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tensor.news grades benchmarks and tags model claims by evidence status. Every fact carries a source record and provenance. Scores are framed as task performance under a disclosed harness, never as deployed capability.

← Integrity Index

MATH level 5

MATH (competition mathematics)

Rank #39 of 51 · 78 models scored · top score 98.13

BINTEGRITY 73 / 100

Competition math; L5=hardest band

Strongest on discrimination, weakest on contamination resistance. Caveat: the public test set leaves contamination on the table.

consistent harnesspublic test setsaturated

Headroom to ceiling

1.9 headroomtop 98.1ceiling 100

Score distribution

median 61.9GPT-5 98.1051102

State of the art over time

05110298.120232025

Integrity breakdown

Weighted composite. Each signal is computed from the source-backed leaderboard below.

Discrimination30%100

Does it still separate models?

Saturation headroom30%89

How far from ceiling / clustered at the top?

Contamination resistance15%0

Public vs held-out; training-leak risk.

Harness comparability15%100

Apples-to-apples, or mixed / vendor-optimized?

Freshness10%13

How old is the benchmark?

Leaderboard

#ModelScoreEvidenceMeasured
1GPT-598.13reproduced· optimized2025-08-07
2GPT-5 mini97.85reproduced· optimized2025-08-07
3o4-mini97.83reproduced· optimized2025-04-16
4o397.77reproduced· optimized2024-12-20
5Claude Sonnet 4.597.73reproduced· optimized2025-09-29
6Qwen3-Max97.13reproduced· optimized2025-09-05
7DeepSeek-R1 (May 2025)96.64reproduced· optimized2025-05-28
8o3-mini96.49reproduced· optimized2025-01-31
9Claude Haiku 4.596.36reproduced· optimized2025-10-15
10Gemini 2.5 Pro (May 2025)95.9reproduced· optimized2025-05-06
11Gemini 2.5 Pro (Mar 2025)95.56reproduced· optimized2025-03-25
12GPT-5 nano95.24reproduced· optimized2025-08-07
13o194.71reproduced· optimized2024-12-05
14DeepSeek-R193.05reproduced· optimized2025-01-20
15Claude 3.7 Sonnet91.16reproduced· optimized2025-02-24
16Grok-3 mini90.94reproduced· optimized2025-02-19
17o1-mini89.18reproduced· optimized2024-09-12
18Grok 388.75reproduced· optimized2025-02-17
19GPT-4.1 mini87.29reproduced· optimized2025-04-14
20Claude Opus 485.05reproduced· optimized2025-05-22
21Claude Sonnet 484.37reproduced· optimized2025-05-22
22Gemini 2.0 Pro83.46reproduced· optimized2024-12-11
23GPT-4.183.01reproduced· optimized2025-04-14
24Gemini 2.0 Flash (Feb 2025)82.17reproduced· optimized2024-12-11
25o1-preview81.65reproduced· optimized2024-09-12
26Mistral Medium 381.63reproduced· optimized2025-05-07
27GPT-4.578.63reproduced· optimized2025-02-27
28DeepSeek-V3 (Mar 2025)75.55reproduced· optimized2025-03-24
29Gemma 3 27B74.04reproduced· optimized2025-03-12
30Llama 4 Maverick73.02reproduced· optimized2025-04-05
31Gemini 1.5 Pro (Sept 2024)70.39reproduced· optimized2024-09-24
32GPT-4.1 nano70reproduced· optimized2025-04-14
33Qwen3-235B-A22B68.86reproduced· optimized2025-04-28
34Qwen2.5-Max67.18reproduced· optimized2025-01-25
35Phi-464.94reproduced· optimized2024-12-12
36DeepSeek-V364.85reproduced· optimized2024-12-24
37Grok-2 (Dec 2024)63.52reproduced· optimized2024-08-13
38Qwen2.5-72B63.17reproduced· optimized2024-09-19
39Llama 4 Scout62.27reproduced· optimized2025-04-05
40Gemini 1.5 Flash (Sep 2024)61.87reproduced· optimized2024-05-10
41Claude 3.5 Sonnet (October 2024)56.95reproduced· optimized2024-10-22
42GPT-4o (Aug 2024)53.28reproduced· optimized2024-05-13
43GPT-4o mini52.63reproduced· optimized2024-07-18
44Claude 3.5 Sonnet51.68reproduced· optimized2024-06-20
45GPT-4o (May 2024)51.05reproduced· optimized2024-05-13
46Mistral Large 2 (Nov 2024)50.28reproduced· optimized2024-07-24
47Llama 3.1-405B49.77reproduced· optimized2024-07-23
48GPT-4o (Nov 2024)49.77reproduced· optimized2024-05-13
49Mistral Small 3.146.77reproduced· optimized2025-03-17
50GPT-4 Turbo (Apr 2024)46.73reproduced· optimized2024-04-09
51Claude 3.5 Haiku46.36reproduced· optimized2024-10-22
52Mistral Large 2 (Jul 2024)44.82reproduced· optimized2024-07-24
53Llama 3.3 70B41.6reproduced· optimized2024-12-06
54Gemini 1.5 Pro (May 2024)40.75reproduced· optimized2024-05-14
55Llama 3.2 90B39.44reproduced· optimized2024-09-24
56Qwen2-72B39.07reproduced· optimized2024-06-07
57Claude 3 Opus37.48reproduced· optimized2024-03-04
58Llama 3.1-70B36.68reproduced· optimized2024-07-23
59Gemma 2 27B27.89reproduced· optimized2024-06-24
60Gemini 1.5 Flash (May 2024)25.12reproduced· optimized2024-05-10
61Mistral Large24.46reproduced· optimized2024-02-26
62Mixtral 8x22B24.24reproduced· optimized2024-04-17
63GPT-4 (Jun 2023)22.97reproduced· optimized2023-06-13
64Llama 3.1-8B22.88reproduced· optimized2024-07-23
65Llama 3-70B22.55reproduced· optimized2024-04-18
66Gemma 2 9B21.01reproduced· optimized2024-06-24
67Claude 3 Sonnet18.17reproduced· optimized2024-03-04
68phi-3-medium 14B17.56reproduced· optimized2024-04-23
69GPT-3.5 Turbo (Nov 2023)15.89reproduced· optimized2023-06-13
70Claude 3 Haiku14.88reproduced· optimized2024-03-04
71Claude 211.73reproduced· optimized2023-07-11
72GPT-3.5 Turbo (Jan 2024)11.63reproduced· optimized2023-06-13
73Gemini 1.0 Pro11.24reproduced· optimized2023-12-06
74Mistral NeMo10.83reproduced· optimized2024-07-18
75Mixtral 8x7B9.95reproduced· optimized2023-12-11
76Llama 3-8B6.13reproduced· optimized2024-04-18
77Yi-34B5.15reproduced· optimized2023-11-02
78Llama 2-70B3.29reproduced· optimized2023-07-18

At a glance

Models scored
78
Top model
GPT-5
Top score
98.13
Score spread
94.84
Headroom
1.87

Benchmark context

Task type
math
Metric
Exact-match boxed answer (MATH-500 common)
Score ceiling
100
Human baseline
IMO gold ~90%; CS PhD non-specialist ~40%
Construction
12.5k problems from competition archives, difficulty-tagged
Key assumptions
Final-answer match reflects correct reasoning
Limitations
Rewards guessed answers; all public; code interpreter trivializes many
Contamination history
Public since 2021, heavily contaminated/memorized
Harness notes
Single-shot CoT; self-consistency + code tools raise scores markedly
Authors
UC Berkeley (Hendrycks)
Released
2021-03
License
MIT
Source
arxiv.org/abs/2103.03874

Provenance

78 source records · scores from epoch_benchmarks. Every fact on this page is evidence-linked.

Follow the record

Integrity neighbors

  • DeepResearch BenchB · 78
  • Lech Mazur WritingB · 76
  • ARC-AGIB · 74
  • BBHB · 71
  • GSM8KC · 69
  • ScienceQAC · 68

Top models here

  • GPT-598.13
  • GPT-5 mini97.85
  • o4-mini97.83
  • o397.77
  • Claude Sonnet 4.597.73

Head-to-head

  • GPT-5 vs GPT-5 mini
  • GPT-5 vs o4-mini
  • GPT-5 mini vs o4-mini