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WorkflowLLM: Enhancing Workflow Orchestration Capability of Large Language Models
2025-01-22
· ICLR 2025 Poster ·
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Findings
IC-073
Released LLMs (GPT-4o, Llama-3.1-70B, Qwen2-7B, etc.) show limited workflow orchestration capability that degrades as workflow complexity increases
IC-074
Released LLMs achieve F1 plan scores between 42.7 and 86.7 on the T-Eval plan task
IC-075
GPT-4o-mini and Qwen2.5-72B achieve low precision and recall when used as API retrievers for workflow orchestration