Are Machines Better at Complex Reasoning? Unveiling Human-Machine
Inference Gaps in Entailment Verification

Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification

6 February 2024

Xiang Ren

Papers citing "Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification"

14 / 14 papers shown

Title
Unlocking Historical Clinical Trial Data with ALIGN: A Compositional Large Language Model System for Medical Coding Nabeel Seedat Caterina Tozzi Andrea Hita Ardiaca Mihaela van der Schaar James Weatherall Adam Taylor 402 0 0 20 Nov 2024
Language Models Hallucinate, but May Excel at Fact Verification Jian Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 55 31 0 23 Oct 2023
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 56 130 0 06 Jun 2023
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 247 195 0 24 May 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 120 219 0 16 Jan 2022
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 272 186 0 17 Apr 2021
A Review on Fact Extraction and Verification Giannis Bekoulis Christina Papagiannopoulou Nikos Deligiannis 55 43 0 06 Oct 2020
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 101 991 0 31 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 469 24,160 0 26 Jul 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 191 1,475 0 24 May 2019
Combining Fact Extraction and Verification with Neural Semantic Matching Networks Yixin Nie Haonan Chen Joey Tianyi Zhou FedML 53 302 0 16 Nov 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 118 1,633 0 14 Mar 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 117 1,167 0 06 Mar 2018
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 456 4,444 0 18 Apr 2017