Swallow - English MT-Bench - Coding: leaderboard
From the Swallow LLM Leaderboard: English MT-Bench, two-turn dialogues graded by GPT-5.2 against reference answers; normalized 0-1 upstream, shown as 0-100, higher is better. This board covers the Coding category: implementing algorithms in Python or C++ and building HTML pages.
Metric: Judge Score (normalized, %). Source: swallow-llm.github.io. Saturation forecast: Estimated already saturated. 68 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5 (Medium) | 87 | #105 (GPT-5) |
| 2 | GPT-5 Mini (2025-08-07) (Medium) | 86.1 | #175 (GPT-5 Mini (2025-08-07)) |
| 3 | O3 Mini (Medium) | 84.2 | #282 (O3 Mini) |
| 4 | GPT-5.4 (2026-03-05) (Medium) | 83.8 | #63 (GPT-5.4 (2026-03-05)) |
| 5 | GPT-4o (2024-08-06) | 82.6 | #343 |
| 6 | GPT-4.1 | 82.3 | #258 |
| 7 | gemma-4-26B-A4B-it (Thinking) | 80.9 | |
| 8 | O3 (2025-04-16) (Medium) | 80.6 | #125 (O3 (2025-04-16)) |
| 9 | GPT-OSS-Swallow-120B-RL-v0.1 (Thinking) | 80.5 | #309 (GPT-OSS-Swallow-120B-RL-v0.1) |
| 10 | GPT-OSS-Swallow-20B-RL-v0.1 (Thinking) | 80.2 | #451 (GPT-OSS-Swallow-20B-RL-v0.1) |
| 11 | Gemma 4 31B (IT) (Thinking) | 79.8 | #178 (Gemma 4 31B (IT)) |
| 12 | Gemma 4 E4B (IT) (Thinking) | 79.3 | |
| 13 | Qwen 3 32B (Thinking) | 79.1 | #449 (Qwen 3 32B) |
| 14 | Qwen 3 Next 80B A3B (Thinking) | 79 | #312 |
| 15 | GPT-OSS-20B (Medium) | 78.5 | #523 (GPT-OSS-20B) |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=swallow-english-mt-bench-coding · How It Works · Data refreshed daily, snapshot 2026-11-05.