Run #753

success · fetched 2026-06-27 06:00:57 · 9.84 MB raw HTML · 542 models

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Top quality: Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) (63.1 pts)

Cost/task vs quality?

57 models · 12 on the Pareto frontier · combined quality vs Cost per Task

117345067$10$100$1k cost per task, log scale combined quality Claude Opus 4.7 (Adaptive Reasoning, Max Effort) · Cost/task: $3,738 · Time/task: - · Quality: 57.2GPT-5.4 (xhigh) · Cost/task: $2,132 · Time/task: - · Quality: 54.5Gemini 3.5 Flash (high) · Cost/task: $1,041 · Time/task: - · Quality: 52.6Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort) · Cost/task: $3,356 · Time/task: - · Quality: 50.3Qwen3.7 Max · Cost/task: $1,159 · Time/task: - · Quality: 47.5MiniMax-M3 · Cost/task: $204 · Time/task: - · Quality: 46.1Gemini 3.1 Pro Preview · Cost/task: $815 · Time/task: - · Quality: 45.6GPT-5.5 (low) · Cost/task: $358 · Time/task: - · Quality: 44.9Kimi K2.7 Code · Cost/task: $525 · Time/task: - · Quality: 44.1Kimi K2.6 · Cost/task: $782 · Time/task: - · Quality: 43.0GPT-5.4 mini (xhigh) · Cost/task: $1,088 · Time/task: - · Quality: 42.1GLM-5.1 (Reasoning) · Cost/task: $674 · Time/task: - · Quality: 41.9GPT-5.4 nano (xhigh) · Cost/task: $267 · Time/task: - · Quality: 40.6Qwen3.6 Plus · Cost/task: $526 · Time/task: - · Quality: 40.5Grok Build 0.1 0616 · Cost/task: $375 · Time/task: - · Quality: 39.8Qwen3.6 27B (Reasoning) · Cost/task: $668 · Time/task: - · Quality: 39.3GPT-5.5 (Non-reasoning) · Cost/task: $193 · Time/task: - · Quality: 39.2MiniMax-M2.7 · Cost/task: $137 · Time/task: - · Quality: 38.8Qwen3.7 Plus · Cost/task: $152 · Time/task: - · Quality: 38.5Nemotron 3 Ultra 550B A55B (Reasoning) · Cost/task: $443 · Time/task: - · Quality: 38.1Grok 4.3 (high) · Cost/task: $300 · Time/task: - · Quality: 34.6Qwen3.5 397B A17B (Reasoning) · Cost/task: $528 · Time/task: - · Quality: 33.9Qwen3.5 122B A10B (Reasoning) · Cost/task: $447 · Time/task: - · Quality: 32.9Mistral Medium 3.5 · Cost/task: $1,014 · Time/task: - · Quality: 31.9Qwen3.6 35B A3B (Reasoning) · Cost/task: $333 · Time/task: - · Quality: 31.6Ring-2.6-1T · Cost/task: $459 · Time/task: - · Quality: 30.8Claude 4.5 Haiku (Reasoning) · Cost/task: $539 · Time/task: - · Quality: 30.0Step 3.7 Flash · Cost/task: $320 · Time/task: - · Quality: 29.5Grok 4.3 (Non-reasoning) · Cost/task: $213 · Time/task: - · Quality: 27.6Gemma 4 26B A4B (Reasoning) · Cost/task: $54.5 · Time/task: - · Quality: 25.3NVIDIA Nemotron 3 Super 120B A12B (Reasoning) · Cost/task: $295 · Time/task: - · Quality: 23.9gpt-oss-120b (high) · Cost/task: $96.3 · Time/task: - · Quality: 22.5Gemini 2.5 Pro · Cost/task: $610 · Time/task: - · Quality: 22.1Gemini 3.1 Flash-Lite · Cost/task: $93.7 · Time/task: - · Quality: 22.0Nova 2.0 Pro Preview (medium) · Cost/task: $407 · Time/task: - · Quality: 20.9Nova 2.0 Pro Preview (low) · Cost/task: $244 · Time/task: - · Quality: 17.3Nova 2.0 Lite (high) · Cost/task: $635 · Time/task: - · Quality: 14.8Mistral Large 3 · Cost/task: $71.0 · Time/task: - · Quality: 13.8Magistral Medium 1.2 · Cost/task: $886 · Time/task: - · Quality: 13.7Nova 2.0 Pro Preview (Non-reasoning) · Cost/task: $204 · Time/task: - · Quality: 12.7Llama 4 Maverick · Cost/task: $38.3 · Time/task: - · Quality: 10.6NVIDIA Nemotron 3 Nano 30B A3B (Reasoning) · Cost/task: $42.8 · Time/task: - · Quality: 10.2Ministral 3 14B · Cost/task: $116 · Time/task: - · Quality: 9.2Ministral 3 8B · Cost/task: $113 · Time/task: - · Quality: 6.6Ministral 3 3B · Cost/task: $91.5 · Time/task: - · Quality: 4.4Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback) · Cost/task: $5,631 · Time/task: - · Quality: 63.1 · Pareto frontierClaude Opus 4.8 (Adaptive Reasoning, Max Effort) · Cost/task: $3,753 · Time/task: - · Quality: 59.0 · Pareto frontierGPT-5.5 (xhigh) · Cost/task: $2,630 · Time/task: - · Quality: 58.2 · Pareto frontierGPT-5.5 (high) · Cost/task: $1,655 · Time/task: - · Quality: 56.1 · Pareto frontierGLM-5.2 (max) · Cost/task: $983 · Time/task: - · Quality: 54.3 · Pareto frontierGPT-5.5 (medium) · Cost/task: $870 · Time/task: - · Quality: 53.2 · Pareto frontierDeepSeek V4 Pro (Reasoning, Max Effort) · Cost/task: $176 · Time/task: - · Quality: 46.7 · Pareto frontierMiMo-V2.5-Pro · Cost/task: $98.5 · Time/task: - · Quality: 43.8 · Pareto frontierDeepSeek V4 Flash (Reasoning, Max Effort) · Cost/task: $72.4 · Time/task: - · Quality: 42.5 · Pareto frontierKAT-Coder-Pro V1 · Cost/task: $39.1 · Time/task: - · Quality: 36.1 · Pareto frontiergpt-oss-20B (high) · Cost/task: $29.9 · Time/task: - · Quality: 12.9 · Pareto frontierLlama 4 Scout · Cost/task: $11.4 · Time/task: - · Quality: 6.4 · Pareto frontier Llama 4 Scoutgpt-oss-20B (high)KAT-Coder-Pro V1DeepSeek V4 Flash…MiMo-V2.5-ProDeepSeek V4 Pro (…GPT-5.5 (medium)GLM-5.2 (max)GPT-5.5 (high)GPT-5.5 (xhigh)Claude Opus 4.8 (…Claude Fable 5 (w…
#?Pareto?Model?Released?Cost/task?Time/task?$/Q?Qual?ΔTop?Intel?Code?Agent?Pen?Score?
1 Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)
Anthropic
2026-06-09 $5,631 - 89.2947 63.1 0.0 59.9 76.5 52.8 57.5 63.1
2 Claude Opus 4.8 (Adaptive Reasoning, Max Effort)
Anthropic
2026-05-28 $3,753 - 63.5590 59.0 -4.0 55.7 74.3 47.2 55.7 59.0
3 GPT-5.5 (xhigh)
OpenAI
2026-04-23 $2,630 - 45.1897 58.2 -4.9 54.8 74.9 44.9 54.2 58.2
4 Claude Opus 4.7 (Adaptive Reasoning, Max Effort)
Anthropic
2026-04-16 $3,738 - 65.3777 57.2 -5.9 53.5 73.6 44.4 55.7 57.2
5 GPT-5.5 (high)
OpenAI
2026-04-23 $1,655 - 29.5192 56.1 -7.0 53.1 71.6 43.5 52.2 56.1
6 GPT-5.4 (xhigh)
OpenAI
2026-03-05 $2,132 - 39.1081 54.5 -8.5 51.4 71.1 41.1 53.3 54.5
7 GLM-5.2 (max)
Z AI
2026-06-16 $983 - 18.1016 54.3 -8.8 51.1 68.8 43.1 49.9 54.3
8 GPT-5.5 (medium)
OpenAI
2026-04-23 $870 - 16.3407 53.2 -9.8 50.4 71.5 37.8 49.4 53.2
9 Gemini 3.5 Flash (high)
Google
2026-05-19 $1,041 - 19.7894 52.6 -10.5 50.2 70.1 37.4 50.2 52.6
10 Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)
Anthropic
2026-02-17 $3,356 - 66.6696 50.3 -12.7 47.2 63.0 40.8 55.3 50.3
11 Qwen3.7 Max
Alibaba
2026-05-19 $1,159 - 24.3854 47.5 -15.5 46.0 66.0 30.6 50.6 47.5
12 DeepSeek V4 Pro (Reasoning, Max Effort)
DeepSeek
2026-04-24 $176 - 3.7787 46.7 -16.4 44.3 59.4 36.4 42.5 46.7
13 MiniMax-M3
MiniMax
2026-06-01 $204 - 4.4198 46.1 -16.9 44.4 58.6 35.4 43.1 46.1
14 Gemini 3.1 Pro Preview
Google
2026-02-19 $815 - 17.8908 45.6 -17.5 46.5 68.8 21.4 49.1 45.6
15 GPT-5.5 (low)
OpenAI
2026-04-23 $358 - 7.9723 44.9 -18.1 43.5 60.9 30.4 45.5 44.9
16 Kimi K2.7 Code
Kimi
2026-06-12 $525 - 11.8946 44.1 -19.0 41.9 60.8 29.6 47.2 44.1
17 MiMo-V2.5-Pro
Xiaomi
2026-04-22 $98.5 - 2.2457 43.8 -19.2 42.2 60.2 29.1 39.9 43.8
18 Kimi K2.6
Kimi
2026-04-20 $782 - 18.1606 43.0 -20.0 42.8 56.0 30.3 48.9 43.0
19 DeepSeek V4 Flash (Reasoning, Max Effort)
DeepSeek
2026-04-24 $72.4 - 1.7038 42.5 -20.6 40.3 56.2 31.1 38.6 42.5
20 GPT-5.4 mini (xhigh)
OpenAI
2026-03-17 $1,088 - 25.8489 42.1 -21.0 40.0 56.1 30.2 50.4 42.1
21 GLM-5.1 (Reasoning)
Z AI
2026-04-07 $674 - 16.0715 41.9 -21.1 40.2 55.8 29.9 48.3 41.9
22 GPT-5.4 nano (xhigh)
OpenAI
2026-03-17 $267 - 6.5656 40.6 -22.4 38.2 56.1 27.5 44.3 40.6
23 Qwen3.6 Plus
Alibaba
2026-04-02 $526 - 12.9620 40.5 -22.5 39.6 54.5 27.6 47.2 40.5
24 Grok Build 0.1 0616
xAI
- $375 - 9.4311 39.8 -23.3 39.8 51.5 28.0 45.7 39.8
25 Qwen3.6 27B (Reasoning)
Alibaba
2026-04-22 $668 - 17.0141 39.3 -23.8 37.1 53.7 27.0 48.2 39.3
26 GPT-5.5 (Non-reasoning)
OpenAI
2026-04-23 $193 - 4.9186 39.2 -23.8 35.4 56.5 25.8 42.9 39.2
27 MiniMax-M2.7
MiniMax
2026-03-18 $137 - 3.5449 38.8 -24.3 38.1 52.6 25.6 41.4 38.8
28 Qwen3.7 Plus
Alibaba
2026-06-01 $152 - 3.9469 38.5 -24.5 39.0 55.9 20.8 41.8 38.5
29 Nemotron 3 Ultra 550B A55B (Reasoning)
NVIDIA
2026-06-04 $443 - 11.6202 38.1 -24.9 37.8 49.3 27.4 46.5 38.1
30 KAT-Coder-Pro V1
KwaiKAT
2025-11-11 $39.1 - 1.0827 36.1 -26.9 34.6 58.9 14.9 35.9 36.1
31 Grok 4.3 (high)
xAI
2026-04-30 $300 - 8.6598 34.6 -28.4 37.6 42.2 24.1 44.8 34.6
32 Qwen3.5 397B A17B (Reasoning)
Alibaba
2026-02-16 $528 - 15.5709 33.9 -29.1 33.7 48.2 19.8 47.2 33.9
33 Qwen3.5 122B A10B (Reasoning)
Alibaba
2026-02-24 $447 - 13.5872 32.9 -30.2 32.3 45.7 20.7 46.5 32.9
34 Mistral Medium 3.5
Mistral
2026-04-29 $1,014 - 31.7482 31.9 -31.1 29.9 46.9 19.0 50.1 31.9
35 Qwen3.6 35B A3B (Reasoning)
Alibaba
2026-04-16 $333 - 10.5372 31.6 -31.4 31.6 41.9 21.4 45.2 31.6
36 Ring-2.6-1T
InclusionAI
2026-05-08 $459 - 14.9369 30.8 -32.3 30.6 42.8 18.9 46.6 30.8
37 Claude 4.5 Haiku (Reasoning)
Anthropic
2025-10-15 $539 - 17.9938 30.0 -33.1 29.6 43.9 16.4 47.3 30.0
38 Step 3.7 Flash
StepFun
2026-05-29 $320 - 10.8402 29.5 -33.5 29.7 37.3 21.5 45.1 29.5
39 Grok 4.3 (Non-reasoning)
xAI
2026-04-30 $213 - 7.7175 27.6 -35.5 24.8 35.2 22.8 43.3 27.6
40 Gemma 4 26B A4B (Reasoning)
Google
2026-04-02 $54.5 - 2.1509 25.3 -37.7 25.7 39.3 11.0 37.4 25.3
41 NVIDIA Nemotron 3 Super 120B A12B (Reasoning)
NVIDIA
2026-03-11 $295 - 12.2999 23.9 -39.1 25.4 37.7 8.7 44.7 23.9
42 gpt-oss-120b (high)
OpenAI
2025-08-05 $96.3 - 4.2824 22.5 -40.6 23.8 30.4 13.2 39.8 22.5
43 Gemini 2.5 Pro
Google
2025-06-05 $610 - 27.6413 22.1 -41.0 25.8 33.3 7.1 47.9 22.1
44 Gemini 3.1 Flash-Lite
Google
2026-03-03 $93.7 - 4.2665 22.0 -41.1 25.0 34.7 6.2 39.7 22.0
45 Nova 2.0 Pro Preview (medium)
Amazon
2025-11-27 $407 - 19.4555 20.9 -42.1 21.8 34.0 7.0 46.1 20.9
46 Nova 2.0 Pro Preview (low)
Amazon
2025-11-27 $244 - 14.0853 17.3 -45.8 19.6 25.9 6.4 43.9 17.3
47 Nova 2.0 Lite (high)
Amazon
2025-10-29 $635 - 42.9533 14.8 -48.3 18.2 23.0 3.1 48.0 14.8
48 Mistral Large 3
Mistral
2025-12-02 $71.0 - 5.1334 13.8 -49.2 15.9 20.1 5.5 38.5 13.8
49 Magistral Medium 1.2
Mistral
2025-09-18 $886 - 64.7779 13.7 -49.4 17.9 21.3 1.9 49.5 13.7
50 gpt-oss-20B (high)
OpenAI
2025-08-05 $29.9 - 2.3165 12.9 -50.2 14.9 20.7 3.1 34.8 12.9
51 Nova 2.0 Pro Preview (Non-reasoning)
Amazon
2025-11-27 $204 - 16.0872 12.7 -50.4 14.4 20.9 2.9 43.1 12.7
52 Llama 4 Maverick
Meta
2025-04-05 $38.3 - 3.6100 10.6 -52.4 14.3 16.3 1.3 35.8 10.6
53 NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)
NVIDIA
2025-12-15 $42.8 - 4.1994 10.2 -52.9 14.2 14.4 2.0 36.3 10.2
54 Ministral 3 14B
Mistral
2025-12-02 $116 - 12.6040 9.2 -53.9 11.1 14.4 2.2 40.6 9.2
55 Ministral 3 8B
Mistral
2025-12-02 $113 - 17.1198 6.6 -56.4 9.0 9.7 1.2 40.5 6.6
56 Llama 4 Scout
Meta
2025-04-05 $11.4 - 1.7691 6.4 -56.6 10.0 8.2 1.1 30.6 6.4
57 Ministral 3 3B
Mistral
2025-12-02 $91.5 - 21.0060 4.4 -58.7 6.8 4.8 1.5 39.6 4.4