train-llm-write-solver-checked-mip-programs-task TEC-0217 · proposedTrain an LLM to write solver-checked MIP programs from task
Supervised fine-tuning on single-modal MIP program demonstrations followed by GRPO with rewards for output format, discretization-API coverage, successful solver execution, and solver-verified trajectory correctness.
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.
Supervised fine-tuning on single-modal MIP program demonstrations followed by GRPO with rewards for output format, discretization-API coverage, successful solver execution, and solver-verified trajectory correctness. Filed by the drafting stage from M$^3$P-R1: Reinforcement Learning for Large Language Model Guided Multi-Modal Motion Planning via MIP Code Generation (2609.18669) 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: Task success rate on 276 held-out LLMM3PBench problems versus prompt-only LLMs (GPT-5.2, Gemini 2.5 Flash, open models), PDDLStream, LLM+P, ReAct, sampling-based pipelines, and an Expert-MIP module-selection control; plus 40 real hardware scenarios at 87.5%. Reward ablations at matched 800-step budget show removing trajectory-correctness reward drops SR 84.8 to 50.3.. 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
No repository linked yet. Contribute one.
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.