Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards

5 May 2021

Papers citing "Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards"

24 / 24 papers shown

Title
What Will it Take to Fix Benchmarking in Natural Language Understanding? Samuel R. Bowman George E. Dahl ELM ALM 55 160 0 05 Apr 2021
Autoregressive Reasoning over Chains of Facts with Transformers Ruben Cartuyvels Graham Spinks Marie-Francine Moens ReLM LRM 39 15 0 17 Dec 2020
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering Mokanarangan Thayaparan Marco Valentino André Freitas LRM 48 9 0 25 Oct 2020
Learning to Explain: Datasets and Models for Identifying Valid Reasoning Chains in Multihop Question-Answering Harsh Jhamtani Peter Clark LRM 77 71 0 07 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 80 49 0 01 Oct 2020
Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets Patrick Lewis Pontus Stenetorp Sebastian Riedel OOD ELM 153 187 0 06 Aug 2020
SemEval-2020 Task 4: Commonsense Validation and Explanation Cunxiang Wang Shuailong Liang Yili Jin Yilong Wang Xiao-Dan Zhu Yue Zhang LRM 99 99 0 01 Jul 2020
NILE : Natural Language Inference with Faithful Natural Language Explanations Sawan Kumar Partha P. Talukdar XAI LRM 81 163 0 25 May 2020
Beyond Accuracy: Behavioral Testing of NLP models with CheckList Marco Tulio Ribeiro Tongshuang Wu Carlos Guestrin Sameer Singh ELM 208 1,104 0 08 May 2020
Obtaining Faithful Interpretations from Compositional Neural Networks Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 43 42 0 02 May 2020
Natural Language Premise Selection: Finding Supporting Statements for Mathematical Text Deborah Ferreira André Freitas AIMat 44 32 0 30 Apr 2020
A Framework for Evaluation of Machine Reading Comprehension Gold Standards Viktor Schlegel Marco Valentino André Freitas Goran Nenadic Riza Batista-Navarro 40 30 0 10 Mar 2020
QASC: A Dataset for Question Answering via Sentence Composition Tushar Khot Peter Clark Michal Guerquin Peter Alexander Jansen Ashish Sabharwal CoGe 73 328 0 25 Oct 2019
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations Oana-Maria Camburu Brendan Shillingford Pasquale Minervini Thomas Lukasiewicz Phil Blunsom AAML GAN 66 97 0 07 Oct 2019
Abductive Commonsense Reasoning Chandra Bhagavatula Ronan Le Bras Chaitanya Malaviya Keisuke Sakaguchi Ari Holtzman Hannah Rashkin Doug Downey Scott Yih Yejin Choi ReLM LRM 75 460 0 15 Aug 2019
Multi-class Hierarchical Question Classification for Multiple Choice Science Exams Dongfang Xu Peter Alexander Jansen Jaycie Martin Zhengnan Xie Vikas Yadav Harish Tayyar Madabushi Oyvind Tafjord Peter Clark 46 23 0 15 Aug 2019
Attention is not not Explanation Sarah Wiegreffe Yuval Pinter XAI AAML FAtt 120 909 0 13 Aug 2019
Compositional Questions Do Not Necessitate Multi-hop Reasoning Sewon Min Eric Wallace Sameer Singh Matt Gardner Hannaneh Hajishirzi Luke Zettlemoyer 85 149 0 07 Jun 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Rajani Bryan McCann Caiming Xiong R. Socher ReLM LRM 79 565 0 06 Jun 2019
Attention is not Explanation Sarthak Jain Byron C. Wallace FAtt 142 1,324 0 26 Feb 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 411 637 0 04 Dec 2018
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference Peter Alexander Jansen Elizabeth Wainwright Steven Marmorstein Clayton T. Morrison 65 122 0 08 Feb 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 242 4,262 0 22 Jun 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 313 4,284 0 21 Aug 2015