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Peter Chin

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#machine learning Preprint Sep 2026

Do Audio Language Models Hear and Read Distinctive Features Alike?

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 when it is read. For minimal pairs of phonemes differing in one feature, we take the offset between the two members'mean representations. Av...

Yuanhao Chen, Peter Chin · 0 citations
Preprint Jul 2026

Cost-Effective Agent Harnesses for Abstract Reasoning and Generalization on ARC-AGI-1

This work introduces an Explorer-Definer Pipeline that separates pattern discovery from executable transformation synthesis, implemented as a two-stage agent pipeline, and presents the Reflective Orchestrator, which augments the pipeline with autonomous exploration of new transformations when previous hypotheses fail o...

Kabir Moghe, Peter Chin · 0 citations

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