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cs.CL2026
Evo: Evolving the Evolver through Weight-Harness Co-Evolution
Chejian Xu, Shujian Zhang, Wenxuan Zhou +5
Self-evolving agents are increasingly used to improve language model systems without human intervention through either weight updates or harness improvements. Existing approaches t…
cs.CL2026
Steering LLMs for Culturally Localized Generation
Simran Khanuja, Hongbin Liu, Shujian Zhang +4
LLMs are deployed globally, yet produce responses biased towards cultures with abundant training data. Existing cultural localization approaches such as prompting or post-training…