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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

A Three-step Method for Multi-Hop Inference Explanation Regeneration NAACL 2021
A Study of Automatic Metrics for the Evaluation of Natural Language Explanations EACL 2021
Explainable Agency in Reinforcement Learning Agents AAAI 2020
AI Trust in Business Processes: The Need for Process-Aware Explanations AAAI 2020
Towards Interpretable Natural Language Understanding with Explanations as Latent Variables NIPS 2020
PGL at TextGraphs 2020 Shared Task: Explanation Regeneration using Language and Graph Learning Methods COLING 2020
JBNU at SemEval-2020 Task 4: BERT and UniLM for Commonsense Validation and Explanation COLING 2020
Make Up Your Mind! Adversarial Generation of Inconsistent Natural Language Explanations ACL 2020
SemEval-2020 Task 4: Commonsense Validation and Explanation COLING 2020
Attention-Guide Walk Model in Heterogeneous Information Network for Multi-Style Recommendation Explanation AAAI 2020
Generating Commonsense Explanation by Extracting Bridge Concepts from Reasoning Paths AACL 2020
Explainable Automated Fact-Checking for Public Health Claims EMNLP 2020
Robust Explanations for Visual Question Answering WACV 2020
Contextual Explanation Networks JMLR 2020
Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? EMNLP 2020
The Explanation Game: Towards Prediction Explainability through Sparse Communication EMNLP 2020
QA2Explanation: Generating and Evaluating Explanations for Question Answering Systems over Knowledge Graph EMNLP 2020
SemEval-2020 Task 4: Commonsense Validation and Explanation SEMEVAL 2020
Generating Fact Checking Explanations ACL 2020
Towards Explainable Conversational Recommendation IJCAI 2020
Does it Make Sense? And Why? A Pilot Study for Sense Making and Explanation ACL 2019
TextGraphs 2019 Shared Task on Multi-Hop Inference for Explanation Regeneration EMNLP 2019
ASU at TextGraphs 2019 Shared Task: Explanation ReGeneration using Language Models and Iterative Re-Ranking EMNLP 2019
Balancing Explicability and Explanations in Human-Aware Planning IJCAI 2019
What Gets Echoed? Understanding the “Pointers” in Explanations of Persuasive Arguments EMNLP 2019