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Do Audio Language Models Hear and Read Distinctive Features Alike?
Yuanhao Chen, Peter Chin
Audio language models pass speech and text through a single decoder. We ask whether that decoder represents a distinctive feature in the same direction when a phoneme is heard and…
Probing LLMs for Syntactic Structure Beyond Universal Dependencies: A Minimalist Phase Account in English
Yuanhao Chen, Peter Chin
We show that LLMs encode syntactic distinctions not present in the Universal Dependencies (UD) tree distances that structural probes are trained to recover. On English wh-movement…
MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning
Thang Nguyen, Peter Chin, Yu-Wing Tai
We present MA-RAG, a Multi-Agent framework for Retrieval-Augmented Generation (RAG) that addresses the inherent ambiguities and reasoning challenges in complex information-seeking…
Reward-RAG: Enhancing RAG with Reward Driven Supervision
Thang Nguyen, Peter Chin, Yu-Wing Tai
In this paper, we introduce Reward-RAG, a novel approach designed to enhance the Retrieval-Augmented Generation (RAG) model through Reward-Driven Supervision. Unlike previous RAG m…