Scientific Explanation and Natural Language: A Unified Epistemological-Linguistic Perspective for Explainable AI

3 May 2022

Papers citing "Scientific Explanation and Natural Language: A Unified Epistemological-Linguistic Perspective for Explainable AI"

17 / 17 papers shown

Title
On the Challenges of Evaluating Compositional Explanations in Multi-Hop Inference: Relevance, Completeness, and Expert Ratings Peter Alexander Jansen Kelly Smith Dan Moreno Huitzilin Ortiz CoGe ReLM LRM 58 9 0 07 Sep 2021
Hybrid Autoregressive Inference for Scalable Multi-hop Explanation Regeneration Marco Valentino Mokanarangan Thayaparan Deborah Ferreira André Freitas 48 23 0 25 Jul 2021
On the Diversity and Limits of Human Explanations Chenhao Tan 46 33 0 22 Jun 2021
Do Natural Language Explanations Represent Valid Logical Arguments? Verifying Entailment in Explainable NLI Gold Standards Marco Valentino Ian Pratt-Hartman André Freitas XAI LRM 36 11 0 05 May 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 280 185 0 17 Apr 2021
A Study of Automatic Metrics for the Evaluation of Natural Language Explanations Miruna Clinciu Arash Eshghi H. Hastie 73 55 0 15 Mar 2021
Teach Me to Explain: A Review of Datasets for Explainable Natural Language Processing Sarah Wiegreffe Ana Marasović XAI 53 141 0 24 Feb 2021
Learning to Explain: Datasets and Models for Identifying Valid Reasoning Chains in Multihop Question-Answering Harsh Jhamtani Peter Clark LRM 74 71 0 07 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 78 49 0 01 Oct 2020
Case-Based Abductive Natural Language Inference Marco Valentino Mokanarangan Thayaparan André Freitas 41 5 0 30 Sep 2020
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations Oana-Maria Camburu Brendan Shillingford Pasquale Minervini Thomas Lukasiewicz Phil Blunsom AAML GAN 61 97 0 07 Oct 2019
Identifying and Explaining Discriminative Attributes Armins Stepanjans André Freitas 24 2 0 05 Sep 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 406 637 0 04 Dec 2018
Contrastive Explanation: A Structural-Model Approach Tim Miller CML 55 168 0 07 Nov 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 150 2,647 0 25 Sep 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 63 122 0 08 Feb 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 239 4,259 0 22 Jun 2017