In61st Annual Meeting of the Association for Computational Linguistics (ACL 2023), pages 5120–5136

COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks · 2023

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cs.CL · 2025-05-26 · conditional · novelty 6.0

ECO-Concept uses slot attention plus LLM-based comprehensibility feedback to learn explainable text concepts without concept annotations.

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Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery cs.CL · 2025-05-26 · conditional · none · ref 10
ECO-Concept uses slot attention plus LLM-based comprehensibility feedback to learn explainable text concepts without concept annotations.