Cognitive Inference，认知推理、常识知识库、常识推理与常识推理评估的系统项目，以现有国内外已有的常识知识库为研究对象，从常识知识库资源建设和常识推理测试评估两个方面出发进行整理，并结合自己近几年来在逻辑性推理知识库的构建、应用以及理论思考进行介绍。具体包括已有常识知识库项目资源介绍、逻辑推理类知识库的项目实践集合、常识推理测试评估项目集合。
CommonSenseInference
CognitiveInference，认知推理项目，常识知识库、常识推理与常识推理评估的系统项目
已有常识知识库项目资源
| 大类 |
小类 |
名称 |
地址 |
| 语言学知识库 |
语言标注语料库 |
Penn Treebank |
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| 语言学知识库 |
语言标注语料库 |
The Penn Discourse Tree- bank (PDTB) |
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| 语言学知识库 |
语言标注语料库 |
The Abstract Meaning Representation (AMR) corpus |
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| 语言学知识库 |
词汇知识库 |
WordNet |
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| 语言学知识库 |
词汇知识库 |
VerbNet |
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| 语言学知识库 |
词汇知识库 |
VerbOcean |
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| 语言学知识库 |
词汇知识库 |
VerbCorner |
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| 语言学知识库 |
框架语义知识库 |
FrameNet |
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| 语言学知识库 |
框架语义知识库 |
PropBank |
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| 语言学知识库 |
预训练语义向量 |
GloVe |
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| 语言学知识库 |
预训练语义向量 |
FastText |
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| 语言学知识库 |
预训练语义向量 |
wordpiece embeddings |
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| 常识库 |
常识库 |
YAGO |
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| 常识库 |
常识库 |
DBpedia |
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| 常识库 |
常识库 |
WikiTaxonomy |
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| 常识库 |
常识库 |
Freebase |
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| 常识库 |
常识库 |
NELL |
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| 常识库 |
常识库 |
Probase |
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| 常识库 |
常识库 |
Wikidata |
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| 常识知识库 |
常识知识库 |
Cyc |
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| 常识知识库 |
常识知识库 |
ConceptNet |
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| 常识知识库 |
常识知识库 |
SenticNet |
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| 常识知识库 |
常识知识库 |
Isanette and IsaCore |
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| 常识知识库 |
常识知识库 |
COGBASE |
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| 常识知识库 |
常识知识库 |
WebChild. |
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| 常识知识库 |
常识知识库 |
LocatedNear |
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| 常识知识库 |
常识知识库 |
ATOMIC |
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| 常识知识库 |
常识知识库 |
ASER |
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常识推理评测项目资源
| 大类 |
名称 |
作者 |
规模 |
网址 |
| Reference Resolution |
Winograd Schema Challenge |
Morgenstern et al., 2016 |
60 |
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| Reference Resolution |
WinoGrande |
Sakaguchi et al., 2019 |
44.0K |
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| Question Answering |
MCTest. |
Richardson et al., 2013 |
2.00K |
点击查看 |
| Question Answering |
RACE. |
Lai et al., 2017 |
97.7K |
点击查看 |
| Question Answering |
NarrativeQA. |
Kocˇiský et al., 2018 |
46.8K |
点击查看 |
| Question Answering |
ARC |
Clark et al., 2018 |
7.79K |
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| Question Answering |
MCScript |
Ostermann et al., 2018 |
13.9K |
点击查看 |
| Question Answering |
ProPara |
Mishra et al., 2018 |
488 |
点击查看 |
| Question Answering |
MultiRC. |
Khashabi et al., 2018 |
9.87K |
点击查看 |
| Question Answering |
ARCT |
Habernal et al., 2018 |
2.45K |
点击查看 |
| Question Answering |
SQuAD. |
Rajpurkar et al., 2018 |
151K |
点击查看 |
| Question Answering |
CoQA. |
Reddy et al., 2018 |
8.40K |
点击查看 |
| Question Answering |
QuAC. |
Choi et al., 2018 |
98.4K |
点击查看 |
| Question Answering |
OpenBookQA. |
Mihaylov et al., 2018 |
5.96K |
点击查看 |
| Question Answering |
CommonsenseQA |
Talmor et al., 2019 |
9.40K |
点击查看 |
| Question Answering |
DREAM. |
Sun et al., 2019 |
10.2K |
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| Question Answering |
DROP. |
Dua et al., 2019 |
96.6K |
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| Question Answering |
Cosmos QA. |
Huang et al., 2019 |
35.6K |
点击查看 |
| Question Answering |
MC-TACO. |
Zhou et al., 2019 |
1.89K |
点击查看 |
| Textual Enatailment |
RTE Challenges. |
Bentivogli et al., 2011 |
48.8K |
点击查看 |
| Textual Enatailment |
Conversational Entailment. |
Zhang & Chai, 2009 |
875 |
点击查看 |
| Textual Enatailment |
SICK. |
Marelli et al., 2014a |
9.84K |
点击查看 |
| Textual Enatailment |
SNLI. |
Bowman et al., 2015 |
570K |
点击查看 |
| Textual Enatailment |
SciTail. |
Khot et al., 2018 |
27.0K |
点击查看 |
| Textual Enatailment |
SherLIiC. |
Schmitt & Schütze, 2019 |
3.99K |
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| Plausible Inference |
COPA. |
Roemmele et al., 2011 |
1.00K |
点击查看 |
| Plausible Inference |
CBT. |
Hill et al., 2015 |
687K |
点击查看 |
| Plausible Inference |
ROCStories. |
Mostafazadeh et al., 2016 |
98.2K |
点击查看 |
| Plausible Inference |
LAMBADA. |
Paperno et al., 2016 |
10.0K |
点击查看 |
| Plausible Inference |
JOCI. |
hang et al., 2017 |
39.1K |
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| Plausible Inference |
CLOTH. |
Xie et al., 2017 |
99.4K |
点击查看 |
| Plausible Inference |
SWAG. |
Zellers et al., 2018 |
114K |
点击查看 |
| Plausible Inference |
ReCoRD. |
Zhang et al., 2018 |
121K |
点击查看 |
| Plausible Inference |
HellaSWAG. |
Zellers et al., 2019a |
70.0K |
点击查看 |
| Plausible Inference |
AlphaNLI. |
Bhagavatula et al., 2019 |
171K |
点击查看 |
| Intuitive Psychology |
Triangle-COPA. |
Gordon, 2016 |
100 |
点击查看 |
| Intuitive Psychology |
Story Commonsense. |
Rashkin et al., 2018a |
161k |
点击查看 |
| Intuitive Psychology |
Event2Mind. |
Rashkin et al., 2018b |
57.1K |
点击查看 |
| Intuitive Psychology |
SocialIQA. |
Sap et al., 2019b |
44.8K |
点击查看 |
| Multple Tasks |
bAbI. |
Weston et al., 2016 |
40.0K |
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| Multple Tasks |
Inference is Everything. |
- |
- |
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| Multple Tasks |
GLUE. |
- |
- |
点击查看 |
| Multple Tasks |
DNC. |
Poliak et al., 2018a |
570K |
点击查看 |
| Multple Tasks |
SuperGLUE. |
- |
- |
点击查看 |
