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All Papers Common Sense Reasoning Information Extraction Other Topics

Publications (in chronological order)

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Preprints

2021

  1. Cส€แดssFษชแด›: A Few-shot Learning Challenge for Cross-Task Generalization in NLP
    โœ๏ธใ€€Qinyuan Ye, Bill Yuchen Lin, Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2021
    [๐Ÿ’พ Github]

  2. Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning
    โœ๏ธใ€€Xisen Jin, Bill Yuchen Lin, Mohammad Rostami, Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2021 Findings

  3. RockNER: A Simple Method to Create Adversarial Examples for Evaluating the Robustness of NER Models
    โœ๏ธใ€€Bill Yuchen Lin, Wenyang Gao, Jun Yan, Ryan Moreno and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2021 (short)
    ย [๐Ÿ“ƒ Project Page]

  4. RICA: Evaluating Robust Inference Capabilities Based on Commonsense Axioms
    โœ๏ธใ€€Pei Zhou, Rahul Khanna, Seyeon Lee, Bill Yuchen Lin, Daniel Ho, Jay Pujara and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2021
    ย [๐Ÿ“ƒ Project Page]

  5. Probing Commonsense Explanation in Dialogue Response Generation
    โœ๏ธใ€€ Pei Zhou, Pegah Jandaghi, Hyundong Cho, Bill Yuchen Lin, Jay Pujara and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2021 Findings

  6. Common Sense Beyond English: Evaluating and Improving Multilingual Language Models for Commonsense Reasoning
    โœ๏ธใ€€Bill Yuchen Lin, Seyeon Lee, Xiaoyang Qiao, Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2021
    [๐Ÿ’พ Github] ย ย [๐Ÿ“ƒ Project Page]

  7. RiddleSense: Reasoning about Riddle Questions Featuring Linguistic Creativity and Commonsense Knowledge
    โœ๏ธใ€€Bill Yuchen Lin, Ziyi Wu, Yichi Yang, Dong-Ho Lee, Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2021 Findings
    [๐Ÿ’พ Github] ย ย [๐Ÿ“ƒ Project Page]

  8. Differentiable Open-Ended Commonsense Reasoning
    โœ๏ธใ€€Bill Yuchen Lin, Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Xiang Ren and William W. Cohen
    ๐Ÿขใ€€in Proc. of NAACL 2021
    [๐Ÿ–ผ๏ธ Slides] ย ย [๐ŸŽฆ Video] ย ย [๐Ÿ’พ Github] ย ย [๐Ÿ“ƒ Project Page]

  9. Pre-training Text-to-Text Transformers for Concept-Centric Common Sense
    โœ๏ธใ€€Wangchunshu Zhou, Dong-Ho Lee, Ravi Kiran Selvam, Seyeon Lee, Bill Yuchen Lin, Xiang Ren
    ๐Ÿขใ€€in Proc. of ICLR 2021 ย 
    [๐Ÿ’พ Github]

  10. IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization
    โœ๏ธใ€€Wenxuan Zhou, Bill Yuchen Lin and Xiang Ren
    ๐Ÿขใ€€in Proc. of AAAI 2021

2020

  1. CommonGen: A Constrained Text Generation Challenge for Generative Commonsense Reasoning
    โœ๏ธใ€€Bill Yuchen Lin, Wangchunshu Zhou, Ming Shen, Pei Zhou, Chandra Bhagavatula, Yejin Choi and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2020 Findings ย ย  (presented at AKBC 2020 as a non-archival paper.)
    [๐Ÿ“ƒ Project Page]
    Media coverage : The Register , Tech Xplore , Techzine , Radio.com , ScienceDaily , USC Viterbi

  2. Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-trained Language Models Bill Yuchen Lin, Seyeon Lee, Rahul Khanna and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2020 (short)
    [๐Ÿ“ƒ Project Page]

  3. Scalable Multi-Hop Relational Reasoning for Knowledge-Aware Question Answering
    โœ๏ธใ€€Yanlin Feng*, Xinyue Chen*, Bill Yuchen Lin, Peifeng Wang, Jun Yan and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP 2020
    [๐Ÿ’พ Github]

  4. FreeDOM: A Transferable Neural Architecture for Structured Information Extraction on Web Documents โœ๏ธใ€€Bill Yuchen Lin, Ying Sheng, Nguyen Vo and Sandeep Tata
    ๐Ÿขใ€€in Proc. of KDD 2020 (Research Track)
    [๐Ÿ–ผ๏ธ Slides] [๐ŸŽฆ Video]
  5. TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition
    โœ๏ธใ€€Bill Yuchen Lin*, Dongho Lee*, Ming Shen, Ryan Moreno, Xiao Huang, Prashant Shiralkar and Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2020 (short)
    [๐Ÿ–ผ๏ธ Slides] ย ย [๐ŸŽฆ Video] ย ย [๐Ÿ’พ Github] ย ย [๐Ÿ“ƒ Project Page]

  6. Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling.
    โœ๏ธใ€€Ouyu Lan, Xiao Huang, Bill Yuchen Lin, He Jiang, Liyuan Liu and Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2020
    [๐Ÿ’พ Github]

  7. LEAN-LIFE: A Label-Efficient Annotation Framework Towards Learning from Explanation
    โœ๏ธใ€€Dong-Ho Lee, Rahul Khanna, Bill Yuchen Lin, Jamin Chen, Seyeon Lee, Qinyuan Ye, Elizabeth Boschee, Leonardo Neves and Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2020 (Demo Track)
    [๐Ÿ“ƒ Project Page]

  8. NERO: A Neural Rule Grounding Framework for Label-Efficient Relation Extraction.
    โœ๏ธใ€€Wenxuan Zhou, Hongtao Lin, Bill Yuchen Lin, Ziqi Wang, Junyi Du, Leonardo Neves, Xiang Ren
    ๐Ÿขใ€€in Proc. of TheWebConf (WWW) 2020
    Best Paper Runner-up (2/1500+) ย ย  [๐Ÿ’พ Github]

2019

  1. KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning.
    โœ๏ธใ€€Bill Yuchen Lin, Xinyue Chen, Jamin Chen and Xiang Ren
    ๐Ÿขใ€€in Proc. of EMNLP-IJCNLP 2019
    [๐Ÿ’พ Github]
  2. AlpacaTag: An Active Learning-based Crowd Annotation Framework for Sequence Tagging.
    โœ๏ธใ€€Bill Yuchen Lin*, Dongho Lee*, Frank F. Xu, Ouyu Lan and Xiang Ren
    ๐Ÿขใ€€in Proc. of ACL 2019 (Demo Track)
    [๐Ÿ“ƒ Project Page]

2018

  1. Neural Adaptation Layers for Cross-domain Named Entity Recognition.
    โœ๏ธใ€€Bill Yuchen Lin and Wei Lu
    ๐Ÿขใ€€in Proc. of EMNLP 2018
    [๐Ÿ’พ Github]
  2. ExtRA: Extracting Prominent Review Aspects from Customer Feedback.
    โœ๏ธใ€€Zhiyi Luo, Shanshan Huang, Frank F. Xu, Bill Yuchen Lin, Hanyuan Shi and Kenny Q. Zhu
    ๐Ÿขใ€€in Proc. of EMNLP 2018
    [๐Ÿ’พ Github]
  3. Mining Cross-Cultural Differences and Similarities in Social Media.
    โœ๏ธใ€€Bill Yuchen Lin*, Frank F. Xu*, Kenny Q. Zhu and Seung-won Hwang
    ๐Ÿขใ€€in Proc. of ACL 2018
    [๐Ÿ’พ Github]
  4. Automatic Extraction of Commonsense LocatedNear Knowledge.
    โœ๏ธใ€€Frank F. Xu*, Bill Yuchen Lin*, and Kenny Q. Zhu
    ๐Ÿขใ€€in Proc. of ACL 2018 (short)
    [๐Ÿ’พ Github]

2017

  1. Multi-channel BiLSTM-CRF Model for Emerging Named Entity Recognition in Social Media.
    โœ๏ธใ€€Bill Y. Lin*, Frank F. Xu*, Zhiyi Luo and Kenny Q. Zhu
    ๐Ÿขใ€€in Proc. of EMNLP 2017, Workshop on Noisy User-generated Text
    [๐Ÿ’พ Github]