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cs.CL2025
FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models
Kaiying Kevin Lin, Hsiyu Chen, Haopeng Zhang
While large language models (LLMs) have demonstrated impressive performance across a wide range of natural language processing (NLP) tasks in high-resource languages, their capabil…
cs.LG2025
MermaidFlow: Redefining Agentic Workflow Generation via Safety-Constrained Evolutionary Programming
Chengqi Zheng, Jianda Chen, Yueming Lyu +5
Despite the promise of autonomous agentic reasoning, existing workflow generation methods frequently produce fragile, unexecutable plans due to unconstrained LLM-driven constructio…