explanation generation

188 papers

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large language model (12755) natural language inference (1278) question answering (2904) text classification (6776) language model (4573) text generation (2903) explainable ai (478) natural language explanation (80) model interpretability (510) commonsense reasoning (502)

Papers

Unsupervised Explanation Generation via Correct Instantiations AAAI 2023

FLUTE: Figurative Language Understanding through Textual Explanations EMNLP 2022

On the Computational Complexity of Model Reconciliations IJCAI 2022

“Mama Always Had a Way of Explaining Things So I Could Understand”: A Dialogue Corpus for Learning to Construct Explanations COLING 2022

Learning to Generate Explanation from e-Hospital Services for Medical Suggestion COLING 2022

Reframing Human-AI Collaboration for Generating Free-Text Explanations NAACL 2022

E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning ACL 2022

Multi-Scale Distribution Deep Variational Autoencoder for Explanation Generation ACL 2022

Single-Turn Debate Does Not Help Humans Answer Hard Reading-Comprehension Questions ACL 2022

Can language models learn from explanations in context? EMNLP 2022

Natural Language Deduction through Search over Statement Compositions EMNLP 2022

Data-Efficient Concept Extraction from Pre-trained Language Models for Commonsense Explanation Generation EMNLP 2022

The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning NIPS 2022

Diagnostics-Guided Explanation Generation AAAI 2022

ProtoTEx: Explaining Model Decisions with Prototype Tensors ACL 2022

D-REX: Dialogue Relation Extraction with Explanations ACL 2022

Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment ACL 2022

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure EMNLP 2022

Learning to Explain Selectively: A Case Study on Question Answering EMNLP 2022

Just-DREAM-about-it: Figurative Language Understanding with DREAM-FLUTE EMNLP 2022

A Joint Learning Framework for Restaurant Survival Prediction and Explanation EMNLP 2022

Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations EMNLP 2022

Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes EMNLP 2022

Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5 EMNLP 2022

Explainable Reinforcement Learning via Model Transforms NIPS 2022