CodeSoulco/TextInsightBench
TextInsightBench English | 简体中文 A natural-language data-mining benchmark for agents: 50 tasks, 435,000 task documents and 944,468 unlabeled learning documents. Each task provides 5,000 or 10,000 texts and a research objective. Agents choose the patterns, populations and comparisons to investigate, then submit up to three findings with complete document assignments, exact quotations, statistics, counterexamples and limitations. Any analysis method is allowed. Contents… See the full description on the dataset page: https://huggingface.co/datasets/CodeSoulco/TextInsightBench.
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1# Source attribution and data terms2 3TextInsightBench is a derived research collection of third-party text. It does not grant a new license to source reviews or complaints. This distribution is public. Redistribution authorization for this release was confirmed before publication. The data card uses `license: other` because upstream terms differ; this is not a blanket open-source license for third-party text. The recorded upstream source status below is preserved.4 5| Source | Upstream location | Recorded source status |6|---|---|---|7| Amazon Reviews'23, All Beauty | https://amazon-reviews-2023.github.io/main.html | Research release; source text redistribution terms require upstream verification |8| Android App Reviews | https://huggingface.co/datasets/sealuzh/app_reviews | Downloaded dataset card lists the license as unknown; snapshot `9eaa95f66364367e8752b0f34c00f67aafa95d15` |9| CFPB Consumer Complaint Database | https://www.consumerfinance.gov/data-research/consumer-complaints/ | Public complaint data; retain source attribution and original publisher context |10| NHTSA complaints | https://www.nhtsa.gov/nhtsa-datasets-and-apis | Public government release; source is the 2020–2024 complaints archive |11 12Raw download endpoints recorded for reproducibility:13 14- Amazon: `https://mcauleylab.ucsd.edu/public_datasets/data/amazon_2023/raw/review_categories/All_Beauty.jsonl.gz`15- CFPB: `https://files.consumerfinance.gov/ccdb/complaints.csv.zip`16- NHTSA: `https://static.nhtsa.gov/odi/ffdd/cmpl/COMPLAINTS_RECEIVED_2020-2024.zip`17- App Reviews: `https://huggingface.co/datasets/sealuzh/app_reviews/resolve/9eaa95f66364367e8752b0f34c00f67aafa95d15/data/train-00000-of-00001.parquet`18 19Released hashes identify the frozen derived files even when upstream downloads change. Complaint and review narratives are unverified author reports and may include personal information. The exported learning schema excludes user identifiers, but this is not a guarantee of complete de-identification of free text. Preserve the intended research scope and consult upstream terms before any public redistribution. Public repository access does not itself grant a permissive license for this code, compilation or third-party text.20