2 papers
cs.LG2026
What Can a Leaderboard Certify? Compositional Controllability for Fair Evaluation and Training of Biomedical Literature-Review Agents
Zhaowei Han, Xiang Zhang, Lingxiao Guan +4
Leaderboards rank long-horizon agents by their final outputs. Yet a higher score alone does not establish whether two systems are comparable or which stage accounts for the differe…
cs.LG2026
KV-Skill: Forging Expertise in the Model's Native Language
Zhaowei Han, Xiang Zhang, Bing Han +3
Task knowledge is commonly stored either as text in the prompt or as an update to model weights. Text is modular but must be interpreted on every use, while weight adaptation makes…