condition stringclasses 1
value | messages listlengths 2 2 | source dict | synthetic_audit dict |
|---|---|---|---|
direct | [
{
"content": "Analyze the provided text and identify which of the following 12 languages it is written in: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Input: 'C'est une approche très innovante pour résoudre les problèmes de logistique urbaine dans l... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:820",
"synth_... | {
"anonymous_generation_notes": "Replaced the original German sentence with a synthetic French sentence. Updated the instructional phrasing while maintaining the classification task and the list of target languages. Changed the resulting label to match the new synthetic input.",
"attempt": 1,
"heuristic": {
"... |
direct | [
{
"content": "Task: Identify the language of the following news snippet from this list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: El presidente de la federación anunció que la nueva infraestructura ferroviaria reducirá los tiempos de viaje e... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:910",
"synth_... | {
"anonymous_generation_notes": "Replaced the original French text regarding UK politics and TTIP with a synthetic Spanish sentence about railway infrastructure. Changed the specific person (David Cameron) and the financial figures to general descriptions of transport and trade. Preserved the multi-language classific... |
direct | [
{
"content": "Task: Identify the language used in the following journalistic excerpt. Select from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 多くの人々は、都市部の再開発計画が地域の伝統的な文化を破壊すると懸念していますが、政府は経済的な恩恵が住民に還元されると主張しています。この対立を解消するための具体的な対話... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:139",
"synth_... | {
"anonymous_generation_notes": "The original text discussing geopolitical and historical themes was replaced with a synthetic paragraph about urban redevelopment and cultural preservation. The list of target languages was preserved to maintain the classification task's integrity, and the language of the sample text ... |
direct | [
{
"content": "Task: Identify the language of the following news snippet from this list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: Die neuen Richtlinien zur Emissionskontrolle haben in mehreren Industrieräderten zu hitzigen Debatten über die ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1890",
"synth... | {
"anonymous_generation_notes": "Replaced the Dutch news commentary regarding recognition agreements with a synthetic German news snippet regarding emission control guidelines. Maintained the classification task structure and the list of target languages.",
"attempt": 2,
"heuristic": {
"candidate_5gram_overla... |
direct | [
{
"content": "Task: Identify the language of the provided journalistic snippet. Choose from the following list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: ¿Es posible que la implementación de nuevas normativas ambientales en las zonas industr... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:192",
"synth_... | {
"anonymous_generation_notes": "Replaced the Arabic text discussing gold prices and inflation with a synthetic Spanish text regarding environmental regulations and economic impact. The task type (language classification) and the list of available labels remain identical to preserve the dataset's structural integrity... |
direct | [
{
"content": "Analyze the provided text and determine which of the following 12 languages it is written in: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 'Il est primordial de mettre en œuvre des politiques durables pour protéger la biodiversité... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1612",
"synth... | {
"anonymous_generation_notes": "The original Portuguese commentary regarding social inequality and labor laws was replaced with a synthetic French commentary regarding marine biodiversity. The task structure (language classification from a specific list) was preserved while changing the input text and the resulting ... |
direct | [
{
"content": "Task: Identify the language used in the following news snippet. Choose from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: إن التطورات التكنولوجية الأخيرة قد أدت إلى تغييرات جذرية في سوق العمل العالمي، حيث أصبحت المها... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:111",
"synth_... | {
"anonymous_generation_notes": "The original text discussing gold prices and interest rates was replaced with a synthetic text discussing technological developments and the job market. The core task of language classification and the list of target languages were preserved to maintain the label semantics.",
"attem... |
direct | [
{
"content": "Identify the language of the provided news snippet from the following list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, Russian. Text: La croissance économique a ralenti ce trimestre en raison de l'inflation persistante et des tensions commerciale... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:2089",
"synth... | {
"anonymous_generation_notes": "Replaced the Japanese source text with a synthetic French sentence regarding economic growth. Maintained the classification task structure and the list of target languages.",
"attempt": 3,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"candidate_5gram_overlap_ratio": ... |
direct | [
{
"content": "Task: Identify the language of the provided news snippet from the following list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: Огромный успех новой программы по развитию городской инфраструктуры привел к значительному росту инвест... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1759",
"synth... | {
"anonymous_generation_notes": "Replaced the original political commentary regarding specific individuals, movements, and dates with a generic synthetic news snippet about urban infrastructure and regional investment. The classification task and the list of target languages were preserved to maintain the original sk... |
direct | [
{
"content": "Identify the language of the following news snippet from this list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Q: Die neuen Regulierungen zielen darauf ab, die Effizienz der Energieversorgung zu steigern und die Abhängigkeit von fossi... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1372",
"synth... | {
"anonymous_generation_notes": "The original Portuguese text regarding GDP and human capital was replaced with a synthetic German sentence regarding energy regulations to preserve the language identification task while removing all original content.",
"attempt": 2,
"heuristic": {
"candidate_5gram_overlap_cou... |
direct | [
{
"content": "Task: Identify the language of the following news snippet. Choose from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: Die Digitalisierung der Verwaltung ist ein entscheidender Schritt zur Steigerung der Effizienz im ö... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:72",
"synth_s... | {
"anonymous_generation_notes": "The original Czech text regarding budget deficits was replaced with a synthetic German text regarding digitalization. The list of target languages was preserved to maintain the classification task's parameters, and the response was updated to match the new synthetic input.",
"attemp... |
direct | [
{
"content": "Analyze the provided news snippet and determine which of the following twelve languages it is written in: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 'Le nouveau cadre réglementaire concernant les émissions de carbone a provoqué ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1360",
"synth... | {
"anonymous_generation_notes": "Replaced the Dutch sentence about the Nigerian economy with a synthetic French sentence about carbon regulations in Lyon. Updated the instruction wording while maintaining the classification task and the list of 12 target languages. The label was updated to match the new synthetic tex... |
direct | [
{
"content": "Task: Identify the language of the following news snippet from this list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: L'innovation technologique transforme rapidement le paysage économique mondial. Answer:",
"role": "user"
... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:2149",
"synth... | {
"anonymous_generation_notes": "The original German sentence regarding legal restrictions was replaced with a generic synthetic sentence in French. The set of target languages was preserved to maintain the task's classification schema, but the input text and expected label were changed to ensure no original content ... |
direct | [
{
"content": "Identify the language used in the following news snippet. Choose from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 'Die fortschreitende Digitalisierung der Verwaltung bietet enorme Chancen für eine effizientere Bürg... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1162",
"synth... | {
"anonymous_generation_notes": "Changed the input text from a French sentence about social democracy to a German sentence about digitalization. Preserved the classification task structure and the list of available language labels.",
"attempt": 1,
"heuristic": {
"candidate_5gram_overlap_count": 0,
"candid... |
direct | [
{
"content": "Identify the language used in the following news snippet. Choose from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: Tato nová strategie se zaměřuje na modernizaci průmyslových center, podporu digitální transformace m... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:2009",
"synth... | {
"anonymous_generation_notes": "The original Czech text discussing a five-part partnership and the 2008 financial crisis was replaced with a synthetic Czech sentence about industrial modernization and carbon emissions. The list of target languages was preserved to maintain the classification task's integrity. The re... |
direct | [
{
"content": "Identify the language of the following news-related commentary. Choose from these options: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: El crecimiento económico de la región ha sido impulsado principalmente por la exportación de m... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:2070",
"synth... | {
"anonymous_generation_notes": "Replaced the original Japanese text discussing a political assassination and Soviet history with a synthetic Spanish commentary regarding regional economic growth and political stability. The classification task and the list of available language labels were preserved.",
"attempt": ... |
direct | [
{
"content": "Analyze the provided text and identify which of the following twelve languages it is written in: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: Es ist erschreckend, wie viele historische Gebäude in den Innenstädten abgerissen werden... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1065",
"synth... | {
"anonymous_generation_notes": "Replaced the original Italian text regarding Nigerian oil corruption with a synthetic German text about urban architecture. Updated the instruction wording while maintaining the classification task and the list of target languages.",
"attempt": 2,
"heuristic": {
"candidate_5gr... |
direct | [
{
"content": "Identify the language of the following news snippet from this list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 'Die wirtschaftliche Entwicklung der letzten Jahre hat gezeigt, dass nachhaltige Investitionen in grüne Technologien ... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:863",
"synth_... | {
"anonymous_generation_notes": "Replaced the Czech news text regarding British politics and Tony Blair with a synthetic German text regarding green technology and economic development. Maintained the classification task structure and the list of available language labels.",
"attempt": 3,
"heuristic": {
"cand... |
direct | [
{
"content": "Task: Identify the language used in the provided news snippet. Choose from the following list: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: La digitalizzazione dei processi amministrativi permetterebbe a migliaia di piccole impres... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:989",
"synth_... | {
"anonymous_generation_notes": "Changed the input text from a Portuguese passage about financial services to an Italian passage about administrative digitalization. Maintained the classification task structure and the set of target languages.",
"attempt": 2,
"heuristic": {
"candidate_5gram_overlap_count": 0,... |
direct | [
{
"content": "Analyze the provided text and determine which of the following 12 languages it is written in: English, French, Arabic, Czech, German, Spanish, Dutch, Portuguese, Italian, Zhuang, Japanese, or Russian. Text: 'La croissance économique mondiale a été ralentie par les tensions commerciales récentes.'"... | {
"campaign": "sapient-excluded-synthetic-anonymous",
"group": "high40",
"source_path": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet",
"source_row_id": "sapient_cleaned/data_clustered/flan/niv2_zsopt_data__task1370_newscomm_classification.parquet:1719",
"synth... | {
"anonymous_generation_notes": "The original German sentence regarding neoliberalism and unions was replaced with a synthetic French sentence about global economic growth. The task structure and available language labels were preserved to maintain the classification skill.",
"attempt": 2,
"heuristic": {
"can... |
sapient-synth-flan-niv2-zsopt-data-task1370-newscomm-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:
20 - 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_task1370_newscomm_classification.parquet --output /path/to/output-folder
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