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cs.CL2026
From Sampled Evidence to Radiology Reports: Objectives, Constraints, and Realization
Kun Zhao, Haoteng Tang, Chenghua Lin +1
Sampling multiple reports creates an inference problem: how should sampled evidence be converted into a final decision, and does a better structured decision yield a better report?…
cs.CL2026
Rate-Resolved Text Evaluation with Masked Diffusion Language Models
Yiqi Liu, Kun Zhao, Chenghua Lin +1
A single evaluation score can rank generation systems but rarely reveals what failed. We propose rate-resolved text evaluation, which turns the masking rate of masked diffusion lan…
cs.CL2026
JudgeMoE: Distributional Aggregation for LLM-as-a-Judge
Yiqi Liu, Joseph James, Yang Wang +3
When an LLM judge scores an output, its score distribution retains uncertainty and disagreement information that is lost after scalar compression. We introduce JudgeMoE, a lightwei…