usersaico/modular-s2orc
收藏Hugging Face2026-03-16 更新2026-03-29 收录
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https://hf-mirror.com/datasets/usersaico/modular-s2orc
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资源简介:
---
license: odc-by
language:
- en
tags:
- text
- science
- evaluation
- academic-documents
- art
- biology
- chemistry
- computer-science
- medical
- mathematics
- physics
- psychology
- sociology
size_categories:
- 1M<n<10M
dataset_info:
- config_name: AgriculturalAndFoodSciences,1970-2015
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 43346
- name: validation
num_examples: 106
- name: test
num_examples: 90
- config_name: AgriculturalAndFoodSciences,2016-2018
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 51765
- name: validation
num_examples: 165
- name: test
num_examples: 142
- config_name: AgriculturalAndFoodSciences,2019-2020
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 88385
- name: validation
num_examples: 230
- name: test
num_examples: 268
- config_name: AgriculturalAndFoodSciences,2021-2021
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 56755
- name: validation
num_examples: 153
- name: test
num_examples: 155
- config_name: AgriculturalAndFoodSciences,2022-2022
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 32383
- name: validation
num_examples: 107
- name: test
num_examples: 118
- config_name: Art,1970-2022
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 29369
- name: validation
num_examples: 83
- name: test
num_examples: 84
- config_name: Biology,1970-1993
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 34380
- name: validation
num_examples: 92
- name: test
num_examples: 116
- config_name: Biology,1994-1999
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 30613
- name: validation
num_examples: 79
- name: test
num_examples: 74
- config_name: Biology,2000-2003
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 31667
- name: validation
num_examples: 71
- name: test
num_examples: 69
- config_name: Biology,2004-2006
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 34717
- name: validation
num_examples: 90
- name: test
num_examples: 117
- config_name: Biology,2007-2008
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 33939
- name: validation
num_examples: 106
- name: test
num_examples: 90
- config_name: Biology,2009-2010
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 56633
- name: validation
num_examples: 161
- name: test
num_examples: 152
- config_name: Biology,2011-2011
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 42178
- name: validation
num_examples: 114
- name: test
num_examples: 108
- config_name: Biology,2012-2012
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 54682
- name: validation
num_examples: 124
- name: test
num_examples: 144
- config_name: Biology,2013-2013
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 64830
- name: validation
num_examples: 178
- name: test
num_examples: 194
- config_name: Biology,2014-2014
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 72827
- name: validation
num_examples: 218
- name: test
num_examples: 181
- config_name: Biology,2015-2015
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 79102
- name: validation
num_examples: 197
- name: test
num_examples: 221
- config_name: Biology,2016-2016
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 85961
- name: validation
num_examples: 229
- name: test
num_examples: 216
- config_name: Biology,2017-2017
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 98250
- name: validation
num_examples: 272
- name: test
num_examples: 262
- config_name: Biology,2018-2018
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 101178
- name: validation
num_examples: 291
- name: test
num_examples: 296
- config_name: Biology,2019-2019
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 110354
- name: validation
num_examples: 322
- name: test
num_examples: 309
- config_name: Biology,2020-2020
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 149329
- name: validation
num_examples: 423
- name: test
num_examples: 459
- config_name: Biology,2021-2021
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
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dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 164651
- name: validation
num_examples: 484
- name: test
num_examples: 500
- config_name: Biology,2022-2022
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
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dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 18380
- name: validation
num_examples: 391
- name: test
num_examples: 451
- config_name: Business,1970-2017
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 32484
- name: validation
num_examples: 82
- name: test
num_examples: 82
- config_name: Business,2018-2019
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 32818
- name: validation
num_examples: 94
- name: test
num_examples: 94
- config_name: Business,2020-2020
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
- name: bff_duplicate_spans
sequence: 'null'
- name: created
dtype: string
- name: id
dtype: string
- name: metadata
struct:
- name: extfieldsofstudy
sequence: string
- name: provenance
dtype: string
- name: s2fieldsofstudy
sequence: string
- name: sha1
dtype: string
- name: year
dtype: int64
- name: source
dtype: string
- name: text
dtype: string
- name: version
dtype: string
splits:
- name: train
num_examples: 39443
- name: validation
num_examples: 111
- name: test
num_examples: 107
- config_name: Business,2021-2022
features:
- name: added
dtype: string
- name: attributes
struct:
- name: bff_duplicate_paragraph_spans_decontamination
sequence: 'null'
- name: bff_contained_ngram_count
dtype: int64
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path: Economics,2017-2019/train/*
- split: validation
path: Economics,2017-2019/val/*
- split: test
path: Economics,2017-2019/test/*
- config_name: Economics,2020-2020
data_files:
- split: train
path: Economics,2020-2020/train/*
- split: validation
path: Economics,2020-2020/val/*
- split: test
path: Economics,2020-2020/test/*
- config_name: Economics,2021-2022
data_files:
- split: train
path: Economics,2021-2022/train/*
- split: validation
path: Economics,2021-2022/val/*
- split: test
path: Economics,2021-2022/test/*
- config_name: Education,1970-2018
data_files:
- split: train
path: Education,1970-2018/train/*
- split: validation
path: Education,1970-2018/val/*
- split: test
path: Education,1970-2018/test/*
- config_name: Education,2019-2020
data_files:
- split: train
path: Education,2019-2020/train/*
- split: validation
path: Education,2019-2020/val/*
- split: test
path: Education,2019-2020/test/*
- config_name: Education,2021-2022
data_files:
- split: train
path: Education,2021-2022/train/*
- split: validation
path: Education,2021-2022/val/*
- split: test
path: Education,2021-2022/test/*
- config_name: Engineering,1970-2016
data_files:
- split: train
path: Engineering,1970-2016/train/*
- split: validation
path: Engineering,1970-2016/val/*
- split: test
path: Engineering,1970-2016/test/*
- config_name: Engineering,2017-2019
data_files:
- split: train
path: Engineering,2017-2019/train/*
- split: validation
path: Engineering,2017-2019/val/*
- split: test
path: Engineering,2017-2019/test/*
- config_name: Engineering,2020-2020
data_files:
- split: train
path: Engineering,2020-2020/train/*
- split: validation
path: Engineering,2020-2020/val/*
- split: test
path: Engineering,2020-2020/test/*
- config_name: Engineering,2021-2021
data_files:
- split: train
path: Engineering,2021-2021/train/*
- split: validation
path: Engineering,2021-2021/val/*
- split: test
path: Engineering,2021-2021/test/*
- config_name: Engineering,2022-2022
data_files:
- split: train
path: Engineering,2022-2022/train/*
- split: validation
path: Engineering,2022-2022/val/*
- split: test
path: Engineering,2022-2022/test/*
- config_name: EnvironmentalScience,1970-2013
data_files:
- split: train
path: EnvironmentalScience,1970-2013/train/*
- split: validation
path: EnvironmentalScience,1970-2013/val/*
- split: test
path: EnvironmentalScience,1970-2013/test/*
- config_name: EnvironmentalScience,2014-2016
data_files:
- split: train
path: EnvironmentalScience,2014-2016/train/*
- split: validation
path: EnvironmentalScience,2014-2016/val/*
- split: test
path: EnvironmentalScience,2014-2016/test/*
- config_name: EnvironmentalScience,2017-2018
data_files:
- split: train
path: EnvironmentalScience,2017-2018/train/*
- split: validation
path: EnvironmentalScience,2017-2018/val/*
- split: test
path: EnvironmentalScience,2017-2018/test/*
- config_name: EnvironmentalScience,2019-2019
data_files:
- split: train
path: EnvironmentalScience,2019-2019/train/*
- split: validation
path: EnvironmentalScience,2019-2019/val/*
- split: test
path: EnvironmentalScience,2019-2019/test/*
- config_name: EnvironmentalScience,2020-2020
data_files:
- split: train
path: EnvironmentalScience,2020-2020/train/*
- split: validation
path: EnvironmentalScience,2020-2020/val/*
- split: test
path: EnvironmentalScience,2020-2020/test/*
- config_name: EnvironmentalScience,2021-2021
data_files:
- split: train
path: EnvironmentalScience,2021-2021/train/*
- split: validation
path: EnvironmentalScience,2021-2021/val/*
- split: test
path: EnvironmentalScience,2021-2021/test/*
- config_name: EnvironmentalScience,2022-2022
data_files:
- split: train
path: EnvironmentalScience,2022-2022/train/*
- split: validation
path: EnvironmentalScience,2022-2022/val/*
- split: test
path: EnvironmentalScience,2022-2022/test/*
- config_name: Geology,1970-2022
data_files:
- split: train
path: Geology,1970-2022/train/*
- split: validation
path: Geology,1970-2022/val/*
- split: test
path: Geology,1970-2022/test/*
- config_name: History,1970-2022
data_files:
- split: train
path: History,1970-2022/train/*
- split: validation
path: History,1970-2022/val/*
- split: test
path: History,1970-2022/test/*
- config_name: Linguistics,1970-2022
data_files:
- split: train
path: Linguistics,1970-2022/train/*
- split: validation
path: Linguistics,1970-2022/val/*
- split: test
path: Linguistics,1970-2022/test/*
- config_name: MaterialsScience,1970-2015
data_files:
- split: train
path: MaterialsScience,1970-2015/train/*
- split: validation
path: MaterialsScience,1970-2015/val/*
- split: test
path: MaterialsScience,1970-2015/test/*
- config_name: MaterialsScience,2016-2018
data_files:
- split: train
path: MaterialsScience,2016-2018/train/*
- split: validation
path: MaterialsScience,2016-2018/val/*
- split: test
path: MaterialsScience,2016-2018/test/*
- config_name: MaterialsScience,2019-2020
data_files:
- split: train
path: MaterialsScience,2019-2020/train/*
- split: validation
path: MaterialsScience,2019-2020/val/*
- split: test
path: MaterialsScience,2019-2020/test/*
- config_name: MaterialsScience,2021-2021
data_files:
- split: train
path: MaterialsScience,2021-2021/train/*
- split: validation
path: MaterialsScience,2021-2021/val/*
- split: test
path: MaterialsScience,2021-2021/test/*
- config_name: MaterialsScience,2022-2022
data_files:
- split: train
path: MaterialsScience,2022-2022/train/*
- split: validation
path: MaterialsScience,2022-2022/val/*
- split: test
path: MaterialsScience,2022-2022/test/*
- config_name: Mathematics,1970-2002
data_files:
- split: train
path: Mathematics,1970-2002/train/*
- split: validation
path: Mathematics,1970-2002/val/*
- split: test
path: Mathematics,1970-2002/test/*
- config_name: Mathematics,2003-2006
data_files:
- split: train
path: Mathematics,2003-2006/train/*
- split: validation
path: Mathematics,2003-2006/val/*
- split: test
path: Mathematics,2003-2006/test/*
- config_name: Mathematics,2007-2009
data_files:
- split: train
path: Mathematics,2007-2009/train/*
- split: validation
path: Mathematics,2007-2009/val/*
- split: test
path: Mathematics,2007-2009/test/*
- config_name: Mathematics,2010-2011
data_files:
- split: train
path: Mathematics,2010-2011/train/*
- split: validation
path: Mathematics,2010-2011/val/*
- split: test
path: Mathematics,2010-2011/test/*
- config_name: Mathematics,2012-2013
data_files:
- split: train
path: Mathematics,2012-2013/train/*
- split: validation
path: Mathematics,2012-2013/val/*
- split: test
path: Mathematics,2012-2013/test/*
- config_name: Mathematics,2014-2015
data_files:
- split: train
path: Mathematics,2014-2015/train/*
- split: validation
path: Mathematics,2014-2015/val/*
- split: test
path: Mathematics,2014-2015/test/*
- config_name: Mathematics,2016-2017
data_files:
- split: train
path: Mathematics,2016-2017/train/*
- split: validation
path: Mathematics,2016-2017/val/*
- split: test
path: Mathematics,2016-2017/test/*
- config_name: Mathematics,2018-2018
data_files:
- split: train
path: Mathematics,2018-2018/train/*
- split: validation
path: Mathematics,2018-2018/val/*
- split: test
path: Mathematics,2018-2018/test/*
- config_name: Mathematics,2019-2019
data_files:
- split: train
path: Mathematics,2019-2019/train/*
- split: validation
path: Mathematics,2019-2019/val/*
- split: test
path: Mathematics,2019-2019/test/*
- config_name: Mathematics,2020-2020
data_files:
- split: train
path: Mathematics,2020-2020/train/*
- split: validation
path: Mathematics,2020-2020/val/*
- split: test
path: Mathematics,2020-2020/test/*
- config_name: Mathematics,2021-2021
data_files:
- split: train
path: Mathematics,2021-2021/train/*
- split: validation
path: Mathematics,2021-2021/val/*
- split: test
path: Mathematics,2021-2021/test/*
- config_name: Mathematics,2022-2022
data_files:
- split: train
path: Mathematics,2022-2022/train/*
- split: validation
path: Mathematics,2022-2022/val/*
- split: test
path: Mathematics,2022-2022/test/*
- config_name: Medicine,1970-2006
data_files:
- split: train
path: Medicine,1970-2006/train/*
- split: validation
path: Medicine,1970-2006/val/*
- split: test
path: Medicine,1970-2006/test/*
- config_name: Medicine,2007-2009
data_files:
- split: train
path: Medicine,2007-2009/train/*
- split: validation
path: Medicine,2007-2009/val/*
- split: test
path: Medicine,2007-2009/test/*
- config_name: Medicine,2010-2011
data_files:
- split: train
path: Medicine,2010-2011/train/*
- split: validation
path: Medicine,2010-2011/val/*
- split: test
path: Medicine,2010-2011/test/*
- config_name: Medicine,2012-2012
data_files:
- split: train
path: Medicine,2012-2012/train/*
- split: validation
path: Medicine,2012-2012/val/*
- split: test
path: Medicine,2012-2012/test/*
- config_name: Medicine,2013-2013
data_files:
- split: train
path: Medicine,2013-2013/train/*
- split: validation
path: Medicine,2013-2013/val/*
- split: test
path: Medicine,2013-2013/test/*
- config_name: Medicine,2014-2014
data_files:
- split: train
path: Medicine,2014-2014/train/*
- split: validation
path: Medicine,2014-2014/val/*
- split: test
path: Medicine,2014-2014/test/*
- config_name: Medicine,2015-2015
data_files:
- split: train
path: Medicine,2015-2015/train/*
- split: validation
path: Medicine,2015-2015/val/*
- split: test
path: Medicine,2015-2015/test/*
- config_name: Medicine,2016-2016
data_files:
- split: train
path: Medicine,2016-2016/train/*
- split: validation
path: Medicine,2016-2016/val/*
- split: test
path: Medicine,2016-2016/test/*
- config_name: Medicine,2017-2017
data_files:
- split: train
path: Medicine,2017-2017/train/*
- split: validation
path: Medicine,2017-2017/val/*
- split: test
path: Medicine,2017-2017/test/*
- config_name: Medicine,2018-2018
data_files:
- split: train
path: Medicine,2018-2018/train/*
- split: validation
path: Medicine,2018-2018/val/*
- split: test
path: Medicine,2018-2018/test/*
- config_name: Medicine,2019-2019
data_files:
- split: train
path: Medicine,2019-2019/train/*
- split: validation
path: Medicine,2019-2019/val/*
- split: test
path: Medicine,2019-2019/test/*
- config_name: Medicine,2020-2020
data_files:
- split: train
path: Medicine,2020-2020/train/*
- split: validation
path: Medicine,2020-2020/val/*
- split: test
path: Medicine,2020-2020/test/*
- config_name: Medicine,2021-2021
data_files:
- split: train
path: Medicine,2021-2021/train/*
- split: validation
path: Medicine,2021-2021/val/*
- split: test
path: Medicine,2021-2021/test/*
- config_name: Medicine,2022-2022
data_files:
- split: train
path: Medicine,2022-2022/train/*
- split: validation
path: Medicine,2022-2022/val/*
- split: test
path: Medicine,2022-2022/test/*
- config_name: NA,1970-2019
data_files:
- split: train
path: NA,1970-2019/train/*
- split: validation
path: NA,1970-2019/val/*
- split: test
path: NA,1970-2019/test/*
- config_name: NA,2020-2022
data_files:
- split: train
path: NA,2020-2022/train/*
- split: validation
path: NA,2020-2022/val/*
- split: test
path: NA,2020-2022/test/*
- config_name: Philosophy,1970-2022
data_files:
- split: train
path: Philosophy,1970-2022/train/*
- split: validation
path: Philosophy,1970-2022/val/*
- split: test
path: Philosophy,1970-2022/test/*
- config_name: Physics,1970-1997
data_files:
- split: train
path: Physics,1970-1997/train/*
- split: validation
path: Physics,1970-1997/val/*
- split: test
path: Physics,1970-1997/test/*
- config_name: Physics,1998-2000
data_files:
- split: train
path: Physics,1998-2000/train/*
- split: validation
path: Physics,1998-2000/val/*
- split: test
path: Physics,1998-2000/test/*
- config_name: Physics,2001-2002
data_files:
- split: train
path: Physics,2001-2002/train/*
- split: validation
path: Physics,2001-2002/val/*
- split: test
path: Physics,2001-2002/test/*
- config_name: Physics,2003-2004
data_files:
- split: train
path: Physics,2003-2004/train/*
- split: validation
path: Physics,2003-2004/val/*
- split: test
path: Physics,2003-2004/test/*
- config_name: Physics,2005-2006
data_files:
- split: train
path: Physics,2005-2006/train/*
- split: validation
path: Physics,2005-2006/val/*
- split: test
path: Physics,2005-2006/test/*
- config_name: Physics,2007-2008
data_files:
- split: train
path: Physics,2007-2008/train/*
- split: validation
path: Physics,2007-2008/val/*
- split: test
path: Physics,2007-2008/test/*
- config_name: Physics,2009-2009
data_files:
- split: train
path: Physics,2009-2009/train/*
- split: validation
path: Physics,2009-2009/val/*
- split: test
path: Physics,2009-2009/test/*
- config_name: Physics,2010-2010
data_files:
- split: train
path: Physics,2010-2010/train/*
- split: validation
path: Physics,2010-2010/val/*
- split: test
path: Physics,2010-2010/test/*
- config_name: Physics,2011-2011
data_files:
- split: train
path: Physics,2011-2011/train/*
- split: validation
path: Physics,2011-2011/val/*
- split: test
path: Physics,2011-2011/test/*
- config_name: Physics,2012-2012
data_files:
- split: train
path: Physics,2012-2012/train/*
- split: validation
path: Physics,2012-2012/val/*
- split: test
path: Physics,2012-2012/test/*
- config_name: Physics,2013-2013
data_files:
- split: train
path: Physics,2013-2013/train/*
- split: validation
path: Physics,2013-2013/val/*
- split: test
path: Physics,2013-2013/test/*
- config_name: Physics,2014-2014
data_files:
- split: train
path: Physics,2014-2014/train/*
- split: validation
path: Physics,2014-2014/val/*
- split: test
path: Physics,2014-2014/test/*
- config_name: Physics,2015-2015
data_files:
- split: train
path: Physics,2015-2015/train/*
- split: validation
path: Physics,2015-2015/val/*
- split: test
path: Physics,2015-2015/test/*
- config_name: Physics,2016-2016
data_files:
- split: train
path: Physics,2016-2016/train/*
- split: validation
path: Physics,2016-2016/val/*
- split: test
path: Physics,2016-2016/test/*
- config_name: Physics,2017-2017
data_files:
- split: train
path: Physics,2017-2017/train/*
- split: validation
path: Physics,2017-2017/val/*
- split: test
path: Physics,2017-2017/test/*
- config_name: Physics,2018-2018
data_files:
- split: train
path: Physics,2018-2018/train/*
- split: validation
path: Physics,2018-2018/val/*
- split: test
path: Physics,2018-2018/test/*
- config_name: Physics,2019-2019
data_files:
- split: train
path: Physics,2019-2019/train/*
- split: validation
path: Physics,2019-2019/val/*
- split: test
path: Physics,2019-2019/test/*
- config_name: Physics,2020-2020
data_files:
- split: train
path: Physics,2020-2020/train/*
- split: validation
path: Physics,2020-2020/val/*
- split: test
path: Physics,2020-2020/test/*
- config_name: Physics,2021-2021
data_files:
- split: train
path: Physics,2021-2021/train/*
- split: validation
path: Physics,2021-2021/val/*
- split: test
path: Physics,2021-2021/test/*
- config_name: Physics,2022-2022
data_files:
- split: train
path: Physics,2022-2022/train/*
- split: validation
path: Physics,2022-2022/val/*
- split: test
path: Physics,2022-2022/test/*
- config_name: PoliticalScience,1970-2019
data_files:
- split: train
path: PoliticalScience,1970-2019/train/*
- split: validation
path: PoliticalScience,1970-2019/val/*
- split: test
path: PoliticalScience,1970-2019/test/*
- config_name: PoliticalScience,2020-2022
data_files:
- split: train
path: PoliticalScience,2020-2022/train/*
- split: validation
path: PoliticalScience,2020-2022/val/*
- split: test
path: PoliticalScience,2020-2022/test/*
- config_name: Psychology,1970-2013
data_files:
- split: train
path: Psychology,1970-2013/train/*
- split: validation
path: Psychology,1970-2013/val/*
- split: test
path: Psychology,1970-2013/test/*
- config_name: Psychology,2014-2016
data_files:
- split: train
path: Psychology,2014-2016/train/*
- split: validation
path: Psychology,2014-2016/val/*
- split: test
path: Psychology,2014-2016/test/*
- config_name: Psychology,2017-2018
data_files:
- split: train
path: Psychology,2017-2018/train/*
- split: validation
path: Psychology,2017-2018/val/*
- split: test
path: Psychology,2017-2018/test/*
- config_name: Psychology,2019-2020
data_files:
- split: train
path: Psychology,2019-2020/train/*
- split: validation
path: Psychology,2019-2020/val/*
- split: test
path: Psychology,2019-2020/test/*
- config_name: Psychology,2021-2021
data_files:
- split: train
path: Psychology,2021-2021/train/*
- split: validation
path: Psychology,2021-2021/val/*
- split: test
path: Psychology,2021-2021/test/*
- config_name: Psychology,2022-2022
data_files:
- split: train
path: Psychology,2022-2022/train/*
- split: validation
path: Psychology,2022-2022/val/*
- split: test
path: Psychology,2022-2022/test/*
- config_name: Sociology,1970-2022
data_files:
- split: train
path: Sociology,1970-2022/train/*
- split: validation
path: Sociology,1970-2022/val/*
- split: test
path: Sociology,1970-2022/test/*
---
# Dataset Card for Modular S2ORC
<!-- Provide a quick summary of the dataset. -->
Topically and temporally partitioned data from [S2ORC](https://aclanthology.org/2020.acl-main.447/), used for continued pre-training experiments in "Scalable Data Ablation Approximations for Language Models through Modular Training and Merging" to be presented at EMNLP 2024.
Validation and test splits are determined by 'sha1' values in metadata.
More details to come.
## Dataset Details
### Dataset Description
<!-- Provide a longer summary of what this dataset is. -->
- **Curated by:** [More Information Needed]
- **Funded by [optional]:** [More Information Needed]
- **Shared by [optional]:** [More Information Needed]
- **Language(s) (NLP):** English
- **License:** [More Information Needed]
### Dataset Sources [optional]
<!-- Provide the basic links for the dataset. -->
- **Repository:** https://github.com/clarana/ez-data-ablations
- **Paper:** [Scalable Data Ablation Approximations for Language Models through Modular Training and Merging](https://arxiv.org/abs/2410.15661)
- **Demo [optional]:** [More Information Needed]
## Uses
<!-- Address questions around how the dataset is intended to be used. -->
### Direct Use
<!-- This section describes suitable use cases for the dataset. -->
[More Information Needed]
### Out-of-Scope Use
<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
[More Information Needed]
## Dataset Structure
<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
[More Information Needed]
## Dataset Creation
### Curation Rationale
<!-- Motivation for the creation of this dataset. -->
[More Information Needed]
### Source Data
<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
This dataset is a re-partitioned version of S2ORC, a corpus of scientific documents available through SemanticScholar.
#### Data Collection and Processing
<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
[More Information Needed]
#### Who are the source data producers?
<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
[More Information Needed]
#### Personal and Sensitive Information
<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
[More Information Needed]
## Bias, Risks, and Limitations
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
[More Information Needed]
### Recommendations
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
[More Information Needed]
## Citation [optional]
<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
**[[ArXiv]](https://arxiv.org/abs/2410.15661)**: Scalable Data Ablation Approximations for Language Models through Modular Training and Merging
**BibTeX:**
```
@inproceedings{na2024scalable,
author = {Clara Na and Ian Magnusson and Ananya Harsh Jha and Tom Sherborne and Emma Strubell and Jesse Dodge and Pradeep Dasigi},
title = {Scalable Data Ablation Approximations for Language Models through Modular Training and Merging},
booktitle = {The 2024 Conference on Empirical Methods in Natural Language Processing,
year = {2024},
url = {https://openreview.net/forum?id=clE6jmcnm4},
}
```
**APA:**
[More Information Needed]
## Dataset Card Contact
Clara Na (csna@andrew.cmu.edu)
## 数据集元数据
许可证:开放数据公共领域署名许可(Open Data Commons Attribution License, ODC-BY)
语言:英语(English)
标签:文本、科学、评估、学术文献、艺术、生物学、化学、计算机科学、医学、数学、物理学、心理学、社会学
样本量范围:100万 < 样本量 < 1000万
数据集包含多个按主题与时间分区的配置,每个配置的字段结构统一,具体如下:
每个配置包含以下字段:
1. `added`:字符串类型,数据添加相关信息
2. `attributes`:结构体,包含`bff_duplicate_paragraph_spans_decontamination`(空序列,段落重复跨度去污染相关)、`bff_contained_ngram_count`(64位整数,包含的n元语法计数)、`bff_duplicate_spans`(空序列,重复跨度信息)
3. `created`:字符串类型,数据创建时间
4. `id`:字符串类型,数据唯一标识
5. `metadata`:结构体,包含`extfieldsofstudy`(字符串序列,外部研究领域)、`provenance`(字符串类型,数据来源)、`s2fieldsofstudy`(字符串序列,S2研究领域)、`sha1`(字符串类型,SHA-1哈希值)、`year`(64位整数,出版年份)
6. `source`:字符串类型,原始数据源
7. `text`:字符串类型,文本内容
8. `version`:字符串类型,数据版本
每个配置均包含训练集、验证集、测试集三个分割集,样本数量因配置的主题与时间区间不同而有所差异。
所有配置的数据文件路径遵循统一格式:训练集数据路径为`{配置名称}/train/*`,验证集为`{配置名称}/val/*`,测试集为`{配置名称}/test/*`
---
# 模块化S2ORC数据集卡片
本数据集源自[S2ORC](https://aclanthology.org/2020.acl-main.447/),按主题与时间维度进行分区,用于发表于2024年经验方法自然语言处理会议(EMNLP 2024)的论文《通过模块化训练与合并实现语言模型的可扩展数据消融近似》中的持续预训练实验。
验证集与测试集根据元数据中的`sha1`哈希值划分。
更多细节将后续公布。
## 数据集详情
### 数据集描述
- **整理者**:[需补充更多信息]
- **资助方(可选)**:[需补充更多信息]
- **共享方(可选)**:[需补充更多信息]
- **自然语言**:英语(English)
- **许可证**:开放数据公共领域署名许可(Open Data Commons Attribution License, ODC-BY)
### 数据集来源(可选)
- **代码仓库**:https://github.com/clarana/ez-data-ablations
- **相关论文**:[通过模块化训练与合并实现语言模型的可扩展数据消融近似](https://arxiv.org/abs/2410.15661)
- **演示Demo(可选)**:[需补充更多信息]
## 用途
### 直接用途
[需补充更多信息]
### 超出范围的用途
[需补充更多信息]
## 数据集结构
[需补充更多信息]
## 数据集创建
### 整理依据
[需补充更多信息]
### 源数据
本数据集是S2ORC的重新分区版本,S2ORC是可通过Semantic Scholar获取的科学文献语料库。
#### 数据收集与处理
[需补充更多信息]
#### 源数据生产者
[需补充更多信息]
#### 个人与敏感信息
请说明数据集是否包含可被视为个人、敏感或隐私的数据(例如:揭示地址、唯一可识别的姓名或别名、种族或族裔出身、性取向、宗教信仰、政治观点、财务或健康数据等)。若已对数据进行匿名化处理,请描述匿名化流程。
[需补充更多信息]
## 偏差、风险与局限性
[需补充更多信息]
### 建议
[需补充更多信息]
## 引用(可选)
**[ArXiv链接](https://arxiv.org/abs/2410.15661)**:通过模块化训练与合并实现语言模型的可扩展数据消融近似
**BibTeX格式引用**:
@inproceedings{na2024scalable,
author = {Clara Na and Ian Magnusson and Ananya Harsh Jha and Tom Sherborne and Emma Strubell and Jesse Dodge and Pradeep Dasigi},
title = {Scalable Data Ablation Approximations for Language Models through Modular Training and Merging},
booktitle = {The 2024 Conference on Empirical Methods in Natural Language Processing,
year = {2024},
url = {https://openreview.net/forum?id=clE6jmcnm4},
}
**APA格式引用**:
[需补充更多信息]
## 数据集卡片联系人
Clara Na (csna@andrew.cmu.edu)
提供机构:
usersaico



