The Forge Rankings

Every claim we can checkone model, one benchmark, more than one published number

321cells where more than one number has been published
14hold measurements that disagree under one declared configuration
42set a vendor number against an independent run of the same variant
12have been measured by more than one runner
57 / 230 rows on this site we refetched whose cited page still shows the figure, checked 2026-08-30

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 benchmarkSpreadRowsConfigsRunnersWhat 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
← The Forge Rankings

Snapshot 2026-08-30-62e4e85f043b, as of 2026-08-30.