Obtaining Faithful Interpretations from Compositional Neural Networks

Obtaining Faithful Interpretations from Compositional Neural Networks

2 May 2020

Sanjay Subramanian

Jonathan Berant

Papers citing "Obtaining Faithful Interpretations from Compositional Neural Networks"

11 / 11 papers shown

Title
Language Models with Rationality Nora Kassner Oyvind Tafjord Ashish Sabharwal Kyle Richardson Hinrich Schütze Peter Clark ReLM KELM LRM 20 15 0 23 May 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 45 435 0 14 Mar 2023
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Joey Tianyi Zhou Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 25 10 0 16 Dec 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 29 19 0 21 Sep 2022
Diagnosing AI Explanation Methods with Folk Concepts of Behavior Alon Jacovi Jasmijn Bastings Sebastian Gehrmann Yoav Goldberg Katja Filippova 36 15 0 27 Jan 2022
BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief Nora Kassner Oyvind Tafjord Hinrich Schütze Peter Clark KELM LRM 245 64 0 29 Sep 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 23 12 0 05 May 2021
Toward Code Generation: A Survey and Lessons from Semantic Parsing Celine Lee Justin Emile Gottschlich Dan Roth Intel Labs 3DV 33 15 0 26 Apr 2021
ProofWriter: Generating Implications, Proofs, and Abductive Statements over Natural Language Oyvind Tafjord Bhavana Dalvi Peter Clark 21 258 0 24 Dec 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 17 50 0 01 Oct 2020
A Diagnostic Study of Explainability Techniques for Text Classification Pepa Atanasova J. Simonsen Christina Lioma Isabelle Augenstein XAI FAtt 17 220 0 25 Sep 2020