Benchmark · math

MATH-500

saturated 18 results 17 models

MATH-500 is a 500-problem subset of the MATH competition-mathematics dataset, used to test a model's ability to solve challenging math problems. The score is the percentage of problems whose final answer the model gets correct.

Read more
Example
A typical item is a competition-style math problem — for instance an algebra, geometry, or number-theory question that asks for a single final answer (like a number or a closed-form expression) after several steps of reasoning.
Scoring
The score is the share of the 500 problems the model answers correctly, i.e. accuracy = correct final answers / 500, reported as a percentage.
Verification
A problem counts as solved when the model's final answer matches the reference answer exactly (an automatic equivalence check of the final answer, not of the intermediate steps).
Why it matters
It is a compact, widely used yardstick for mathematical reasoning that runs faster than the full MATH set, so it is a common quick check when comparing reasoning models.
Worked example
Task
For certain values of $k$, the quadratic $x^2 - kx + 16 = 0$ has only positive integer roots. Find the sum of all distinct possible values of $k$.
Solution
Roots $r,s$: $rs=16$, $k=r+s$. Pairs $(1,16),(2,8),(4,4)\Rightarrow k\in\{17,10,8\}$. Distinct sum $=17+10+8=\boxed{35}$.
Walkthrough
The roots $r,s$ are positive integers with $rs=16$ and $k=r+s$; the factor pairs $(1,16),(2,8),(4,4)$ give $k=17,10,8$, so the distinct sum is $35$. MATH-500 grades by exact match of the normalized final \boxed{} answer, so only $35$ counts.
0 25 50 75 100 2024-02-05 2025-04-21 2026-07-07 DeepSeekMath 7B · 51.7 · 2024-02-05 Grok-1.5 · 50.6 · 2024-03-28 Claude 3.5 Sonnet · 71.1 · 2024-06-20 Claude 3.5 Sonnet · 82.2 · 2025-02-26 QwQ-32B-Preview · 90.6 · 2024-11-28 Kimi k1.5 · 96.2 · 2025-01-22 Kimi k1.5 (short-CoT) · 94.6 · 2025-01-22 DeepSeek-R1 · 97.3 · 2025-01-22 DeepSeek-R1-Distill-Qwen-32B · 94.3 · 2025-01-22 LIMO · 94.8 · 2025-02-05 Claude 3.7 Sonnet · 96.2 · 2025-02-26 Gemini 2.0 Flash · 90.9 · 2025-04-15 Phi-4-Mini-Reasoning · 3.2 · 2025-04-30 Llama-8B · 89.1 · 2025-04-30 Qwen-1.5B · 83.9 · 2025-04-30 GLM-4.5 · 98.2 · 2025-08-06 Qwen3.6-27B · 87 · 2026-07-07 Qwen3.6-27B-DFlash · 86 · 2026-07-07
DeepSeekMath 7B Grok-1.5 Claude 3.5 Sonnet QwQ-32B-Preview Kimi k1.5 Kimi k1.5 (short-CoT) DeepSeek-R1 DeepSeek-R1-Distill-Qwen-32B LIMO Claude 3.7 Sonnet Gemini 2.0 Flash Phi-4-Mini-Reasoning Llama-8B Qwen-1.5B GLM-4.5 Qwen3.6-27B Qwen3.6-27B-DFlash
Timeline
Date Model Score Source
2026-07-07 Qwen3.6-27B 87.0% DFlash merged in llama.cpp yields 4.44x speedup on Qwen 3.6 27B
2026-07-07 Qwen3.6-27B-DFlash 86.0% DFlash merged in llama.cpp yields 4.44x speedup on Qwen 3.6 27B
2025-08-06 GLM-4.5 98.2% Zhipu AI releases GLM-4.5 models matching Claude and DeepSeek
2025-04-30 Phi-4-Mini-Reasoning 3.2% Microsoft releases Phi-4-Mini-Reasoning, a 3.8B model outperforming larger reasoning models
2025-04-30 Llama-8B 89.1% Microsoft releases Phi-4-Mini-Reasoning, a 3.8B model outperforming larger reasoning models
2025-04-30 Qwen-1.5B 83.9% Microsoft releases Phi-4-Mini-Reasoning, a 3.8B model outperforming larger reasoning models
2025-04-15 Gemini 2.0 Flash 90.9% Google releases Gemini 2.0 Flash with enhanced quality and twice the speed of Gemini 1.5 Pro
2025-02-26 Claude 3.7 Sonnet 96.2% Benchmark comparison of Claude 3.7 Sonnet, o3-mini, R1, and Grok 3 Beta
2025-02-26 Claude 3.5 Sonnet 82.2% Benchmark comparison of Claude 3.7 Sonnet, o3-mini, R1, and Grok 3 Beta
2025-02-05 LIMO 94.8% GAIR-NLP releases LIMO, achieving strong math reasoning with 817 samples
2025-01-22 Kimi k1.5 96.2% Kimi k1.5 scales reinforcement learning with LLMs to match o1 and beat short-CoT models
2025-01-22 Kimi k1.5 (short-CoT) 94.6% Kimi k1.5 scales reinforcement learning with LLMs to match o1 and beat short-CoT models
2025-01-22 DeepSeek-R1 97.3% DeepSeek releases R1 reasoning models via reinforcement learning
2025-01-22 DeepSeek-R1-Distill-Qwen-32B 94.3% DeepSeek releases R1 reasoning models via reinforcement learning
2024-11-28 QwQ-32B-Preview 90.6% Qwen releases QwQ-32B-Preview, an experimental reasoning model
2024-06-20 Claude 3.5 Sonnet 71.1% Anthropic releases Claude 3.5 Sonnet addendum with improved coding and vision benchmarks
2024-03-28 Grok-1.5 50.6% xAI releases Grok-1.5 with improved reasoning and 128K context
2024-02-05 DeepSeekMath 7B 51.7% DeepSeekMath 7B achieves 51.7% on MATH benchmark using GRPO and curated data