Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora3, Patrick Lewis4∗∗, Angela Fan1, Jacob Kahn2∗, and Christopher R´e3∗ 1Facebook AI Research, France 2Facebook AI Research, Etats-Unis {angelafan, jacobkahn}@fb.com 3Stanford University, Etats-Unis {simran, chrismre}@cs.stanford.edu…
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Efficient Methods for Natural Language Processing: A Survey
Efficient Methods for Natural Language Processing: A Survey Marcos Treviso1∗, Ji-Ung Lee2∗, Tianchu Ji3∗, Betty van Aken4, Qingqing Cao5, Manuel R. Ciosici6, Michael Hassid7, Kenneth Heafield8, Sara Hooker9, Colin Raffel10, Pedro H. Martins1,11, Andr´e F….
MENLI: Robust Evaluation Metrics from Natural Language Inference
MENLI: Robust Evaluation Metrics from Natural Language Inference Yanran Chen1,2 and Steffen Eger2 1Technische Universit¨at Darmstadt, Germany 2Natural Language Learning Group (NLLG), https://nl2g.github.io/ Faculty of Technology, Universit¨at Bielefeld, Germany yanran.chen@stud.tu-darmstadt.de, steffen.eger@uni-bielefeld.de Abstract Recently proposed BERT-based…
Chinese Idiom Paraphrasing
Chinese Idiom Paraphrasing Jipeng Qiang1∗ Yang Li1 Chaowei Zhang1 Yun Li1 Yi Zhu1 Yunhao Yuan1 Xindong Wu2,3 1 Yangzhou University, Chine, 2 Hefei University of Technology, Chine, 3 Zhejiang Lab, Chine {jpqiang,cwzhang,liyun,zhuyi,yhyuan}@yzu.edu.cn, xwu@hfut.edu.cn Abstract Idioms…
Supervised Gradual Machine Learning for Aspect-Term
Supervised Gradual Machine Learning for Aspect-Term Sentiment Analysis Yanyan Wang†‡ Qun Chen∗†‡ Murtadha H.M. Ahmed†‡ Zhaoqiang Chen†‡ Jing Su†‡ Wei Pan†‡ Zhanhuai Li†‡ †School of Computer Science, Northwestern Polytechnical University, Xi’an, China ‡Key Laboratory of…
On Graph-based Reentrancy-free Semantic Parsing
On Graph-based Reentrancy-free Semantic Parsing Alban Petit and Caio Corro Universite Paris-Saclay, CNRS, LISN, 91400, Orsay, France {alban.petit,caio.corro}@lisn.upsaclay.fr Abstract We propose a novel graph-based approach for semantic parsing that resolves two prob- lems observed in…
OpenFact: Factuality Enhanced Open Knowledge Extraction
OpenFact: Factuality Enhanced Open Knowledge Extraction Linfeng Song∗, Ante Wang∗,†, Xiaoman Pan, Hongming Zhang, Dian Yu, Lifeng Jin, Haitao Mi, Jinsong Su†, Yue Zhang‡ and Dong Yu Tencent AI Lab, Bellevue, WA, USA †School of…
FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation
FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation Parker Riley∗, Timothy Dozat∗, Jan A. Botha∗, Xavier Garcia∗, Dan Garrette, Jason Riesa, Orhan Firat, Noah Constant Google Research, Etats-Unis {prkriley,tdozat,jabot,xgarcia,dhgarrette, riesa,orhanf,nconstant}@google.com Abstract We present FRMT, un…
Visual Spatial Reasoning
Visual Spatial Reasoning Fangyu Liu Guy Emerson Nigel Collier University of Cambridge, ROYAUME-UNI {fl399, gete2, nhc30}@cam.ac.uk Abstract Spatial relations are a basic part of human cog- nition. Cependant, they are expressed in natural language in…
Transparency Helps Reveal When Language Models Learn Meaning
Transparency Helps Reveal When Language Models Learn Meaning Zhaofeng Wu ∗ William Merrill Hao Peng Iz Beltagy Noah A. Smith MIT New York University Allen Institute for Artificial Intelligence Paul G. Allen School of Computer…