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Zih-Ching Chen

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Jul 2026

Voice Memory for Agentic Speech Recognition

Voice Memory, a inference-only scheme for agentic speech recognition: at stream time, a frozen corrector reads a single per-domain memory and decides per utterance whether to act on the hypothesis or abstain and keep the 1-best, and transfers across corrector families and adds zero parameters to the inference path.

Chao-Han Huck Yang, Zih-Ching Chen, Piotr Żelasko et al. · 0 citations
#machine learning Preprint Sep 2026

TwinICL: Diagnosing Multimodal In-Context Learning through Paired Counterfactuals

In-context learning (ICL) enables models to infer tasks from demonstrations, but existing benchmarks generally lack matched text and image versions needed to compare ICL performance across modalities. We introduce TwinICL, a procedurally generated benchmark providing such pairs for controlled comparison. Across six ope...

Zi-Han Xue, Po-Yi Lu, S. Honcharenko et al. · 0 citations

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