roll-back-environment-keep-distilled-reflection TEC-0189 · proposedRoll back the environment, keep the distilled reflection
On a triggered review, an agent restores a coarse-to-fine-selected earlier checkpoint while carrying forward a memory of objective, environment facts, past milestones and failure analysis, deliberately omitting current-state claims.
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.
On a triggered review, an agent restores a coarse-to-fine-selected earlier checkpoint while carrying forward a memory of objective, environment facts, past milestones and failure analysis, deliberately omitting current-state claims. Filed by the drafting stage from Rollback the World, Keep the Reflection: Rollback-Induced Reflection for Long-Horizon LLM Agents (2609.18304) 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: Success rate on ALFWorld, ScienceWorld (plus dense reward) and GAIA against ReAct, Reflexion, LATS, Self-Refine and GA-Rollback under matched budgets: average SR 47.00 vs 43.91 best baseline (Qwen3-14B) and 69.43 vs 62.86 (DeepSeek-V3); ablations give 76.75 SR vs 70.48 reflection-only and 69.37 rollback-only on ScienceWorld, with 0.92 rollbacks per task vs 2.9 for GA-Rollback.. 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.