Author

H. Firooz

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Preprint Oct 2026

Beyond Update Counts: A Control Map for Evaluating Test-Time Model Updates

Test-time updating lets a language model change persistent state after training---such as model weights, adapter parameters, or a memory module---before or while answering queries. Existing evaluations often compare systems using update count or frequency and performance measured immediately afterward. These summaries...

Ze-Hao Zhao, Shang-Jian Yin, Rui Liu et al. · 0 citations

#natural language process... Preprint Sep 2026

Recursive Self-Improvement via On-Policy Distillation for Reasoning

DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks, and its comprehensive evaluations show that DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks.

Shang-Jian Yin, Ze-Hao Zhao, Kavosh Asadi et al. · 6 citations