$ cat wiki/papers/2026/2605.13301-olympiad-reasoning.md
Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling
arxiv: 2605.13301 Authors: 28 authors Date: 2026-05-16 (HF Daily #1)
TL;DR
TBD — to be expanded in a follow-up ingest from the abstract. Title implication: olympiad-level reasoning achieved through "simple and unified scaling" alone. SOTA via scale + a unified approach rather than a complex new methodology.
Method
TBD
Results
- Claim: achieves gold-medal-level (math olympiad gold-medal-level) reasoning
- Benchmark numbers to be extracted in a follow-up
Significance
- HF Daily #1 (134 upvotes — the most today)
- The "simple and unified scaling" framing could contribute directly to the Test-Time Compute (Inference-Time Compute Scaling) / scaling laws debate
- 28 authors = large collaboration, likely involving multiple industry labs
Open Questions
- What is the definition of "simple"? A pure scale-up with no new tricks?
- How is compute allocated between training time and inference time?
- Does it generalize to other domains (coding, science)?
Cite
@article{olympiad_unified_scaling_2026,
title={Achieving Gold-Medal-Level Olympiad Reasoning via Simple and Unified Scaling},
year={2026},
eprint={2605.13301},
archivePrefix={arXiv}
}
Related
- Reasoning Models
- scaling-laws (TBD)