math benchmark
ArXivMath Leaderboard
ArXivMath is a final-answer benchmark of research-level mathematics maintained by MathArena, with problems extracted monthly from recent arXiv paper abstracts.
Updated Oct 23, 2026
Models5
Model coverage5
MetricScore
EvidenceB
ArXivMath Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAN | Score91.20% | Percentile100.00% | Participants5 | EvidenceC | Evaluated |
| Rank02 | ModelAN | Score86.80% | Percentile75.00% | Participants5 | EvidenceC | Evaluated |
| Rank03 | ModelAN | Score72.20% | Percentile50.00% | Participants5 | EvidenceC | Evaluated |
| Rank04 | ModelTE | Score66.60% | Percentile25.00% | Participants5 | EvidenceC | Evaluated |
| Rank05 | ModelTE | Score52.20% | Percentile0.00% | Participants5 | EvidenceC | Evaluated |
ArXivMath Highlights
The leading models and scores on this benchmark.
ArXivMath Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for ArXivMath
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is ArXivMath?
What ArXivMath measures and how its scores work.
ArXivMath is a benchmark consisting of research-level mathematics problems extracted from recent arXiv paper abstracts and filtered through automated and manual checks.
It measures performance on its mathematics problems using the Score metric, reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- ArXivMath
- Modality
- text
- Primary category
- math
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about ArXivMath.
Which model scores highest on ArXivMath?
Claude Opus 5.5 is currently ranked first with 91.20%.
What are the top three models on ArXivMath?
The current leaders are Claude Opus 5.5 (91.20%), Claude Sonnet 5.5 (86.80%), and Claude Sonnet 5 (72.20%).
Which ArXivMath model has the lowest official input price?
Claude Sonnet 5.5 has the lowest matched official input price at $2.0 input / $10 output per 1M tokens.
Which models are fastest among ArXivMath results?
The fastest matched records are Claude Sonnet 5.5 (42.00 tok/s via Anthropic), Claude Sonnet 5 (42.00 tok/s via Anthropic), and Claude Opus 5.5 (12.33 tok/s via Anthropic).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.