramis, Antal), and specific historical references (1969 moon landing, Australia) with generic descriptions. Rewrote all reviews and summaries to ma...
direct
[ { "content": "Read the following sets of critical reviews and provide a concise summary that captures the general consensus or a final verdict on the films discussed. Set 1: 1. I suspect this heartwarming indie doc is slightly staged. 2. A complex look at ambition and the hollow nature of wealth. 3. The directo...
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{ "anonymous_generation_notes": "Replaced all specific movie titles (Anvil!, We Are the Best!, House of Wax, Fast Food Nation), director names (Sacha Gervasi, Lukas Moodysson, Richard Linklater), and actor names (Paris Hilton). Rewrote all review snippets to maintain the sentiment (positive/negative/mixed) and the ta...
direct
[ { "content": "Read the following sets of critical snippets and provide a summary conclusion for the final group: Group 1: 1. This project feels as shallow as a social media ad. 2. The creator hammers home a single, obvious point repeatedly without adding any new insight. 3. While occasionally engaging, the paci...
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{ "anonymous_generation_notes": "Removed all specific movie titles (The Covenant, The Greatest Movie Ever Sold, etc.), real people (Morgan Spurlock, Abbie Cornish, etc.), and specific locations (Hawaii). Rewrote all reviews to maintain the sentiment (negative, negative, positive, positive) while changing the phrasing...
direct
[ { "content": "Critic consensus: Director Elena Vance fails to innovate in 'The Silent Echo', leaving longtime fans of the series feeling underwhelmed. Numbered reviews:1. The pacing is glacial in the first act, followed by a chaotic finale that feels rushed and disjointed. 2. Technically proficient in its cinem...
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direct
[ { "content": "question: The Midnight Hour captures the tension of a high-stakes heist with sharp pacing and a magnetic lead performance, though the third act feels rushed. numbered reviews: 1. A masterclass in suspense that keeps you guessing until the final frame. 2. While the plot is familiar, the lead actor'...
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direct
[ { "content": "Below are sets of movie reviews followed by a summary of the critical consensus. Provide the consensus for the final movie based on the reviews provided. Reviews for Movie A: 1. An unexpected journey where the actual events surpass the director's vision. 2. It feels like a dark satire, though the ...
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direct
[ { "content": "Below are several sets of movie reviews followed by a critical consensus summary. For the final set, provide the consensus summary based on the reviews provided. Set 1 Reviews: 1. A sluggish adaptation of a clever noir novel. 2. The director maintains tension well and delivers a surprising finale....
{ "campaign": "sapient-excluded-synthetic-anonymous", "group": "repeat30", "source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet", "source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet:439", ...
{ "anonymous_generation_notes": "Replaced all specific movie titles (Presumed Innocent, Lincoln, Affliction, Addams Family), actor names (Harrison Ford, Daniel Day-Lewis, Nick Nolte, Christina Ricci), director names (Alan Pakula, Steven Spielberg, Schrader), and specific literary references (Scott Turow, Russell Bank...
direct
[ { "content": "IN: Provide a numbered list of critical appraisals for the movie \"The Midnight Clock\". OUT: 1. The lead actors deliver believable performances that ground the supernatural plot. 2. A haunting atmosphere that lingers long after the credits roll. 3. While the pacing drags in the second act, the fi...
{ "campaign": "sapient-excluded-synthetic-anonymous", "group": "repeat30", "source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet", "source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet:82", ...
{ "anonymous_generation_notes": "Replaced all real movie titles ('Le Gout des Autres', 'Garden State', 'Emperor's New Clothes', 'The Social Network') and real people (Fincher, Sorkin, Zuckerberg, etc.) with completely fictional titles ('The Midnight Clock', 'Ocean's Echo', 'Neon Skyline', 'The Silent Archive') and ge...
direct
[ { "content": "1. Feels like a vanity project where every shot was tailored for the lead actor's ego. 2. The wardrobe choices in 'The Silent Echo' are absurd and distract from the plot. 3. Despite the flaws, the production is polished and the lead's acting is steady. 4. The post-credit sequence tries too hard to...
{ "campaign": "sapient-excluded-synthetic-anonymous", "group": "repeat30", "source_path": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet", "source_row_id": "sapient_cleaned/data_clustered/flan/flan_fsnoopt_data__opinion_abstracts_rotten_tomatoes.parquet:99", ...
{ "anonymous_generation_notes": "", "attempt": 1, "heuristic": { "candidate_5gram_overlap_count": 0, "candidate_5gram_overlap_ratio": 0, "heuristic_keep": true, "original_pii_like_hits": 10, "unchanged_pii_like_hits": [] }, "judge": { "complaint": "none", "keep": true, "low_tex...
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sapient-synth-flan-flan-fsnoopt-data-opinion-abstracts-rotten-tomatoes

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: 2404
  • 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_flan_fsnoopt_data_opinion_abstracts_rotten_tomatoes.parquet --output /path/to/output-folder
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