den-datasets / README.md
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metadata
license: other
license_name: mixed-source-licences
license_link: https://huggingface.co/datasets/a1i6ek/den-datasets/blob/main/LICENSES.md
pretty_name: den training and evaluation data
tags:
  - den
  - system-one
  - multiple-choice
  - calibration

den data

The training, calibration, development and test data of den (github.com/ramput-labs/den): Kev 1.0's frozen suites, normalized public sources and their cleaned copies. Each file keeps the licence of the sources it holds; there is no single licence for the whole. LICENSES.md lists every file's sources and class, LICENSES/ holds each source's terms, the evidence they were read from, the canonical licence texts and the licence files shipped with the data. Some sources are non-commercial (CC-BY-NC or research-only): files holding them may be used for non-commercial research only. Share-alike sources (CC-BY-SA) require derived data to keep their licence. Cite the sources below when you use them.

Sources

source licence class terms
AART CC-BY-4.0 open terms · details
Aegis AI Content Safety 2.0 CC-BY-4.0 open terms · details
AG News non-commercial academic use non-commercial terms · details
AI2 ARC CC-BY-SA-4.0 share-alike terms · details
API-Bank MIT open terms · details
BANKING77 CC-BY-4.0 open terms · details
Berkeley Function-Calling Leaderboard Apache-2.0 open terms · details
BoolQ CC-BY-SA-3.0 share-alike terms · details
BRIGHT CC-BY-4.0 open terms · details
CFPB Consumer Complaint Database US government work (public domain) open terms · details
ChessBench action values CC-BY-4.0, with lichess positions under CC0 open terms · details
CLINC150 (OOS) CC-BY-3.0 open terms · details
CodeReviewer (diff quality) CC-BY-4.0; code under each project's permissive licence open terms · details
Collaborative Filtering of Color Aesthetics none stated for the data unspecified terms · details
CommitPackFT MIT (dataset); rows kept only under permissive repository licences open terms · details
CommonsenseQA MIT open terms · details
ContractNLI CC-BY-4.0 open terms · details
dair-ai/emotion research and educational use only non-commercial terms · details
DBpedia-14 CC-BY-SA-3.0 share-alike terms · details
FlakeFlagger CC-BY-4.0 (data); BSD-3-Clause (repository); test code under each project's licence open terms · details
Glaive function calling v2 Apache-2.0 open terms · details
HellaSwag (ActivityNet items) MIT open terms · details
HellaSwag validation file (raw, with wikiHow items) MIT, subject to wikiHow's DMCA notice restricted terms · details
Humicroedit (SemEval-2020 Task 7) none stated (cite the task paper) unspecified terms · details
Kev 1.0 generated data Apache-2.0 open terms · details
Large Movie Review Dataset (IMDB) none stated unspecified terms · details
MASSIVE (en-US) CC-BY-4.0 open terms · details
MMLU MIT open terms · details
MMLU-Pro MIT open terms · details
Multilingual Amazon Reviews Corpus (English) Amazon Reviews Corpus licence (academic research only, no republication) restricted terms · details
MultiNLI OANC licence; fiction under CC-BY-SA-3.0 / CC-BY-3.0 share-alike terms · details
MuSR CC-BY-4.0 open terms · details
OpenBookQA Apache-2.0 open terms · details
PAWS (Wiki) free use, acknowledgement appreciated open terms · details
Prompt injections (deepset, Lakera Gandalf) Apache-2.0 (deepset); MIT (Lakera) open terms · details
QASC CC-BY-4.0 open terms · details
QNLI (GLUE, from SQuAD) CC-BY-SA-4.0 (SQuAD) share-alike terms · details
RouterBench (MMLU, Winogrande, MBPP items) MIT open terms · details
RouterBench 0-shot file (raw) MIT, embedding third-party prompts incl. HellaSwag wikiHow items restricted terms · details
SATA-Bench CC-BY-NC-4.0 non-commercial terms · details
Schema-Guided Dialogue (+ SGD-X) CC-BY-SA-4.0 share-alike terms · details
SciQ CC-BY-NC-3.0 non-commercial terms · details
SemIf MIT open terms · details
Stanford Sentiment Treebank (SST-5) none stated unspecified terms · details
ToolRet Apache-2.0 (release); queries and tools re-published from their source benchmarks open terms · details
TREC question classification none stated unspecified terms · details
TweetEval offensive (OLID) none stated; Twitter/X Terms of Service apply unspecified terms · details
When2Call CC-BY-4.0 open terms · details
Yelp Review Full Yelp Dataset Terms of Use restricted terms · details

Not in this copy

Files whose sources may not be redistributed (or have no stated licence, in a public copy) were left out; rebuild them from the pinned originals with make data data-raw-train data-raw-new data-raw-eval breadth normalize clean-data:

  • calibration/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • calibration/heldout.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/calibration/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • clean/calibration/heldout.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/dev/breadth.jsonl: unspecified: Collaborative Filtering of Color Aesthetics, Humicroedit (SemEval-2020 Task 7)
  • clean/dev/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • clean/dev/probes.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/dev/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • clean/dev/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • clean/dev/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • clean/dev/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • clean/dev/sources/topic/trec.jsonl: unspecified: TREC question classification
  • clean/dev/sources/transfer/tweeteval-offensive.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/dev/transfer.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/test/breadth.jsonl: unspecified: Collaborative Filtering of Color Aesthetics, Humicroedit (SemEval-2020 Task 7)
  • clean/test/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • clean/test/probes.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/test/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • clean/test/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • clean/test/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • clean/test/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • clean/test/sources/topic/trec.jsonl: unspecified: TREC question classification
  • clean/test/sources/transfer/tweeteval-offensive.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/test/transfer.jsonl: unspecified: TweetEval offensive (OLID)
  • clean/train/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • clean/train/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • clean/train/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • clean/train/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • clean/train/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • clean/train/sources/topic/trec.jsonl: unspecified: TREC question classification
  • dev/breadth.jsonl: unspecified: Collaborative Filtering of Color Aesthetics, Humicroedit (SemEval-2020 Task 7)
  • dev/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • dev/probes.jsonl: unspecified: TweetEval offensive (OLID)
  • dev/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • dev/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • dev/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • dev/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • dev/sources/topic/trec.jsonl: unspecified: TREC question classification
  • dev/sources/transfer/tweeteval-offensive.jsonl: unspecified: TweetEval offensive (OLID)
  • dev/transfer.jsonl: unspecified: TweetEval offensive (OLID)
  • sources/eval/breadth/arts/cfcolor/cfcolor.zip: unspecified: Collaborative Filtering of Color Aesthetics
  • sources/eval/breadth/arts/humicroedit/semeval-2020-task-7-dataset.zip: unspecified: Humicroedit (SemEval-2020 Task 7)
  • sources/eval/breadth/language/hellaswag/data/validation-00000-of-00001.parquet: restricted: HellaSwag validation file (raw, with wikiHow items)
  • sources/eval/breadth/tools/routerbench/routerbench_0shot.pkl: restricted: RouterBench 0-shot file (raw)
  • sources/eval/transfer/tweeteval-offensive/offensive/test-00000-of-00001.parquet: unspecified: TweetEval offensive (OLID)
  • sources/eval/transfer/tweeteval-offensive/offensive/train-00000-of-00001.parquet: unspecified: TweetEval offensive (OLID)
  • sources/eval/transfer/tweeteval-offensive/offensive/validation-00000-of-00001.parquet: unspecified: TweetEval offensive (OLID)
  • sources/train/sentiment/amazon-reviews/test.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • sources/train/sentiment/amazon-reviews/train.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • sources/train/sentiment/amazon-reviews/validation.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • sources/train/sentiment/imdb/plain_text/test-00000-of-00001.parquet: unspecified: Large Movie Review Dataset (IMDB)
  • sources/train/sentiment/imdb/plain_text/train-00000-of-00001.parquet: unspecified: Large Movie Review Dataset (IMDB)
  • sources/train/sentiment/sst5/dev.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • sources/train/sentiment/sst5/test.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • sources/train/sentiment/sst5/train.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • sources/train/sentiment/yelp-full/yelp_review_full/test-00000-of-00001.parquet: restricted: Yelp Review Full
  • sources/train/sentiment/yelp-full/yelp_review_full/train-00000-of-00001.parquet: restricted: Yelp Review Full
  • sources/train/topic/trec/default/test/0000.parquet: unspecified: TREC question classification
  • sources/train/topic/trec/default/train/0000.parquet: unspecified: TREC question classification
  • test/breadth.jsonl: unspecified: Collaborative Filtering of Color Aesthetics, Humicroedit (SemEval-2020 Task 7)
  • test/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • test/probes.jsonl: unspecified: TweetEval offensive (OLID)
  • test/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • test/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • test/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • test/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • test/sources/topic/trec.jsonl: unspecified: TREC question classification
  • test/sources/transfer/tweeteval-offensive.jsonl: unspecified: TweetEval offensive (OLID)
  • test/transfer.jsonl: unspecified: TweetEval offensive (OLID)
  • train/core.jsonl: restricted: Multilingual Amazon Reviews Corpus (English), Yelp Review Full
  • train/sources/sentiment/amazon-reviews.jsonl: restricted: Multilingual Amazon Reviews Corpus (English)
  • train/sources/sentiment/imdb.jsonl: unspecified: Large Movie Review Dataset (IMDB)
  • train/sources/sentiment/sst5.jsonl: unspecified: Stanford Sentiment Treebank (SST-5)
  • train/sources/sentiment/yelp-full.jsonl: restricted: Yelp Review Full
  • train/sources/topic/trec.jsonl: unspecified: TREC question classification

Classes are conservative readings of each source's own terms, recorded with their evidence; they are not legal advice.