agent coordination 1automated prompting 1bilevel optimization 1llm workflow induction 1textual gradients 1
From the 1 of 2 linked papers with an AI index.
Showing cs.CLShow all
2 papers · 1 filter
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.CL2024
Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement
Linlu Qiu, Liwei Jiang, Ximing Lu +8
The ability to derive underlying principles from a handful of observations and then generalize to novel situations -- known as inductive reasoning -- is central to human intelligen…