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Common Sense Reasoning

Table of contents

Knowledge-Graph Augmented Reasoning

  1. Differentiable Open-Ended Commonsense Reasoning
    ✍️ Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren and William W. Cohen
    🏢 in Proc. of NAACL 2021 [🖼️ Slides]   [🎦 Video]   [💾 Github]   [📃 Project Page]

  2. 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]

  3. 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

  1. Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning
    ✍️ Bill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao, Xiang Ren
    🏢 (to appear) in Proc. of ACL 2021 [💾 Github]   [📃 Project Page]

  2. RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge
    ✍️ Bill Yuchen Lin, Ziyi Wu, Yichi Yang, Dong-Ho Lee, Xiang Ren
    🏢 (to appear) in Proc. of ACL 2021 Findings [💾 Github]   [📃 Project Page]

  3. 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

  4. Differentiable Open-Ended Commonsense Reasoning
    ✍️ Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren and William W. Cohen
    🏢 in Proc. of NAACL 2021 [🖼️ Slides]   [🎦 Video]   [💾 Github]   [📃 Project Page]

  5. 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

  1. Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning
    ✍️ Bill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao, Xiang Ren
    🏢 (to appear) in Proc. of ACL 2021 [💾 Github]   [📃 Project Page]

  2. 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

  3. 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

  1. Automatic Extraction of Commonsense LocatedNear Knowledge.
    ✍️ Bill Yuchen Lin*, Frank F. Xu* and Kenny Q. Zhu
    🏢 in Proc. of ACL 2018
    [💾 Github]

  2. 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]