015-data-scientist/PROVENANCE.md

PROVENANCE: 015-data-scientist

Layout

• workspace/t1/ holds the files supplied at the start of the task. A file that arrives with a later level tN is in workspace/tN/ at the same relative path. Every file is byte-identical to the copy described below.
• The level instructions are test/t1.md to test/t5.md. The deliverables of level tN go to workspace/tN/results/.

Files in workspace/

file	in the package	kind	publisher	published	retrieved	sha256
context_toxicity/LICENSE	workspace/t2/context_toxicity/LICENSE	public source	John Pavlopoulos / AUEB NLP Group	2020-04-29	2026-10-18T18:42:46.663911Z	c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4
context_toxicity/data/CAT_LARGE/gc.csv	workspace/t3/context_toxicity/data/CAT_LARGE/gc.csv	public source	John Pavlopoulos / AUEB NLP Group	2020-04-27	2026-10-18T18:42:47.084658Z	7939002c35bfdaf4c406e8fb7e206dfe5a6801b24f60bf6faa51442a26701dea
context_toxicity/data/CAT_LARGE/gn.csv	workspace/t3/context_toxicity/data/CAT_LARGE/gn.csv	public source	John Pavlopoulos / AUEB NLP Group	2020-04-29	2026-10-18T18:42:54.294741Z	def84ddcff46dfd628e3d37c9c81b9cb81d7cf35e82197212a5758c0d24fb667
context_toxicity/data/CAT_SMALL/cat_small.csv	workspace/t3/context_toxicity/data/CAT_SMALL/cat_small.csv	public source	John Pavlopoulos / AUEB NLP Group	2023-07-21	2026-10-18T18:42:54.334709Z	32ccd4a9ed4d4d294542d175c40002922f1b8081a450d222a07d7cb8c1d33f6e
context_toxicity/data/CCC.csv	workspace/t2/context_toxicity/data/CCC.csv	public source	John Pavlopoulos / AUEB NLP Group	2021-08-29	2026-10-18T18:42:54.764831Z	d424a5b6cd9dc90156a6caedb09634262ea92e619c323221b81eb3f72702ae29
context_toxicity/data/README.MD	workspace/t2/context_toxicity/data/README.MD	public source	John Pavlopoulos / AUEB NLP Group	2021-09-14	2026-10-18T18:42:57.300248Z	6620bd1db8bb6964caae113ea70de8d2ebcd58eb9d5ab4f0666a845162d39fe1
downloads/civil_comments/README.md	workspace/t1/downloads/civil_comments/README.md	public source	Google / Jigsaw; Hugging Face datasets conversion	2024-01-25	2026-10-18T18:39:32.129920Z	8ce0fee0cce0d54ddd5daaad7ba7cd5ed31d78b8e8f2d5cd2345b0dd015932c6
downloads/civil_comments/data/test-00000-of-00001.parquet	workspace/t1/downloads/civil_comments/data/test-00000-of-00001.parquet	public source	Google / Jigsaw; Hugging Face datasets conversion	2024-01-25	2026-10-18T18:39:32.130103Z	410f803ff161e7c4ba005db7de5b444cac413f4861bf056b0fd69d670d75aa08
downloads/civil_comments/data/train-00000-of-00002.parquet	workspace/t1/downloads/civil_comments/data/train-00000-of-00002.parquet	public source	Google / Jigsaw; Hugging Face datasets conversion	2024-01-25	2026-10-18T18:39:32.130773Z	c20f01c3aecbdd942886cacb0ee67e995df33bc712a622fde75927ed3d6ccefe
downloads/civil_comments/data/train-00001-of-00002.parquet	workspace/t1/downloads/civil_comments/data/train-00001-of-00002.parquet	public source	Google / Jigsaw; Hugging Face datasets conversion	2024-01-25	2026-10-18T18:39:32.353682Z	a76af69d7b24758bc38b196bc422d4767935c1dd7d3c1465554649c546d99ccb
downloads/civil_comments/data/validation-00000-of-00001.parquet	workspace/t1/downloads/civil_comments/data/validation-00000-of-00001.parquet	public source	Google / Jigsaw; Hugging Face datasets conversion	2024-01-25	2026-10-18T18:39:56.952002Z	2e0eb65474e7e1290df8689fc93eea783160c898c09ae15382c0a9662367bd03
jigsaw-specialized-rater-pools-dataset/v1/README.txt	workspace/t4/jigsaw-specialized-rater-pools-dataset/v1/README.txt	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-21	2026-10-18T18:42:10.167039Z	abaf162928c9ff13a3c1e068e9b0fb4aeff18926830fb087e7f2d9786faeab34
jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.csv	workspace/t4/jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.csv	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-21	2026-10-18T18:42:10.167039Z	7f61d02d6c1bdd34afe019fc305227408304defaa9420186136f050fbf6e2e30
jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.tsv	workspace/t4/jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.tsv	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-21	2026-10-18T18:42:10.167039Z	c1c0bba425c545382eaa3968f675f7db4e5604b63d98ada210802667aedb1724
jigsaw-specialized-rater-pools-dataset/v4/README.txt	workspace/t4/jigsaw-specialized-rater-pools-dataset/v4/README.txt	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-26	2026-10-18T18:42:32.482258Z	d96fa943b1d4b72083370ba0914fbb7a71e7d129dfa89a128dc407639a337e4e
jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.csv	workspace/t4/jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.csv	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-26	2026-10-18T18:42:32.482258Z	7f61d02d6c1bdd34afe019fc305227408304defaa9420186136f050fbf6e2e30
jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.tsv	workspace/t4/jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.tsv	public source	Google / Jigsaw; Nitesh Goyal et al.	2022-04-26	2026-10-18T18:42:32.482258Z	c1c0bba425c545382eaa3968f675f7db4e5604b63d98ada210802667aedb1724
models/toxic-bert/README.md	workspace/t5/models/toxic-bert/README.md	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:40:08.722695Z	e209e453eb09581e0651cf4d923019fa5acb4f2d4a555a32c87aeb816f4e4239
models/toxic-bert/config.json	workspace/t5/models/toxic-bert/config.json	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:40:08.883318Z	a45f41c1f62793e4d6468d85c40e06f1e59343c7910600c60d465b74dbb3ccfb
models/toxic-bert/model.safetensors	workspace/t5/models/toxic-bert/model.safetensors	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:40:09.268798Z	2c272885d24138df70bff1b3cd944a999bd6b41dad33209730aa8ba074f6ad09
models/toxic-bert/special_tokens_map.json	workspace/t5/models/toxic-bert/special_tokens_map.json	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:42:09.704042Z	303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3
models/toxic-bert/tokenizer_config.json	workspace/t5/models/toxic-bert/tokenizer_config.json	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:42:09.858748Z	8823984edea41294b27aac79047c15d33909ac913ecdbcbd30e139326226d29a
models/toxic-bert/vocab.txt	workspace/t5/models/toxic-bert/vocab.txt	public source	Unitary / Laura Hanu	2024-03-13	2026-10-18T18:42:09.999137Z	07eced375cec144d27c900241f3e339478dec958f92fddbc551f295c992038a3
research/correspondence/annotation_release.eml	workspace/t4/research/correspondence/annotation_release.eml	scenario document				2c46c0b394d2d4ded4899ea81e5c64eb0a475c6e6d19a54aa55fce90fa82a19b
research/correspondence/corpus_review.eml	workspace/t1/research/correspondence/corpus_review.eml	scenario document				71607ec8f5620ea1c6d17f19c391befc862997e7487a70870569faba7f95b1b3
research/working_practices.docx	workspace/t1/research/working_practices.docx	scenario document				6d34f8a0e78bd1e610efcb770bc7fb52ed6534c65da442d33811251e9969fefe
tooling/tfds-civil-comments/LICENSE	workspace/t1/tooling/tfds-civil-comments/LICENSE	public source	TensorFlow Datasets authors	2026-10-15	2026-10-18T18:42:57.726957Z	cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30
tooling/tfds-civil-comments/civil_comments.py	workspace/t1/tooling/tfds-civil-comments/civil_comments.py	public source	TensorFlow Datasets authors	2026-10-15	2026-10-18T18:42:57.511431Z	64c981f437bb045e0a61b0ac2742e710c13dec26274ae796c8fe40d287f0ed59
wiki-detox/LICENSE	workspace/t3/wiki-detox/LICENSE	public source	Wikimedia Foundation / Jigsaw	2020-08-03	2026-10-18T18:42:43.103222Z	44e297979bd469e26c6700322defa99fcad75cc5340d4a302ea8cf1bf03edb33
wiki-detox/src/modeling/aggression_question.png	workspace/t3/wiki-detox/src/modeling/aggression_question.png	public source	Wikimedia Foundation / Jigsaw	2020-08-03	2026-10-18T18:42:43.305852Z	87a94246c3498284df7f5e76be0fea5107ffa32e0346cc19f5c6e9e442e9fe5a
wiki-detox/src/modeling/attack_question.png	workspace/t3/wiki-detox/src/modeling/attack_question.png	public source	Wikimedia Foundation / Jigsaw	2020-08-03	2026-10-18T18:42:43.542449Z	cd1cc5ea354556790bc4b9f7efede118dff811f9c3cc071ddff4e9f2cb096d33
wiki-detox/src/modeling/toxicity_question.png	workspace/t3/wiki-detox/src/modeling/toxicity_question.png	public source	Wikimedia Foundation / Jigsaw	2020-08-03	2026-10-18T18:42:45.264119Z	d823509133d3ea50b22b0f37cb4dcf95a987fef638c0c9a05c4bfce608389bd8

Source notes

• context_toxicity/LICENSE: Context toxicity annotation datasets: LICENSE; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/LICENSE; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2020-04-29T09:03:23+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• context_toxicity/data/CAT_LARGE/gc.csv: Context toxicity annotation datasets: data/CAT_LARGE/gc.csv; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/data/CAT_LARGE/gc.csv; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2020-04-27T15:57:48+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• context_toxicity/data/CAT_LARGE/gn.csv: Context toxicity annotation datasets: data/CAT_LARGE/gn.csv; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/data/CAT_LARGE/gn.csv; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2020-04-29T10:04:20+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• context_toxicity/data/CAT_SMALL/cat_small.csv: Context toxicity annotation datasets: data/CAT_SMALL/cat_small.csv; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/data/CAT_SMALL/cat_small.csv; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2023-07-21T14:52:30+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• context_toxicity/data/CCC.csv: Context toxicity annotation datasets: data/CCC.csv; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/data/CCC.csv; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2021-08-30T02:42:11+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• context_toxicity/data/README.MD: Context toxicity annotation datasets: data/README.MD; URL https://raw.githubusercontent.com/ipavlopoulos/context_toxicity/5df49c294e6a41f0ba351e65fda7c315aa4cc168/data/README.MD; Licence: Apache-2.0, repository root LICENSE at pinned commit 5df49c294e6a41f0ba351e65fda7c315aa4cc168. CCC licence independently confirmed at https://inventory.clarin.gr/corpus/1118 (Licencing Info); Wikipedia CAT data (2020) and Civil Comments CCC data (2021), separate annotation campaigns and source domains. published_at is this file's last-change commit time 2021-09-14T18:36:15+03:00, converted to UTC; snapshot pinned at 5df49c2. CAT_LARGE relates to the 2020 study; CCC to the 2021 study. CAT_SMALL first appears in this repository in 2023 and its annotation time is not established here. Git blob digest checked; data copied unchanged. Classifier training/analysis scripts and paper excluded to avoid handing over a ready method.
• downloads/civil_comments/README.md: Civil Comments: README.md; URL https://huggingface.co/datasets/google/civil_comments/resolve/f2970eb3a55777454c94069077cc8d9b5866312d/README.md; Licence: CC0-1.0, google/civil_comments README.md YAML license and section "Licensing Information"; Dataset Summary explicitly includes underlying comment text. Saved beside these files. Snapshot f2970eb3a55777454c94069077cc8d9b5866312d, publication date is pinned revision committer date 2024-01-25T08:23:15.000Z; underlying comments 2015–2017, Jigsaw annotation release 2019. Publisher-produced Parquet conversion; not raw individual ratings. Git LFS digest checked where available.
• downloads/civil_comments/data/test-00000-of-00001.parquet: Civil Comments: data/test-00000-of-00001.parquet; URL https://huggingface.co/datasets/google/civil_comments/resolve/f2970eb3a55777454c94069077cc8d9b5866312d/data/test-00000-of-00001.parquet; Licence: CC0-1.0, google/civil_comments README.md YAML license and section "Licensing Information"; Dataset Summary explicitly includes underlying comment text. Saved beside these files. Snapshot f2970eb3a55777454c94069077cc8d9b5866312d, publication date is pinned revision committer date 2024-01-25T08:23:15.000Z; underlying comments 2015–2017, Jigsaw annotation release 2019. Publisher-produced Parquet conversion; not raw individual ratings. Git LFS digest checked where available.
• downloads/civil_comments/data/train-00000-of-00002.parquet: Civil Comments: data/train-00000-of-00002.parquet; URL https://huggingface.co/datasets/google/civil_comments/resolve/f2970eb3a55777454c94069077cc8d9b5866312d/data/train-00000-of-00002.parquet; Licence: CC0-1.0, google/civil_comments README.md YAML license and section "Licensing Information"; Dataset Summary explicitly includes underlying comment text. Saved beside these files. Snapshot f2970eb3a55777454c94069077cc8d9b5866312d, publication date is pinned revision committer date 2024-01-25T08:23:15.000Z; underlying comments 2015–2017, Jigsaw annotation release 2019. Publisher-produced Parquet conversion; not raw individual ratings. Git LFS digest checked where available.
• downloads/civil_comments/data/train-00001-of-00002.parquet: Civil Comments: data/train-00001-of-00002.parquet; URL https://huggingface.co/datasets/google/civil_comments/resolve/f2970eb3a55777454c94069077cc8d9b5866312d/data/train-00001-of-00002.parquet; Licence: CC0-1.0, google/civil_comments README.md YAML license and section "Licensing Information"; Dataset Summary explicitly includes underlying comment text. Saved beside these files. Snapshot f2970eb3a55777454c94069077cc8d9b5866312d, publication date is pinned revision committer date 2024-01-25T08:23:15.000Z; underlying comments 2015–2017, Jigsaw annotation release 2019. Publisher-produced Parquet conversion; not raw individual ratings. Git LFS digest checked where available.
• downloads/civil_comments/data/validation-00000-of-00001.parquet: Civil Comments: data/validation-00000-of-00001.parquet; URL https://huggingface.co/datasets/google/civil_comments/resolve/f2970eb3a55777454c94069077cc8d9b5866312d/data/validation-00000-of-00001.parquet; Licence: CC0-1.0, google/civil_comments README.md YAML license and section "Licensing Information"; Dataset Summary explicitly includes underlying comment text. Saved beside these files. Snapshot f2970eb3a55777454c94069077cc8d9b5866312d, publication date is pinned revision committer date 2024-01-25T08:23:15.000Z; underlying comments 2015–2017, Jigsaw annotation release 2019. Publisher-produced Parquet conversion; not raw individual ratings. Git LFS digest checked where available.
• jigsaw-specialized-rater-pools-dataset/v1/README.txt: Jigsaw Specialized Rater Pools Dataset version 1: README.txt; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=1; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member README.txt; ZIP SHA256 b9e2415db6cb40c9f831dfdda97503be70fd9b2aa1f39a1fd5b660981b1e152c; CRC32 863bf474. Member content unchanged.
• jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.csv: Jigsaw Specialized Rater Pools Dataset version 1: specialized_rater_pools_data.csv; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=1; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member specialized_rater_pools_data.csv; ZIP SHA256 b9e2415db6cb40c9f831dfdda97503be70fd9b2aa1f39a1fd5b660981b1e152c; CRC32 86794a3e. Member content unchanged.
• jigsaw-specialized-rater-pools-dataset/v1/specialized_rater_pools_data.tsv: Jigsaw Specialized Rater Pools Dataset version 1: specialized_rater_pools_data.tsv; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=1; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member specialized_rater_pools_data.tsv; ZIP SHA256 b9e2415db6cb40c9f831dfdda97503be70fd9b2aa1f39a1fd5b660981b1e152c; CRC32 a5b4990e. Member content unchanged.
• jigsaw-specialized-rater-pools-dataset/v4/README.txt: Jigsaw Specialized Rater Pools Dataset version 4: README.txt; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=4; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member README.txt; ZIP SHA256 a59550fcef6b0861aa3680fb396978d3509b342377fea006d685f638c1e6096e; CRC32 ac3f00ad. Member content unchanged.
• jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.csv: Jigsaw Specialized Rater Pools Dataset version 4: specialized_rater_pools_data.csv; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=4; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member specialized_rater_pools_data.csv; ZIP SHA256 a59550fcef6b0861aa3680fb396978d3509b342377fea006d685f638c1e6096e; CRC32 86794a3e. Member content unchanged.
• jigsaw-specialized-rater-pools-dataset/v4/specialized_rater_pools_data.tsv: Jigsaw Specialized Rater Pools Dataset version 4: specialized_rater_pools_data.tsv; URL https://www.kaggle.com/api/v1/datasets/download/google/jigsaw-specialized-rater-pools-dataset?datasetVersionNumber=4; Licence: CC0: Public Domain, public Kaggle dataset page https://www.kaggle.com/datasets/google/jigsaw-specialized-rater-pools-dataset and anonymous metadata API https://www.kaggle.com/api/v1/datasets/view/google/jigsaw-specialized-rater-pools-dataset field licenseName. Version dates from versions[].creationDate in the same API response. All archive members copied byte unchanged; archive hash and member path added by build_project.py. Contains real unaggregated human annotations, not model-generated labels. Archive member specialized_rater_pools_data.tsv; ZIP SHA256 a59550fcef6b0861aa3680fb396978d3509b342377fea006d685f638c1e6096e; CRC32 a5b4990e. Member content unchanged.
• models/toxic-bert/README.md: Unitary toxic-bert: README.md; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/README.md; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• models/toxic-bert/config.json: Unitary toxic-bert: config.json; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/config.json; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• models/toxic-bert/model.safetensors: Unitary toxic-bert: model.safetensors; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/model.safetensors; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• models/toxic-bert/special_tokens_map.json: Unitary toxic-bert: special_tokens_map.json; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/special_tokens_map.json; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• models/toxic-bert/tokenizer_config.json: Unitary toxic-bert: tokenizer_config.json; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/tokenizer_config.json; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• models/toxic-bert/vocab.txt: Unitary toxic-bert: vocab.txt; URL https://huggingface.co/unitary/toxic-bert/resolve/4d6c22e74ba2fdd26bc4f7238f50766b045a0d94/vocab.txt; Licence: Apache-2.0, README.md first YAML line "license: apache-2.0" at pinned model revision 4d6c22e74ba2fdd26bc4f7238f50766b045a0d94. Model card warns that Hub weights give different results from detoxify library. Original Wikipedia-trained six-output BERT classifier; not the seven-output Civil Comments model. Publication date is pinned revision lastModified 2024-03-13T17:41:49.000Z. SafeTensors serialization chosen; alternative PyTorch/Flax weights omitted for 2 GiB budget. Publisher LFS SHA256 checked.
• tooling/tfds-civil-comments/LICENSE: TensorFlow Datasets Civil Comments reader: LICENSE; URL https://raw.githubusercontent.com/tensorflow/datasets/848b71a1d322f476c3b6db103fcd0afe3ce8c9ce/LICENSE; Licence: Apache-2.0, file copyright header and repository root LICENSE saved beside reader. Pinned commit 848b71a1d322f476c3b6db103fcd0afe3ce8c9ce; publication date from commit committer date. Parsing tool and schema/version notes, not a model training method. Google Storage source ZIP currently returns 403; data collected via publisher Hub release instead.
• tooling/tfds-civil-comments/civil_comments.py: TensorFlow Datasets Civil Comments reader: civil_comments.py; URL https://raw.githubusercontent.com/tensorflow/datasets/848b71a1d322f476c3b6db103fcd0afe3ce8c9ce/tensorflow_datasets/text/civil_comments.py; Licence: Apache-2.0, file copyright header and repository root LICENSE saved beside reader. Pinned commit 848b71a1d322f476c3b6db103fcd0afe3ce8c9ce; publication date from commit committer date. Parsing tool and schema/version notes, not a model training method. Google Storage source ZIP currently returns 403; data collected via publisher Hub release instead.
• wiki-detox/LICENSE: Wikipedia Detox annotation instrument: LICENSE; URL https://raw.githubusercontent.com/ewulczyn/wiki-detox/2131af65ff99ca2c32d3cd486c491ebc33c6b01f/LICENSE; Licence: Apache-2.0, repository LICENSE saved at wiki-detox/LICENSE. Immutable commit 2131af65ff99ca2c32d3cd486c491ebc33c6b01f; date is commit committer date, from the GitHub API commit record. These are publisher annotation questionnaire screenshots, not constructed test sentences or a ready model method. Git blob SHA1 verified.
• wiki-detox/src/modeling/aggression_question.png: Wikipedia Detox annotation instrument: aggression_question.png; URL https://raw.githubusercontent.com/ewulczyn/wiki-detox/2131af65ff99ca2c32d3cd486c491ebc33c6b01f/src/modeling/aggression_question.png; Licence: Apache-2.0, repository LICENSE saved at wiki-detox/LICENSE. Immutable commit 2131af65ff99ca2c32d3cd486c491ebc33c6b01f; date is commit committer date, from the GitHub API commit record. These are publisher annotation questionnaire screenshots, not constructed test sentences or a ready model method. Git blob SHA1 verified.
• wiki-detox/src/modeling/attack_question.png: Wikipedia Detox annotation instrument: attack_question.png; URL https://raw.githubusercontent.com/ewulczyn/wiki-detox/2131af65ff99ca2c32d3cd486c491ebc33c6b01f/src/modeling/attack_question.png; Licence: Apache-2.0, repository LICENSE saved at wiki-detox/LICENSE. Immutable commit 2131af65ff99ca2c32d3cd486c491ebc33c6b01f; date is commit committer date, from the GitHub API commit record. These are publisher annotation questionnaire screenshots, not constructed test sentences or a ready model method. Git blob SHA1 verified.
• wiki-detox/src/modeling/toxicity_question.png: Wikipedia Detox annotation instrument: toxicity_question.png; URL https://raw.githubusercontent.com/ewulczyn/wiki-detox/2131af65ff99ca2c32d3cd486c491ebc33c6b01f/src/modeling/toxicity_question.png; Licence: Apache-2.0, repository LICENSE saved at wiki-detox/LICENSE. Immutable commit 2131af65ff99ca2c32d3cd486c491ebc33c6b01f; date is commit committer date, from the GitHub API commit record. These are publisher annotation questionnaire screenshots, not constructed test sentences or a ready model method. Git blob SHA1 verified.