What Else Needs Fixing? Exploring Cost-Effective Test-Time Compute for Revision Propagation in Artifacts Generated Through Conversation

arXiv:2609.03254 · cs.CL, cs.LG · Submitted 2026-09-03 · Read on arXiv

cs.CL, cs.LG

Submitted: 2026-09-03

Updated: 2026-09-03

Code: https://github.com/ntt-dkiku/llm-revision-propagation

Terminology

• Benchmark — 25× in this paper · explained in 2 episodes
• Consistency — 8× in this paper · explained in 3 episodes
• Accuracy — 5× in this paper · explained in 1 episode
• Knowledge Graph — 4× in this paper · explained in 7 episodes
• Knowledge graphs — 4× in this paper · explained in 2 episodes
• Self-consistency — 3× in this paper · explained in 2 episodes
• LLM-as-a-Judge — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Verifier — 2× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Iterative Refinement — 1× in this paper · explained in 3 episodes

Sources

• Training Verifiers to Solve Math Word Problems
• EditPropBench: Measuring Factual Edit Propagation in Scientific Manuscripts
• gpt-oss-120b & gpt-oss-20b Model Card

Related papers

• Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
• Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
• Subliminal Steering: Stronger Encoding of Hidden Signals
• MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
• The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
• Untangling the Mechanisms of Misleading Context in Medical Question Answering