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cs.CL2026
Qworld: Question-Specific Evaluation Criteria for LLMs
Shanghua Gao, Yuchang Su, Pengwei Sui +2
Evaluating large language models (LLMs) on open-ended questions is difficult because response quality depends on the question's context. Binary scores and static rubrics fail to ca…
cs.CL2025
Enabling Flexible Multi-LLM Integration for Scalable Knowledge Aggregation
Zhenglun Kong, Zheng Zhan, Shiyue Hou +10
Large language models (LLMs) have shown remarkable promise but remain challenging to continually improve through traditional finetuning, particularly when integrating capabilities…