learn-agent-action-selection-instead-scripting-pipeline TEC-0139 · proposedLearn agent action selection instead of scripting a pipeline
Each LLM agent reads a 20-dimensional summary of its private notes, shared knowledge, draft and feedback and picks Retrieve, Disseminate, Compose or Critique under a shared IPPO policy, instead of being assigned a fixed pipeline role.
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Each LLM agent reads a 20-dimensional summary of its private notes, shared knowledge, draft and feedback and picks Retrieve, Disseminate, Compose or Critique under a shared IPPO policy, instead of being assigned a fixed pipeline role. Filed by the drafting stage from Assembling the CREW: A Collaborative Multi-agent Reinforcement Learning Framework for Automated Related Work Generation (2609.15721) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: LLM-as-judge quality, citation verification rate, tokens and inference time on OARelatedWork (366 eval papers) against SRW, a centralized orchestrator with the same architecture, a naive orchestrator, GPT-4o long-context/RAG and PRIMERA; plus transfer to other backbones and to Multi-News.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.