Author

Hsin-Hsi Chen

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#natural language process... Preprint Sep 2026

Smarter by the Moment: Environment-Driven Dynamic Policies for Continual LLM Improvement

Dynamic Retrieval-based Policy Generation (DRPG) is proposed, a framework that integrates memory-based retrieval with a dynamic policy generator, leveraging historical data and environment feedback to produce task-specific policies for continual LLM improvement.

Ting-Wei Chang, Po-Chun Chen, Hen-Hsen Huang et al. · 0 citations

#natural language process... Oct 2025

Hearing the Order: Investigating Selection Bias in Large Audio-Language Models

This work demonstrates that no model is immune to this bias through extensive experiments on six LALMs across three widely used benchmarks and their spoken counterparts, and study permutation-based strategies and show that they can mitigate bias in most cases.

Yu-Xiang Lin, Chen-An Li, Sheng-Lun Wei et al. · arXiv.org · 6 citations