We check our own citations, and most of them do not hold. Every row that carries a link of its own was refetched and read: the figure has to appear inside one block of the page that names only this model. 57 of 230 passed, 9 could not be read at all. The largest single failure is Terminal-Bench 2: 104 rows across 35 models whose cited page no longer carries the value recorded. A leaderboard is a living page, so a figure recorded when it was there can be gone by the time you follow the link. The measurements are not thereby wrong. The citations, as printed, no longer support them, and saying so is the entire point of this project.
A ranking is a view over these. Most of the disagreement on this board is not between runners, because for nineteen of our benchmarks only one party publishes numbers at all. It is between CONFIGURATIONS of the same model: on DeepSWE, one model at one runner on one harness scores 1.5 at low effort and 67.2 at maximum. That dial is almost never published beside the score, which is the reason these pages exist.
| Model and benchmark | Spread | Rows | Configs | Runners | What is here |
|---|---|---|---|---|---|
| Gemini 3 Flash Preview
Terminal-Bench 2 |
16.9 | 4 | 2 | 2 | undeclared difference, 3.6 points vendor claim +0.7 against an independent run |
| Gemini 3 Deep Think Preview
ARC-AGI-2 |
39.4 | 2 | 1 | 1 | undeclared difference, 39.4 points |
| Gemini 3 Flash Preview
ARC-AGI-2 |
32.4 | 4 | 1 | 1 | undeclared difference, 32.4 points |
| Claude Opus 4.7
ARC-AGI-2 |
13.8 | 6 | 4 | 1 | undeclared difference, 0.0 points |
| Claude 4.5 Opus
Humanity's Last Exam |
11.0 | 2 | 1 | 1 | undeclared difference, 11.0 points |
| Claude Sonnet 4.5
Humanity's Last Exam |
6.2 | 2 | 1 | 1 | undeclared difference, 6.2 points |
| Claude Opus 4.6
ARC-AGI-2 |
4.6 | 4 | 1 | 1 | undeclared difference, 4.6 points |
| Claude 4 Opus
Humanity's Last Exam |
4.0 | 2 | 1 | 1 | undeclared difference, 4.0 points |
| Claude 4.1 Opus
Humanity's Last Exam |
3.6 | 2 | 1 | 1 | undeclared difference, 3.6 points |
| Claude Opus 4.6
SWE-bench Verified (Epoch's own run) |
3.1 | 2 | 1 | 1 | undeclared difference, 3.1 points |
| Claude 4 Sonnet
Humanity's Last Exam |
2.2 | 2 | 1 | 1 | undeclared difference, 2.2 points |
| Claude Opus 5
ARC-AGI-2 |
2.1 | 3 | 2 | 1 | undeclared difference, 2.1 points |
| GPT-5.1 (2025-11-13)
SWE-bench Verified (Epoch's own run) |
2.1 | 2 | 1 | 1 | undeclared difference, 2.1 points |
| Gemini 3.1 Pro Preview
ARC-AGI-2 |
0.0 | 2 | 1 | 1 | undeclared difference, 0.0 points |
| GLM 5.1
Humanity's Last Exam |
23.2 | 4 | 2 | 1 | vendor claim +1.9 against an independent run 1 unchecked vendor number |
| GPT-5.1 Codex
Terminal-Bench 2 |
20.9 | 5 | 3 | 2 | vendor claim +4.3 against an independent run |
| Gemini 3.1 Pro Preview
Terminal-Bench 2 |
20.8 | 5 | 4 | 2 | vendor claim -3.6 against an independent run |
| GPT-5.1 Codex mini
Terminal-Bench 2 |
18.5 | 3 | 2 | 2 | vendor claim 0.0 against an independent run |
| Gemini 2.5 Pro
Terminal-Bench 2 |
16.2 | 8 | 4 | 1 | vendor claim +13.0 against an independent run |
| Claude Haiku 4.5
Terminal-Bench 2 |
15.9 | 9 | 4 | 1 | vendor claim +8.0 against an independent run |
| GPT-5 (2025-08-07)
Terminal-Bench 2 |
15.7 | 8 | 4 | 1 | vendor claim +14.4 against an independent run |
| GPT-5 Nano (2025-08-07)
Terminal-Bench 2 |
14.8 | 9 | 5 | 2 | vendor claim +1.6 against an independent run |
| GPT-5 mini (2025-08-07)
Terminal-Bench 2 |
12.6 | 10 | 5 | 2 | vendor claim +5.6 against an independent run |
| x-AI/Grok-Code-Fast 1
Terminal-Bench 2 |
11.6 | 4 | 2 | 1 | vendor claim +11.6 against an independent run |
| Claude Opus 4.6
Terminal-Bench 2 |
9.9 | 12 | 5 | 2 | vendor claim -0.6 against an independent run |
| GPT-5.3 Codex
Terminal-Bench 2 |
9.3 | 10 | 7 | 1 | vendor claim -1.1 against an independent run |
| Gemini 3 Pro Preview
Terminal-Bench 2 |
5.3 | 8 | 4 | 1 | vendor claim +8.3 against an independent run |
| Gta1 W/ o3
OSWorld |
4.5 | 3 | 2 | 1 | vendor claim -3.4 against an independent run |
| GPT-OSS 120B
Terminal-Bench 2 |
4.5 | 4 | 2 | 1 | vendor claim +4.5 against an independent run |
| GLM 5.1
IMOAnswerBench |
4.3 | 3 | 2 | 1 | vendor claim -3.0 against an independent run |
| Grok 4.0709
Terminal-Bench 2 |
4.1 | 6 | 3 | 1 | vendor claim +1.8 against an independent run |
| Claude 4.5 Opus
Terminal-Bench 2 |
4.0 | 10 | 2 | 1 | vendor claim +4.0 against an independent run |
| Claude 4.1 Opus
Terminal-Bench 2 |
3.2 | 8 | 4 | 1 | vendor claim +2.9 against an independent run |
| GPT-5 Codex
Terminal-Bench 2 |
3.0 | 6 | 3 | 1 | vendor claim +0.9 against an independent run |
| Claude Sonnet 4.5
Terminal-Bench 2 |
2.7 | 12 | 5 | 2 | vendor claim +3.9 against an independent run |
| Jedi 7B W/ GPT-4o
OSWorld |
2.5 | 6 | 3 | 1 | vendor claim +0.0 against an independent run |
| GPT-5.2 (2025-12-11)
Terminal-Bench 2 |
2.0 | 6 | 2 | 1 | vendor claim +2.0 against an independent run |
| Qwen3 Coder 480B A35B Instruct
Terminal-Bench 2 |
1.5 | 5 | 2 | 1 | vendor claim +3.3 against an independent run |
| Kimi K2 Instruct
Terminal-Bench 2 |
1.1 | 4 | 2 | 1 | vendor claim +1.1 against an independent run |
| GPT-OSS 20B
Terminal-Bench 2 |
0.3 | 4 | 2 | 1 | vendor claim +0.3 against an independent run |
| Claude 3.7 Sonnet
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim +0.9 against an independent run |
| Claude 4 Opus
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim +2.0 against an independent run |
| Claude 4.1 Opus
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim -1.5 against an independent run |
| Claude 4.5 Opus
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim +0.2 against an independent run |
| Claude Sonnet 4.5
Cybench |
0.0 | 2 | 1 | 1 | vendor claim +5.0 against an independent run |
| Claude Sonnet 4.6
Terminal-Bench 2 |
0.0 | 2 | 1 | 1 | vendor claim 0.0 against an independent run |
| GLM 5.1
Terminal-Bench 2 |
0.0 | 4 | 1 | 1 | vendor claim +2.7 against an independent run 2 unchecked vendor numbers |
| GPT-5 (2025-08-07)
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim +4.8 against an independent run |
| GPT-5.1 (2025-11-13)
Terminal-Bench 2 |
0.0 | 2 | 1 | 1 | vendor claim 0.0 against an independent run |
| GPT-5.4 (2026-03-05)
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim 0.0 against an independent run |
| Kimi K2 Thinking
Terminal-Bench 2 |
0.0 | 2 | 1 | 1 | vendor claim 0.0 against an independent run |
| MiniMax-M2.5
Terminal-Bench 2 |
0.0 | 2 | 1 | 1 | vendor claim -0.5 against an independent run |
| MiniMax-M3
SWE-bench Verified (Epoch's own run) |
0.0 | 2 | 1 | 1 | vendor claim +5.7 against an independent run |
| o3 (2025-04-16)
METR time horizons |
0.0 | 2 | 1 | 1 | vendor claim +3.4 against an independent run |
| Z-AI/GLM 4.6
Terminal-Bench 2 |
0.0 | 2 | 1 | 1 | vendor claim 0.0 against an independent run |
| GPT-5.6 Luna
DeepSWE |
65.6 | 5 | 5 | 1 | configuration spread only |
| GPT-5.6 Terra
ARC-AGI-2 |
65.2 | 5 | 5 | 1 | configuration spread only |
| Gemini 3.5 Flash
ARC-AGI-2 |
63.2 | 2 | 2 | 1 | configuration spread only |
| GPT-5.4 mini (2026-03-17)
OTIS Mock AIME 2024-2025 |
62.2 | 3 | 3 | 1 | configuration spread only |
| DeepSeek V4 Pro 0813
ARC-AGI-2 |
60.4 | 4 | 4 | 1 | configuration spread only |
| DeepSeek V4 Flash 0731
ARC-AGI-2 |
59.3 | 4 | 4 | 1 | configuration spread only |
| GPT-5.6 Luna
OTIS Mock AIME 2024-2025 |
58.3 | 3 | 3 | 1 | configuration spread only |
| Gemini 3.6 Flash
ARC-AGI-2 |
57.8 | 4 | 4 | 1 | configuration spread only |
| GLM-5.2
OTIS Mock AIME 2024-2025 |
57.5 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Luna
ARC-AGI-2 |
54.4 | 5 | 5 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
ARC-AGI-2 |
52.1 | 5 | 5 | 1 | configuration spread only |
| GPT-5.5
ARC-AGI-2 |
51.7 | 4 | 4 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
OTIS Mock AIME 2024-2025 |
50.8 | 4 | 4 | 1 | configuration spread only |
| DeepSeek V4 Pro
OTIS Mock AIME 2024-2025 |
50.0 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Sol
ARC-AGI-2 |
50.0 | 5 | 5 | 1 | configuration spread only |
| Kimi K3
ARC-AGI-2 |
48.1 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Terra
OTIS Mock AIME 2024-2025 |
46.4 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Terra
DeepSWE |
45.6 | 5 | 5 | 1 | configuration spread only |
| GPT-5 Nano (2025-08-07)
OTIS Mock AIME 2024-2025 |
45.5 | 4 | 4 | 1 | configuration spread only |
| GPT-5.4 (2026-03-05)
ARC-AGI-2 |
44.8 | 4 | 4 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
OTIS Mock AIME 2024-2025 |
44.7 | 3 | 3 | 1 | configuration spread only |
| MiniMax-M3
OTIS Mock AIME 2024-2025 |
44.4 | 2 | 2 | 1 | configuration spread only |
| Claude 4 Sonnet
OTIS Mock AIME 2024-2025 |
42.2 | 4 | 4 | 1 | configuration spread only |
| Claude Sonnet 4.5
OTIS Mock AIME 2024-2025 |
42.2 | 4 | 4 | 1 | configuration spread only |
| Gemini 3.1 Flash Lite
OTIS Mock AIME 2024-2025 |
42.2 | 3 | 3 | 1 | configuration spread only |
| GPT-5.4 Nano (2026-03-17)
OTIS Mock AIME 2024-2025 |
41.1 | 3 | 3 | 1 | configuration spread only |
| Inkling Small
ARC-AGI-2 |
40.1 | 6 | 6 | 1 | configuration spread only |
| GPT-5.5
DeepSWE |
40.0 | 4 | 4 | 1 | configuration spread only |
| GPT-5.4 (2026-03-05)
OTIS Mock AIME 2024-2025 |
40.0 | 5 | 5 | 1 | configuration spread only |
| Grok 4.6
ARC-AGI-2 |
39.4 | 4 | 4 | 1 | configuration spread only |
| Claude 4.5 Opus
OTIS Mock AIME 2024-2025 |
38.0 | 3 | 3 | 1 | configuration spread only |
| Claude 3.7 Sonnet
OTIS Mock AIME 2024-2025 |
35.8 | 4 | 4 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
OTIS Mock AIME 2024-2025 |
33.9 | 5 | 5 | 1 | configuration spread only |
| Qwen 3 8B
OTIS Mock AIME 2024-2025 |
33.9 | 2 | 2 | 1 | configuration spread only |
| o3 mini (2025-01-31)
OTIS Mock AIME 2024-2025 |
32.5 | 3 | 3 | 1 | configuration spread only |
| Gemini 3.7 Flash
ARC-AGI-2 |
31.7 | 3 | 3 | 1 | configuration spread only |
| GPT-5 mini (2025-08-07)
OTIS Mock AIME 2024-2025 |
31.1 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Sol
OTIS Mock AIME 2024-2025 |
31.1 | 3 | 3 | 1 | configuration spread only |
| Claude Haiku 4.5
OTIS Mock AIME 2024-2025 |
30.8 | 2 | 2 | 1 | configuration spread only |
| Claude 4.5 Opus
ARC-AGI-2 |
29.9 | 4 | 4 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
FrontierMath |
28.9 | 4 | 4 | 1 | configuration spread only |
| Claude 4.1 Opus
OTIS Mock AIME 2024-2025 |
28.9 | 3 | 3 | 1 | configuration spread only |
| Kimi K3
OTIS Mock AIME 2024-2025 |
28.3 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Luna
GPQA Diamond (Epoch's own run) |
28.0 | 3 | 3 | 1 | configuration spread only |
| GPT-5.6 Sol
DeepSWE |
27.3 | 5 | 5 | 1 | configuration spread only |
| GPT-5.5
OTIS Mock AIME 2024-2025 |
26.7 | 2 | 2 | 1 | configuration spread only |
| Grok 4.6
DeepSWE |
25.8 | 4 | 4 | 1 | configuration spread only |
| GPT-OSS 20B
OTIS Mock AIME 2024-2025 |
25.0 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.8
LMArena Agent |
24.6 | 2 | 2 | 1 | configuration spread only |
| o3 (2025-04-16)
OTIS Mock AIME 2024-2025 |
24.4 | 3 | 3 | 1 | configuration spread only |
| Qwen3.6 27B
OTIS Mock AIME 2024-2025 |
24.4 | 2 | 2 | 1 | configuration spread only |
| o4 mini (2025-04-16)
OTIS Mock AIME 2024-2025 |
23.9 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 5
DeepSWE |
23.3 | 5 | 5 | 1 | configuration spread only |
| GPT-5.5
ALE-Bench |
23.3 | 3 | 3 | 1 | configuration spread only |
| GPT-5.4 Nano (2026-03-17)
GPQA Diamond (Epoch's own run) |
22.9 | 3 | 3 | 1 | configuration spread only |
| GPT-5.4 mini (2026-03-17)
GPQA Diamond (Epoch's own run) |
22.7 | 3 | 3 | 1 | configuration spread only |
| DeepSeek V4 Pro
LMArena Agent |
22.6 | 2 | 2 | 1 | configuration spread only |
| Claude 4 Opus
OTIS Mock AIME 2024-2025 |
22.2 | 3 | 3 | 1 | configuration spread only |
| GPT-5 Nano (2025-08-07)
GPQA Diamond (Epoch's own run) |
21.0 | 4 | 4 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
GPQA Diamond (Epoch's own run) |
21.0 | 3 | 3 | 1 | configuration spread only |
| Coact 1
OSWorld |
20.9 | 4 | 4 | 1 | configuration spread only |
| GLM-5.2
GPQA Diamond (Epoch's own run) |
20.6 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 4.5
OSWorld |
20.0 | 3 | 3 | 1 | configuration spread only |
| Gemini 3.5 Flash Lite
OTIS Mock AIME 2024-2025 |
20.0 | 3 | 3 | 1 | configuration spread only |
| o1 (2024-12-17)
OTIS Mock AIME 2024-2025 |
20.0 | 3 | 3 | 1 | configuration spread only |
| Grok 4.5
ARC-AGI-2 |
19.6 | 3 | 3 | 1 | configuration spread only |
| Qwen3.5 9B
OTIS Mock AIME 2024-2025 |
18.9 | 2 | 2 | 1 | configuration spread only |
| GPT-5.5
Terminal-Bench 2 |
18.6 | 5 | 5 | 1 | configuration spread only |
| GPT-5.4 (2026-03-05)
GPQA Diamond (Epoch's own run) |
18.6 | 5 | 5 | 1 | configuration spread only |
| Claude Opus 4.8
DeepSWE |
18.2 | 5 | 5 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
GPQA Diamond (Epoch's own run) |
18.2 | 5 | 5 | 1 | configuration spread only |
| GPT-5.4 mini (2026-03-17)
ARC-AGI-2 |
17.8 | 4 | 4 | 1 | configuration spread only |
| Qwen3.6 35B A3B
OTIS Mock AIME 2024-2025 |
17.8 | 2 | 2 | 1 | configuration spread only |
| DeepSeek V4 Pro
GPQA Diamond (Epoch's own run) |
17.7 | 3 | 3 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
ARC-AGI-2 |
17.2 | 4 | 4 | 1 | configuration spread only |
| Agent S2.5 W/ o3
OSWorld |
17.0 | 3 | 3 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
Humanity's Last Exam |
16.9 | 2 | 2 | 1 | configuration spread only |
| GPT-5.6 Terra
GPQA Diamond (Epoch's own run) |
16.0 | 3 | 3 | 1 | configuration spread only |
| GPT-5.2 Pro (2025-12-11)
ARC-AGI-2 |
15.7 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.5 Flash
OTIS Mock AIME 2024-2025 |
15.6 | 3 | 3 | 1 | configuration spread only |
| Grok 3 mini Beta
OTIS Mock AIME 2024-2025 |
15.6 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 5
DeepSWE |
15.5 | 5 | 5 | 1 | configuration spread only |
| Claude Opus 4.6
Humanity's Last Exam |
15.4 | 2 | 2 | 1 | configuration spread only |
| GPT-5.4 (2026-03-05)
ALE-Bench |
14.9 | 3 | 3 | 1 | configuration spread only |
| GPT-OSS 20B
GPQA Diamond (Epoch's own run) |
14.8 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 5
OTIS Mock AIME 2024-2025 |
14.7 | 2 | 2 | 1 | configuration spread only |
| Claude Sonnet 4.6
OTIS Mock AIME 2024-2025 |
14.7 | 4 | 4 | 1 | configuration spread only |
| Grok 3 mini Beta
Aider Polyglot |
14.6 | 2 | 2 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
GPQA Diamond (Epoch's own run) |
14.4 | 3 | 3 | 1 | configuration spread only |
| Gemini 3.6 Flash
OTIS Mock AIME 2024-2025 |
14.2 | 3 | 3 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
FrontierMath |
14.2 | 4 | 4 | 1 | configuration spread only |
| o4 mini (2025-04-16)
FrontierMath |
14.1 | 3 | 3 | 1 | configuration spread only |
| OpenAI o3
OSWorld |
13.9 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.8
OTIS Mock AIME 2024-2025 |
13.9 | 3 | 3 | 1 | configuration spread only |
| DeepSeek V4 Pro
ALE-Bench |
13.8 | 2 | 2 | 1 | configuration spread only |
| GPT-5.5
GPQA Diamond (Epoch's own run) |
13.4 | 2 | 2 | 1 | configuration spread only |
| Qwen3.7 Plus
OTIS Mock AIME 2024-2025 |
13.3 | 2 | 2 | 1 | configuration spread only |
| Claude 4 Sonnet (2025-05-14)
OSWorld |
12.7 | 3 | 3 | 1 | configuration spread only |
| Claude 3.7 Sonnet
GPQA Diamond (Epoch's own run) |
12.5 | 4 | 4 | 1 | configuration spread only |
| Claude Fable 5
ARC-AGI-2 |
12.4 | 5 | 5 | 1 | configuration spread only |
| Gemini 3.7 Flash
DeepSWE |
11.7 | 3 | 3 | 1 | configuration spread only |
| Claude 4 Sonnet
GPQA Diamond (Epoch's own run) |
11.6 | 4 | 4 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
APEX Agents |
11.4 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.7
OTIS Mock AIME 2024-2025 |
11.1 | 2 | 2 | 1 | configuration spread only |
| Agent S2 W/ Gemini 2.5 Pro
OSWorld |
11.1 | 2 | 2 | 1 | configuration spread only |
| Gemini 2.5 Flash 0520
Aider Polyglot |
11.1 | 2 | 2 | 1 | configuration spread only |
| Claude Haiku 4.5
GPQA Diamond (Epoch's own run) |
10.7 | 2 | 2 | 1 | configuration spread only |
| GPT-5.6 Sol
GPQA Diamond (Epoch's own run) |
10.7 | 3 | 3 | 1 | configuration spread only |
| Claude Fable 5
DeepSWE |
10.3 | 5 | 5 | 1 | configuration spread only |
| Claude Sonnet 5
GPQA Diamond (Epoch's own run) |
10.2 | 2 | 2 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
ALE-Bench |
10.1 | 2 | 2 | 1 | configuration spread only |
| DeepSeek V4 Flash
ALE-Bench |
10.1 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 4.8
ARC-AGI-2 |
9.9 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 4.5
ARC-AGI-2 |
9.9 | 5 | 5 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
ARC-AGI-2 |
9.9 | 4 | 4 | 1 | configuration spread only |
| MiniMax-M3
GPQA Diamond (Epoch's own run) |
9.6 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.5 Flash Lite
ARC-AGI-2 |
9.4 | 4 | 4 | 1 | configuration spread only |
| Qwen 3 8B
GPQA Diamond (Epoch's own run) |
9.3 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.5 Flash Lite
GPQA Diamond (Epoch's own run) |
9.1 | 3 | 3 | 1 | configuration spread only |
| o3 (2025-04-16)
FrontierMath |
9.0 | 3 | 3 | 1 | configuration spread only |
| Qwen3.7 Flash
OTIS Mock AIME 2024-2025 |
8.9 | 2 | 2 | 1 | configuration spread only |
| o3 mini (2025-01-31)
GPQA Diamond (Epoch's own run) |
8.8 | 3 | 3 | 1 | configuration spread only |
| Claude 3.7 Sonnet
OSWorld |
8.7 | 3 | 3 | 1 | configuration spread only |
| Claude 4 Opus
ARC-AGI-2 |
8.6 | 4 | 4 | 1 | configuration spread only |
| Jedi 7B W/ o3
OSWorld |
8.6 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 4.5
GPQA Diamond (Epoch's own run) |
8.6 | 4 | 4 | 1 | configuration spread only |
| Claude Sonnet 4.6
GPQA Diamond (Epoch's own run) |
8.6 | 4 | 4 | 1 | configuration spread only |
| Qwen2.5 Coder 32B Instruct
Aider Polyglot |
8.4 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.6 Flash
GPQA Diamond (Epoch's own run) |
8.3 | 3 | 3 | 1 | configuration spread only |
| Kimi K3
GPQA Diamond (Epoch's own run) |
8.3 | 3 | 3 | 1 | configuration spread only |
| Doubao 1.5 Thinking Vision Pro 250717
OSWorld |
8.1 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.1 Flash Lite
GPQA Diamond (Epoch's own run) |
8.1 | 3 | 3 | 1 | configuration spread only |
| GPT-5.5
LMArena Agent |
7.5 | 3 | 3 | 1 | configuration spread only |
| GLM-5.2
DeepSWE |
7.5 | 2 | 2 | 1 | configuration spread only |
| Opencua 72B Preview
OSWorld |
7.1 | 3 | 3 | 1 | configuration spread only |
| Claude 4 Opus
GPQA Diamond (Epoch's own run) |
7.1 | 2 | 2 | 1 | configuration spread only |
| Claude Fable 5
GPQA Diamond (Epoch's own run) |
7.1 | 3 | 3 | 1 | configuration spread only |
| GPT-5 mini (2025-08-07)
FrontierMath |
6.9 | 2 | 2 | 1 | configuration spread only |
| Gemini 3 Flash (Preview)
LMArena WebDev |
6.9 | 2 | 2 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
Aider Polyglot |
6.7 | 3 | 3 | 1 | configuration spread only |
| Qwen3.5 397B A17B
OTIS Mock AIME 2024-2025 |
6.7 | 2 | 2 | 1 | configuration spread only |
| o3 mini (2025-01-31)
Aider Polyglot |
6.6 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.5 Flash
GPQA Diamond (Epoch's own run) |
6.4 | 3 | 3 | 1 | configuration spread only |
| Agent S3 W/ GPT-5 Bbon
OSWorld |
6.4 | 2 | 2 | 1 | configuration spread only |
| Gemini 3 Flash Preview
GPQA Diamond (Epoch's own run) |
6.2 | 2 | 2 | 1 | configuration spread only |
| Qwen3.7 Plus
GPQA Diamond (Epoch's own run) |
6.1 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 5
GPQA Diamond (Epoch's own run) |
6.0 | 3 | 3 | 1 | configuration spread only |
| Doubao 1.5 Thinking Vision Pro 250428
OSWorld |
6.0 | 2 | 2 | 1 | configuration spread only |
| Claude Sonnet 4.5
FrontierMath |
5.9 | 3 | 3 | 1 | configuration spread only |
| Opencua 32B
OSWorld |
5.7 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.8
GPQA Diamond (Epoch's own run) |
5.7 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 5
OTIS Mock AIME 2024-2025 |
5.6 | 3 | 3 | 1 | configuration spread only |
| Computer Use Preview
OSWorld |
5.4 | 3 | 3 | 1 | configuration spread only |
| Claude 4.5 Opus
GPQA Diamond (Epoch's own run) |
5.4 | 3 | 3 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
FrontierMath |
5.2 | 2 | 2 | 1 | configuration spread only |
| Claude 4 Sonnet
ARC-AGI-2 |
5.1 | 4 | 4 | 1 | configuration spread only |
| Claude 4 Sonnet
Aider Polyglot |
4.9 | 2 | 2 | 1 | configuration spread only |
| Agentic Lybic Maestro
OSWorld |
4.9 | 2 | 2 | 1 | configuration spread only |
| GLM 5.1
SWE-bench Verified (Epoch's own run) |
4.8 | 5 | 5 | 3 | configuration spread only |
| Mimo-V2-Flash
LMArena WebDev |
4.7 | 2 | 2 | 1 | configuration spread only |
| o3 (2025-04-16)
ARC-AGI-2 |
4.5 | 3 | 3 | 1 | configuration spread only |
| Claude 3.7 Sonnet
Aider Polyglot |
4.5 | 2 | 2 | 1 | configuration spread only |
| o4 mini (2025-04-16)
ARC-AGI-2 |
4.4 | 3 | 3 | 1 | configuration spread only |
| o3 (2025-04-16)
Aider Polyglot |
4.4 | 3 | 3 | 2 | configuration spread only |
| o4 mini (2025-04-16)
GPQA Diamond (Epoch's own run) |
4.4 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.8
ALE-Bench |
4.3 | 2 | 2 | 1 | configuration spread only |
| o3 mini (2025-01-31)
FrontierMath |
4.3 | 2 | 2 | 1 | configuration spread only |
| GPT-5.4 Nano (2026-03-17)
ARC-AGI-2 |
4.2 | 4 | 4 | 1 | configuration spread only |
| Gemini 3.5 Flash
LMArena Agent |
4.1 | 2 | 2 | 1 | configuration spread only |
| Claude 4.1 Opus
GPQA Diamond (Epoch's own run) |
4.0 | 3 | 3 | 1 | configuration spread only |
| Gemini 2.5 Pro Preview 0605
Aider Polyglot |
4.0 | 2 | 2 | 1 | configuration spread only |
| o4 mini (2025-04-16)
Humanity's Last Exam |
3.8 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 4.7
GPQA Diamond (Epoch's own run) |
3.8 | 2 | 2 | 1 | configuration spread only |
| GPT-5 mini (2025-08-07)
ARC-AGI-2 |
3.6 | 4 | 4 | 1 | configuration spread only |
| GPT-5 mini (2025-08-07)
GPQA Diamond (Epoch's own run) |
3.4 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.6
OTIS Mock AIME 2024-2025 |
3.3 | 3 | 3 | 1 | configuration spread only |
| Opencua Qwen2.7b
OSWorld |
3.2 | 3 | 3 | 1 | configuration spread only |
| Grok 3 mini Beta
FrontierMath |
3.1 | 2 | 2 | 1 | configuration spread only |
| Uitars 72B Dpo
OSWorld |
3.1 | 3 | 3 | 1 | configuration spread only |
| Opencua A3b
OSWorld |
3.0 | 3 | 3 | 1 | configuration spread only |
| o3 mini (2025-01-31)
ARC-AGI-2 |
3.0 | 3 | 3 | 1 | configuration spread only |
| OpenAI o3-pro (2025-06-10)
ARC-AGI-2 |
2.9 | 3 | 3 | 1 | configuration spread only |
| o1 mini (2024-09-12)
GPQA Diamond (Epoch's own run) |
2.9 | 2 | 2 | 1 | configuration spread only |
| Claude Haiku 4.5
ARC-AGI-2 |
2.8 | 5 | 5 | 1 | configuration spread only |
| Gemini 3 Flash Preview
OTIS Mock AIME 2024-2025 |
2.8 | 2 | 2 | 1 | configuration spread only |
| Uipath Screen Agent W/ Opus 4.5
OSWorld |
2.7 | 2 | 2 | 1 | configuration spread only |
| GPT-5 Nano (2025-08-07)
ARC-AGI-2 |
2.6 | 4 | 4 | 1 | configuration spread only |
| Opencua 7B
OSWorld |
2.6 | 3 | 3 | 1 | configuration spread only |
| o1 (2024-12-17)
GPQA Diamond (Epoch's own run) |
2.5 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.6
FrontierMath |
2.4 | 4 | 4 | 1 | configuration spread only |
| Claude Fable 5
OTIS Mock AIME 2024-2025 |
2.2 | 3 | 3 | 1 | configuration spread only |
| o1 mini (2024-09-12)
OTIS Mock AIME 2024-2025 |
2.2 | 2 | 2 | 1 | configuration spread only |
| GPT-5.6 Sol
APEX Agents |
2.2 | 3 | 3 | 1 | configuration spread only |
| MiniMax-M2.7
Terminal-Bench 2 |
2.2 | 2 | 2 | 1 | configuration spread only |
| Gemini 3 Flash (Preview)
LMArena Text (style-controlled) |
2.2 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 4.6
GPQA Diamond (Epoch's own run) |
2.1 | 3 | 3 | 1 | configuration spread only |
| Claude Sonnet 4.6
ARC-AGI-2 |
2.1 | 2 | 2 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
SWE-bench Verified (Epoch's own run) |
2.1 | 2 | 2 | 1 | configuration spread only |
| o3 (2025-04-16)
GPQA Diamond (Epoch's own run) |
2.0 | 3 | 3 | 1 | configuration spread only |
| Gemini 2.5 Pro
ARC-AGI-2 |
1.9 | 3 | 3 | 1 | configuration spread only |
| Claude Haiku 4.5
FrontierMath |
1.8 | 2 | 2 | 1 | configuration spread only |
| Gemini 2.5 Flash Preview (09/2025)
Terminal-Bench 2 |
1.7 | 4 | 4 | 1 | configuration spread only |
| Grok 3 mini Beta
GPQA Diamond (Epoch's own run) |
1.6 | 2 | 2 | 1 | configuration spread only |
| Qwen3.7 Flash
GPQA Diamond (Epoch's own run) |
1.5 | 2 | 2 | 1 | configuration spread only |
| GPT-5.5 Pro Pre Release
FrontierMath |
1.4 | 2 | 2 | 1 | configuration spread only |
| Grok 4.6
OTIS Mock AIME 2024-2025 |
1.4 | 2 | 2 | 1 | configuration spread only |
| Claude 4.1 Opus
FrontierMath |
1.4 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.5 Flash
DeepSWE |
1.3 | 2 | 2 | 1 | configuration spread only |
| Claude 4 Opus
Aider Polyglot |
1.3 | 2 | 2 | 1 | configuration spread only |
| GPT-5.2 (2025-12-11)
ALE-Bench |
1.3 | 2 | 2 | 1 | configuration spread only |
| Autoglm Os 9B (2025-09-25)
OSWorld |
1.1 | 2 | 2 | 1 | configuration spread only |
| o3 (2025-04-16)
Humanity's Last Exam |
1.1 | 2 | 2 | 1 | configuration spread only |
| GPT-5.4 (2026-03-05)
APEX Agents |
1.1 | 2 | 2 | 1 | configuration spread only |
| GLM-5.2
ALE-Bench |
1.1 | 2 | 2 | 1 | configuration spread only |
| Claude 3.7 Sonnet
FrontierMath |
1.0 | 4 | 4 | 1 | configuration spread only |
| GPT-5 Nano (2025-08-07)
FrontierMath |
1.0 | 2 | 2 | 1 | configuration spread only |
| Qwen3.6 27B
GPQA Diamond (Epoch's own run) |
1.0 | 2 | 2 | 1 | configuration spread only |
| Qwen3.6 35B A3B
GPQA Diamond (Epoch's own run) |
1.0 | 2 | 2 | 1 | configuration spread only |
| Autoglm Os 9B
OSWorld |
1.0 | 2 | 2 | 1 | configuration spread only |
| Claude 3.7 Sonnet
ARC-AGI-2 |
0.9 | 4 | 4 | 1 | configuration spread only |
| Claude Opus 5
LMArena Agent |
0.9 | 2 | 2 | 1 | configuration spread only |
| Gemini 2.5 Flash 0520
ARC-AGI-2 |
0.8 | 5 | 5 | 1 | configuration spread only |
| Mimo-V2-Flash
LMArena Text (style-controlled) |
0.8 | 2 | 2 | 1 | configuration spread only |
| Qwen2.5 VL 32B Instruct
OSWorld |
0.8 | 2 | 2 | 1 | configuration spread only |
| Grok 4.6
GPQA Diamond (Epoch's own run) |
0.8 | 2 | 2 | 1 | configuration spread only |
| Kimi VL A3b
OSWorld |
0.6 | 2 | 2 | 1 | configuration spread only |
| Uitars 1.5 7B
OSWorld |
0.6 | 3 | 3 | 1 | configuration spread only |
| Claude Opus 4.7
LMArena Agent |
0.6 | 2 | 2 | 1 | configuration spread only |
| Qwen 2.5 VL 72B Instruct
OSWorld |
0.6 | 2 | 2 | 1 | configuration spread only |
| Qwen3.5 397B A17B
GPQA Diamond (Epoch's own run) |
0.5 | 2 | 2 | 1 | configuration spread only |
| GPT-5.5 Pro
ARC-AGI-2 |
0.4 | 2 | 2 | 1 | configuration spread only |
| Claude 4.5 Opus
FrontierMath |
0.3 | 3 | 3 | 1 | configuration spread only |
| Claude 4 Opus
FrontierMath |
0.3 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.1 Pro Preview
GPQA Diamond (Epoch's own run) |
0.3 | 2 | 2 | 1 | configuration spread only |
| o1 mini (2024-09-12)
FrontierMath |
0.3 | 2 | 2 | 1 | configuration spread only |
| Claude Opus 4.6
APEX Agents |
0.3 | 2 | 2 | 1 | configuration spread only |
| Qwen3.5 9B
GPQA Diamond (Epoch's own run) |
0.1 | 2 | 2 | 1 | configuration spread only |
| Gemini 3.1 Pro Preview
OTIS Mock AIME 2024-2025 |
0.0 | 2 | 2 | 1 | configuration spread only |
| Gemini 2.5 Flash
Terminal-Bench 2 |
— | 4 | 0 | 0 | 1 unchecked vendor number |
| GLM 5.1
BrowseComp |
0.0 | 3 | 1 | 1 | 2 unchecked vendor numbers |
| GLM 5.1
GPQA Diamond (Epoch's own run) |
0.0 | 2 | 1 | 1 | 1 unchecked vendor number |
| GLM 5.1
HMMT |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| GPT-5 (2025-08-07)
APEX Agents |
0.0 | 2 | 2 | 1 | configuration spread only |
| GPT-5 (2025-08-07)
Humanity's Last Exam |
0.0 | 2 | 2 | 1 | configuration spread only |
| GPT-5.1 (2025-11-13)
APEX Agents |
0.0 | 2 | 2 | 1 | configuration spread only |
| GPT-5.5
APEX Agents |
0.0 | 2 | 2 | 1 | configuration spread only |
| GPT-OSS 120B
Aider Polyglot |
0.0 | 2 | 2 | 2 | configuration spread only |
| Grok 4.0709
Aider Polyglot |
0.0 | 2 | 2 | 2 | configuration spread only |
| Grok 4.20
Terminal-Bench 2 |
0.0 | 2 | 2 | 1 | configuration spread only |
| Grok 4.3
LMArena Agent |
0.0 | 2 | 2 | 1 | configuration spread only |
| MiniMax-M3
OSWorld |
0.0 | 3 | 1 | 1 | 2 unchecked vendor numbers |
| MiniMax-M3
Terminal-Bench 2 |
— | 2 | 0 | 0 | 1 unchecked vendor number |
| Minimax/Minimax-M2.1
Terminal-Bench 2 |
— | 2 | 0 | 0 | 1 unchecked vendor number |
| Qwen3.8 Max
DeepSWE |
0.0 | 2 | 1 | 1 | 1 unchecked vendor number |
| Qwen3.8 Max
GPQA Diamond (Epoch's own run) |
0.0 | 2 | 1 | 1 | 1 unchecked vendor number |
| Qwen3.8 Max
Humanity's Last Exam |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| Qwen3.8 Max
OSWorld |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| Z-Ai/GLM 4.7
APEX Agents |
0.0 | 2 | 2 | 1 | configuration spread only |
| Z-Ai/GLM 4.7
Terminal-Bench 2 |
— | 2 | 0 | 0 | 1 unchecked vendor number |
| Z-Ai/GLM 5
Terminal-Bench 2 |
— | 4 | 0 | 0 | 4 unchecked vendor numbers |
| Z-Ai/GLM 5
BrowseComp |
— | 3 | 0 | 0 | 3 unchecked vendor numbers |
| Z-Ai/GLM 5
AIME |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| Z-Ai/GLM 5
GPQA Diamond (Epoch's own run) |
0.0 | 2 | 1 | 1 | 1 unchecked vendor number |
| Z-Ai/GLM 5
Humanity's Last Exam |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| Z-Ai/GLM 5
HMMT |
— | 2 | 0 | 0 | 2 unchecked vendor numbers |
| Z-Ai/GLM 5
MCP-Atlas |
— | 2 | 0 | 0 | 1 unchecked vendor number |
Snapshot 2026-08-30-62e4e85f043b, as of 2026-08-30.