When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data

3 February 2021

Papers citing "When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data"

19 / 69 papers shown

Title
A survey on improving NLP models with human explanations Mareike Hartmann Daniel Sonntag LRM 40 21 0 19 Apr 2022
In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Mihir Parmar Swaroop Mishra Mirali Purohit Man Luo M. H. Murad Chitta Baral 28 22 0 15 Apr 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 41 283 0 05 Apr 2022
How Many Data Samples is an Additional Instruction Worth? Ravsehaj Singh Puri Swaroop Mishra Mihir Parmar Chitta Baral 25 17 0 17 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 379 8,495 0 28 Jan 2022
Tell me why! Explanations support learning relational and causal structure Andrew Kyle Lampinen Nicholas A. Roy Ishita Dasgupta Stephanie C. Y. Chan Allison C. Tam ... Chen Yan Adam Santoro Neil C. Rabinowitz Jane X. Wang Felix Hill 35 45 0 07 Dec 2021
What to Learn, and How: Toward Effective Learning from Rationales Samuel Carton Surya Kanoria Chenhao Tan 40 22 0 30 Nov 2021
Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs Peter Hase Mona T. Diab Asli Celikyilmaz Xian Li Zornitsa Kozareva Veselin Stoyanov Joey Tianyi Zhou Srini Iyer KELM LRM 24 79 0 26 Nov 2021
Context-NER : Contextual Phrase Generation at Scale Himanshu Gupta Shreyas Verma Santosh Mashetty Swaroop Mishra 19 10 0 16 Sep 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 205 104 0 15 Jul 2021
SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning Aaron Chan Lyne Tchapmi Bo Long Soumya Sanyal Tanishq Gupta Xiang Ren ReLM LRM 24 11 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 28 712 0 18 Apr 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 30 45 0 16 Apr 2021
Local Interpretations for Explainable Natural Language Processing: A Survey Siwen Luo Hamish Ivison S. Han Josiah Poon MILM 33 48 0 20 Mar 2021
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 282 170 0 24 Oct 2020
ExpBERT: Representation Engineering with Natural Language Explanations Shikhar Murty Pang Wei Koh Percy Liang 46 43 0 05 May 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 417 2,588 0 03 Sep 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 260 620 0 04 Dec 2018
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,684 0 28 Feb 2017