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Jun 11, 2026 · Artificial Intelligence
Skill‑RM Shows More Resources Can Harm LLM Scoring – A Deep Dive into Alibaba’s New Evaluation Framework
The Skill‑RM paper reveals that simply appending evaluation resources can degrade large‑model scoring, while structuring those resources into a Reward‑Evaluation Skill boosts performance across benchmarks, best‑of‑N selection, and RL‑based instruction following.
Alibaba QwenEvaluation FrameworkLarge Language Models
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