OR-Space - Revise: leaderboard
Metric: Pass@1 (%) on Revise-code: update the heuristic source to a revised business requirement, checked against the Gurobi oracle, 100 industrial optimization instances in a filesystem workspace (docs, data and an empty or heuristic src directory), Gurobi 12.0.1 track, API temperature at most 0.1; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 81 |
| 2 | Claude Opus 4.6 | 80 |
| 3 | GPT-5.4 | 79 |
| 4 | Claude Sonnet 4.5 | 78 |
| 5 | GPT-5 Mini | 77 |
| 6 | Claude Sonnet 4.5 (Thinking) | 76 |
| 7 | DeepSeek V4 Pro | 71 |
| 8 | GPT-5.1 | 71 |
| 9 | Gemini 2.5 Pro | 69 |
| 10 | Gemini 2.5 Flash | 66 |
| 11 | DeepSeek R1 0528 | 65 |
| 12 | DeepSeek V4 Flash | 63 |
| 13 | Qwen 3 Max | 60 |
| 14 | Qwen 3.5 27B | 48 |
| 15 | Gemini 3 Flash | 45 |
Interactive version: theaggregate.ai/benchmark?slug=or-space-revise · How It Works · Data refreshed daily, snapshot 2026-10-07.