BlogLLM Benchmark Scores as Published, Side by Side
MLE-bench: Results as Published
Every result the catalog holds for MLE-bench: 13 models from 5 developers, read from 3 pages. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area ML EngineeringMaintainer OpenAIIntroduced 2024Data version 2026103001, as of 2026-10-30
MLE-bench tests whether an AI agent can do machine learning engineering end to end. Its tasks are 75 Kaggle competitions: the agent must prepare the data, train models, run experiments and submit predictions. Each submission is placed against the human leaderboard of that competition, and the headline score is the share of competitions in which the agent reaches at least a bronze medal.
MLE-bench
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.6 LunaOpenAI, released 2026-07-09 | 47.6% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
| Claude Sonnet 5Anthropic, released 2026-06-30 | 66.9% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.5 Flash-LiteGoogle, released 2026-07-21 | 39.2% | Google, Gemini 3.5 Flash-Lite model cardchecked 2026-10-15 | - |
| Gemini 3.6 FlashGoogle, released 2026-07-21 | 63.9% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.5 FlashGoogle, released 2026-05-19 | 49.7% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
| Gemini 3.1 Flash-LiteGoogle, released 2026-03-03 | 22% | Google, Gemini 3.5 Flash-Lite model cardchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 42.6% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
| Grok 4.5xAI, released 2026-07-16 | 43.2% | Google, Gemini 3.6 Flash model cardchecked 2026-10-15 | - |
MLE-bench Lite (medal rate)
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| GPT-5.4OpenAI, released 2026-03-05 | 71.2% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| Claude Sonnet 4.6Anthropic, released 2026-02-17 | 72.7% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| Claude Opus 4.6Anthropic, released 2026-02-05 | 75.7% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| Gemini 3.1 Pro PreviewGoogle, released 2026-02-19 | 66.6% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| MiniMax M2.7MiniMax, released 2026-03-18 | 66.6% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
| MiniMax M2.5MiniMax, released 2026-02-12 | 51.5% | MiniMax, MiniMax-M2.7 model cardchecked 2026-10-15 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.