Swallow - Post-trained English - MATH-500: leaderboard

From the Swallow LLM Leaderboard (Institute of Science Tokyo) post-trained English board, a Swallow-harness rerun that evaluates instruction-tuned and reasoning models. MATH-500 competition mathematics with free-form answers, zero-shot with a chain-of-thought prompt; metric is accuracy. Upstream publishes 0-1 scores; shown as 0-100, higher is better.

Metric: Accuracy (%). Source: swallow-llm.github.io. Saturation forecast: Estimated already saturated. 68 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.4 (2026-03-05) (Medium)99.2#63 (GPT-5.4 (2026-03-05))
2GPT-5 (Medium)99#105 (GPT-5)
3Gemma 4 31B (IT) (Thinking)99#178 (Gemma 4 31B (IT))
4GPT-OSS-Swallow-120B-RL-v0.1 (Thinking)99#309 (GPT-OSS-Swallow-120B-RL-v0.1)
5Qwen 3 235B A22B 2507 (Thinking)98.6#263
6gemma-4-26B-A4B-it (Thinking)98.6
7Qwen 3.5 35B A3B (Thinking)98.4#268 (Qwen 3.5 35B A3B)
8GPT-OSS-Swallow-20B-RL-v0.1 (Thinking)98.4#451 (GPT-OSS-Swallow-20B-RL-v0.1)
9NVIDIA-Nemotron-3-Super-120B-A12B-BF16 (Thinking)98.4#394 (NVIDIA-Nemotron-3-Super-120B-A12B-BF16)
10Qwen 3 235B A22B 2507 Instruct98.2#315
11Qwen3-Swallow-32B-RL-v0.2 (Thinking)98.2#374 (Qwen3-Swallow-32B-RL-v0.2)
12Qwen 3 Next 80B A3B (Thinking)98#312
13Qwen 3 Next 80B A3B Instruct98#381
14O3 (2025-04-16) (Medium)97.8#125 (O3 (2025-04-16))
15Qwen 3 32B (Thinking)97.6#449 (Qwen 3 32B)

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=swallow-post-trained-english-math-500 · How It Works · Data refreshed daily, snapshot 2026-11-05.