All Papers Common Sense Reasoning Information Extraction Other Topics
Common Sense Reasoning
Table of contents
- Knowledge-Graph Augmented Reasoning
- Benchmark Datasets
- Language Models Pre-Training and Probing
- Knowledge Acquisition
Knowledge-Graph Augmented Reasoning
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Differentiable Open-Ended Commonsense Reasoning
✍️ Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren and William W. Cohen
🏢 (to appear) in Proc. of NAACL 2021 -
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning.
✍️ Bill Yuchen Lin, Xinyue Chen, Jamin Chen and Xiang Ren
🏢 in Proc. of EMNLP-IJCNLP 2019
[💾Github] -
Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering
✍️ Yanlin Feng*, Xinyue Chen*, Bill Yuchen Lin, Peifeng Wang, Jun Yan and Xiang Ren
🏢 in Proc. of EMNLP 2020
[💾Github]
Benchmark Datasets
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CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning
✍️ Bill Yuchen Lin, Wangchunshu Zhou, Ming Shen, Pei Zhou, Chandra Bhagavatula, Yejin Choi and Xiang Ren
🏢 in Proc. of EMNLP 2020 Findings (a shorter version accepted to AKBC 2020’s non-archival track)
[📃Project Page]
Media coverage : The Register , Tech Xplore , Techzine , Radio.com , ScienceDaily , USC Viterbi -
RiddleSense: Answering Riddle Questions as Commonsense Reasoning
✍️ Bill Yuchen Lin, Ziyi Wu, Yichi Yang, Dong-Ho Lee, Xiang Ren
🏢 arXiv -
Differentiable Open-Ended Commonsense Reasoning
✍️ Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren and William W. Cohen
🏢 (to appear) in Proc. of NAACL 2021 -
RICA: Evaluating Robust Inference Capabilities Based on Commonsense Axioms
✍️ Pei Zhou, Rahul Khanna, Seyeon Lee, Bill Yuchen Lin, Daniel Ho, Jay Pujara, Xiang Ren
🏢 arXiv
Language Models Pre-Training and Probing
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Pre-training Text-to-Text Transformers for Concept-Centric Common Sense
✍️ Wangchunshu Zhou, Dong-Ho Lee, Ravi Kiran Selvam, Seyeon Lee, Bill Yuchen Lin, Xiang Ren
🏢 (to appear) in Proc. of ICLR 2021 -
Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-trained Language Models Bill Yuchen Lin, Seyeon Lee, Rahul Khanna and Xiang Ren
🏢 in Proc. of EMNLP 2020
[📃Project Page]
Knowledge Acquisition
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Automatic Extraction of Commonsense LocatedNear Knowledge.
✍️ Bill Yuchen Lin*, Frank F. Xu* and Kenny Q. Zhu
🏢 in Proc. of ACL 2018
[💾Github] -
Mining Cross-Cultural Differences and Similarities in Social Media.
✍️ Bill Yuchen Lin*, Frank F. Xu*, Kenny Q. Zhu and Seung-won Hwang
🏢 in Proc. of ACL 2018
[💾Github]