From Understanding to Utilization: A Survey on Explainability for Large Language Models
Paper
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2401.12874
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Published
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4
Interpretability
Research in LM interpretability
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From Insights to Actions: The Impact of Interpretability and Analysis Research on NLP
Paper • 2406.12618 • Published • 5 -
Rethinking Interpretability in the Era of Large Language Models
Paper • 2402.01761 • Published • 23 -
A Comprehensive Guide to Explainable AI: From Classical Models to LLMs
Paper • 2412.00800 • Published • 1 -
A Primer on the Inner Workings of Transformer-based Language Models
Paper • 2405.00208 • Published • 12 -
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs
Paper • 2407.19200 • Published • 1 -
Mixture of Experts Made Intrinsically Interpretable
Paper • 2503.07639 • Published • 10 -
A Survey on Mixture of Experts
Paper • 2407.06204 • Published -
A Survey on Neural Network Interpretability
Paper • 2012.14261 • Published -
A Comprehensive Survey on Self-Interpretable Neural Networks
Paper • 2501.15638 • Published • 2 -
REFER: An End-to-end Rationale Extraction Framework for Explanation Regularization
Paper • 2310.14418 • Published • 1 -
ERASER: A Benchmark to Evaluate Rationalized NLP Models
Paper • 1911.03429 • Published