agent coordination 1automated prompting 1bilevel optimization 1llm workflow induction 1textual gradients 1
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cs.CL2026
FlowBot: Inducing LLM Workflows with Bilevel Optimization and Textual Gradients
Hongyeon Yu, Young-Bum Kim, Yoon Kim
The paper proposes FlowBot, a data‑driven method that automatically creates LLM agent pipelines by using bilevel optimization and textual gradients to structure and fine‑tune each…
cs.CL2025
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model
Dongyoung Go, Taesun Whang, Chanhee Lee +6
The integration of Retrieval-Augmented Generation (RAG) with Multimodal Large Language Models (MLLMs) has revolutionized information retrieval and expanded the practical applicatio…