DataFunTalk
Aug 4, 2023 · Artificial Intelligence
Self‑Explaining Natural Language Models: Collaborative Game Rationalization and Solutions for Spurious Correlations
The article reviews the growing importance of model explainability in high‑risk domains, analyzes the challenges of large language models, introduces the collaborative game‑theoretic RNP framework, and presents three mitigation strategies—Folded Rationalization, Decoupled Rationalization, and Multi‑Generator Rationalization—along with experimental results and future research directions.
Collaborative RationalizationLipschitz ContinuitySelf-Explaining Models
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