Is My Model Using the Right Evidence? Systematic Probes for Examining Evidence-Based Tabular Reasoning Vivek Gupta1, Riyaz A. Bhat2, Atreya Ghosal3, Manish Shrivastava3, Maneesh Singh2, Vivek Srikumar1 1University of Utah, USA, 2Verisk Inc., India, 3IIIT-Hyderabad,…
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End-to-end Argument Mining with Cross-corpora Multi-task Learning
End-to-end Argument Mining with Cross-corpora Multi-task Learning Gaku Morio, Hiroaki Ozaki, Terufumi Morishita, and Kohsuke Yanai Research and Development Group Hitachi, Ltd. Kokubunji, Tokyo, Japan {gaku.morio.vn,hiroaki.ozaki.yu, terufumi.morishita.wp,kohsuke.yanai.cs}@hitachi.com Abstract Mining an argument structure from text is…
Document Summarization with Latent Queries
Document Summarization with Latent Queries Yumo Xu and Mirella Lapata Institute for Language, Cognition and Computation School of Informatics, University of Edinburgh 10 Crichton Street, Edinburgh EH8 9AB, United Kingdom yumo.xu@ed.ac.uk mlap@inf.ed.ac.uk Abstract The availability…
Ultra-fine Entity Typing with Indirect Supervision from Natural
Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference Bangzheng Li(cid:2)†∗, Wenpeng Yin‡, and Muhao Chen(cid:2) (cid:2)University of Southern California, USA †University of Illinois at Urbana-Champaign, USA ‡Temple University, USA vincentleebang@gmail.com; wenpeng.yin@temple.edu; muhaoche@usc.edu Abstract…
It’s not Rocket Science:
It’s not Rocket Science: Interpreting Figurative Language in Narratives Tuhin Chakrabarty1∗ Yejin Choi2,3 Vered Shwartz4∗ 1Columbia University, USA 2Allen Institute for Artificial Intelligence, USA 3Paul G. Allen School of Computer Science & Engineering, University of…
Sentence Similarity Based on Contexts
Sentence Similarity Based on Contexts Xiaofei Sun(cid:2), Yuxian Meng♣, Xiang Ao(cid:3), Fei Wu(cid:2), Tianwei Zhang♥ Jiwei Li(cid:2)♣, and Chun Fan♠ , (cid:2)Zhejiang University, China, ♣Shannon.AI, China, (cid:3)Chinese Academy of Sciences, China, ♥ Nanyang Technological University,…
Relational Memory-Augmented Language Models
Relational Memory-Augmented Language Models Qi Liu2∗, Dani Yogatama1, and Phil Blunsom1,2 1DeepMind, United Kingdom, 2University of Oxford, United Kingdom {qi.liu,phil.blunsom}@cs.ox.ac.uk dyogatama@deepmind.com Abstract We present a memory-augmented approach to condition an autoregressive language model on a…
(cid:2) MuSiQue: Multihop Questions via Single-hop Question Composition
(cid:2) MuSiQue: Multihop Questions via Single-hop Question Composition Harsh Trivedi(cid:2) Niranjan Balasubramanian(cid:2) Tushar Khot† Ashish Sabharwal† (cid:2)Stony Brook University, Stony Brook, USA {hjtrivedi,niranjan}@cs.stonybrook.edu †Allen Institute for AI, Seattle, USA {tushark,ashishs}@allenai.org Abstract Multihop reasoning remains an…
The FLORES-101 Evaluation Benchmark
The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation Naman Goyal1, Cynthia Gao1, Vishrav Chaudhary1, Peng-Jen Chen1, Guillaume Wenzek2, Da Ju1, Sanjana Krishnan1, Marc’Aurelio Ranzato1, Francisco Guzm´an1, Angela Fan2,3 1Facebook AI Research, USA, 2Facebook…
Retrieve Fast, Rerank Smart:
Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval Gregor Geigle∗1, Jonas Pfeiffer∗1, Nils Reimers1, Ivan Vuli´c2, Iryna Gurevych1 1Ubiquitous Knowledge Processing Lab, Technical University of Darmstadt, Germany 2Language Technology Lab, University…