shrink-patch-after-generation-during TEC-0325 · proposedShrink the patch after generation, not during it
A small refiner model (SFT plus DPO on verbose-to-concise patch pairs with distilled reasoning traces) is plugged in after an existing repair framework's patch generation to rewrite the candidate patch into a smaller one, with optional judg
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.
A small refiner model (SFT plus DPO on verbose-to-concise patch pairs with distilled reasoning traces) is plugged in after an existing repair framework's patch generation to rewrite the candidate patch into a smaller one, with optional judg Filed by the drafting stage from Refine After Generation: Toward Correct and Concise Patches in LLM-based Program Repair (2608.13292) 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: On SWE-bench Verified across four host systems (Agentless, SWE-agent, Moatless, OpenHands), average total changes relative to developer patches fell from +242.14% to +4.24% and net changes from +348.24% to -39.75%, while resolved instances were preserved or improved by up to +42; prompting Claude-4.5-Sonnet, Atomizer untangling, AdaPatcher and PRepair all shrank patches only by losing 29-217 resolved instances. Ablation: SFT alone over-compresses (resolves 276 avg, below the untrained 293); DPO restores 332.. 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.