ACCoRD
Models state probabilities and preferences on conceptual questions, and the benchmark checks 567 expert-approved logical consistency constraints such as conjunction rules and order invariance.
A component of the Conceptual Reasoning Index. The full dataset has 13,853 model-generated constraints in 18 types. No paper yet.
- Released
- August 2026
- Kind
- Other
- Level
- Expert
- Scored
- Checked automatically
- Answers
- Prediction
- Tasks
- All public
- Strongest model tested
- Claude Fable 5.2 #1 on the capability index
- Last model added
- November 2026
- Scores refreshed
- November 12th, 2026
Claude Fable 5.2 leads with 89.4
Best score per entry from the benchmark's own leaderboard, read on November 12th, 2026. Where a model ran with several settings or harnesses, we keep its best. Every run is in the next chart. Names in gray aren't in our model list: fine-tunes, agent systems, products and older models. They don't count toward leaders.
- 89.4 Claude Fable 5.2
- 88.4 Claude Opus 5.5
- 85.7 Claude Sonnet 5.5
- 85.0 Claude Fable 5
- 83.8 Claude Opus 5
- 83.7 Claude Fable 5.1
- 82.4 GPT-6 Sol
- 81.7 GPT-6 Astra
- 81.5 Claude Haiku 5.5
- 80.9 GPT-6.1 Sol
- 80.5 GPT-5.5
- 80.4 Claude Opus 4.6
- 80.0 GPT-5.4
- 79.8 Claude Opus 4.7
- 79.3 GPT-5.2
- 79.1 Claude Opus 4.5
- 78.9 GPT-5.6 Sol Pro
- 78.4
Muse Spark 1.1
- 78.2
Gemini 3.8 Flash
- 77.5 Kimi K3.1 Pro
- 77.4 Claude Opus 4.8
- 77.4
Muse Spark 1.2
- 77.3
Gemini 4 Argon
- 77.0
Gemini 3.7 Flash
- 76.9 Claude Sonnet 5
- 76.2
Muse Wonder
- 75.9 GPT-5.6 Sol
- 75.8 GPT-5.5 Pro
- 75.1
Muse Spark 1.3
- 74.7 GPT-5.6 Terra
- 74.0 Grok 4.7
- 73.8 o3-pro
- 73.5
Gemini 3.1 Pro
- 73.4 Claude Sonnet 4.6
- 73.3
Qwen 3.8 27B
- 73.1 GPT-5
- 72.1 GPT-6 Luna
- 72.0
Muse Glimmer
- 71.6 Grok 4.5
- 71.6
Qwen3.8-2.4T-A95B
- 71.6 Grok 4.6
- 71.5 GPT-5 mini
- 71.4
Qwen 3.8 Max
- 71.4 o3
- 71.4 Kimi K2.6
- 71.2
Inkling
- 71.2 GPT-5.1
- 70.9
DeepSeek-V4-Pro
- 70.9 GLM-5.3
- 70.8
Qwen 3.6 Max (Preview)
- 70.7 Claude Sonnet 4.5
- 70.5 GPT-5.4 Mini
- 70.5 Kimi K3
- 70.2
DeepSeek V4 Pro 0813
- 70.0
Gemini 3.6 Flash
- 69.6 Grok 4.20 Multi-agent
- 68.8 Grok 4.20
- 68.6
Gemini 3 Flash
- 68.1
DeepSeek V4.1 Flash
- 68.0
Gemini 3.5 Flash-Lite
- 67.5 gpt-oss-120b
- 67.5 GPT-5.6 Luna
- 67.3 GPT-5.4 Nano
- 66.7 Claude Haiku 4.5
- 66.6
Gemini 3.5 Flash
- 66.4
Tencent Hy3
- 66.2
Qwen Plus
- 66.0 GLM-5.2
- 66.0 GPT-5.2 Instant
- 65.9
MiniMax-M3
- 65.8 Claude Opus 4
- 65.7
Mistral Large 4
- 65.3
Qwen3.7-Max
- 65.3 Grok 4.3
- 64.6
DeepSeek-V3.2
- 64.6
Nemotron 3 Ultra
- 64.2 o1
- 64.1
Gemini 3.1 Flash-Lite
- 63.8 o4-mini
- 63.5 Claude Opus 4.1
- 62.8
Qwen3-Max
- 62.7
Gemini 2.5 Pro
- 62.0
Gemma 4 31B IT
- 61.9 gpt-oss-20b
- 61.8
DeepSeek-V3.2-Exp
- 61.7
DeepSeek V4 Flash 0731
- 61.5
Qwen 3.6 Flash
- 61.1 GPT-5.3 Instant
- 60.7
Qwen3.7-Plus
- 60.5
Qwen3.5-27B
- 59.6
Qwen3-Next-80B-A3B
- 59.3
Qwen 3.6 Plus
- 58.9
Qwen3.6 27B
- 58.8 GPT-5 nano
- 58.7 Qwen3 235B-A22B (2507)
- 58.2 MiMo-V2.5-Pro
- 58.0
Qwen3.5-122B-A10B
- 57.3
DeepSeek-V4-Flash
- 57.1
Qwen3-235B-A22B-Thinking
- 57.0
Qwen3-30B-A3B-Thinking
- 57.0 Claude Sonnet 4
- 56.5 o3-mini
- 56.1
Qwen 3.5 Plus (hosted 397B-A17B)
- 56.0 GPT-4.1
- 55.6
Qwen3.5 397B-A17B
- 55.5
DeepSeek-V3.1
- 55.3
Qwen3.5-35B-A3B
- 55.2
DeepSeek-V3.1-Terminus
- 54.7
Nemotron 3.5 Lightning 30B-A3B
- 54.3
Gemma 4 26B A4B
- 53.0
Qwen 3.6 35B-A3B
- 52.5
Qwen 3.5 Flash (hosted 35B-A3B)
- 50.2
Qwen3.5-9B
- 50.2
Llama 4 Maverick
- 49.7
Llama 4 Scout
- 48.7
Mistral Large 3
- 48.4
Qwen3-14B
- 48.2
Qwen3-32B
- 46.8
Qwen3-235B-A22B
- 45.6
Mistral Medium 3.5
- 45.5
Llama 3.3 70B
- 45.4
Qwen3-30B-A3B-Instruct
- 45.4
Gemini 2.5 Flash
- 45.0
Qwen3-30B-A3B
- 44.8 GPT-4o
- 43.6 GPT-4.1 mini
- 43.4
DeepSeek-V3
- 43.2
Llama 3.1-70B
- 42.5
Qwen2.5-72B
- 42.2 GPT-4 Turbo
- 41.8
Qwen3-8B
- 41.6 DeepSeek Chat
- 41.2
Gemma 3n E4B
- 40.5
Gemma 3 27B
- 39.2
Mistral Medium 3.1
- 39.0
Mistral Small 4
- 38.3
Gemma 3 12B
- 37.3 GPT-4
- 37.3
Cohere Command A
- 33.7
Llama 3.1-8B
- 33.5
Ministral 3 8B Instruct
- 33.4
Gemini 2.5 Flash-Lite
- 33.1 Claude 3 Opus
- 32.8
Ministral 3 14B
- 32.6 GPT-4o mini
- 27.3
Qwen2.5-7B
- 24.3 GPT-4.1 nano
- 23.8
Gemma 3 4B
- 20.2 GPT-3.5 Turbo
- 18.0
Command R+
- 14.7 Claude 3 Haiku
- 14.6
Ministral 3B
- 13.0 c4ai-command-r-08-2024
- 9.94
Command R7B
- 1 Claude Fable 5.2 xhigh 89.4
- 2 Claude Opus 5.5 high 88.4
- 3 Claude Sonnet 5.5 xhigh 85.7
- 4 Claude Fable 5 max 85.0
- 5 Claude Opus 5 low 83.8
- 6 Claude Fable 5.1 medium 83.7
- 7 GPT-6 Sol 82.4
- 8 GPT-6 Astra max 81.7
- 9 Claude Haiku 5.5 max 81.5
- 10 GPT-6.1 Sol 80.9
- 11 GPT-5.5 80.5
- 12 Claude Opus 4.6 80.4
- 13 GPT-5.4 80.0
- 14 Claude Opus 4.7 79.8
- 15 GPT-5.2 79.3
- 16 Claude Opus 4.5 79.1
- 17 GPT-5.6 Sol Pro 78.9
- 18
Muse Spark 1.1 78.4
- 19
Gemini 3.8 Flash medium 78.2
- 20 Kimi K3.1 Pro 77.5
- 21 Claude Opus 4.8 77.4
- 22
Muse Spark 1.2 77.4
- 23
Gemini 4 Argon low 77.3
- 24
Gemini 3.7 Flash high 77.0
- 25 Claude Sonnet 5 xhigh 76.9
- 26
Muse Wonder 76.2
- 27 GPT-5.6 Sol max 75.9
- 28 GPT-5.5 Pro 75.8
- 29
Muse Spark 1.3 75.1
- 30 GPT-5.6 Terra max 74.7
- 31 Grok 4.7 74.0
- 32 o3-pro 73.8
- 33
Gemini 3.1 Pro medium 73.5
- 34 Claude Sonnet 4.6 73.4
- 35
Qwen 3.8 27B 73.3
- 36 GPT-5 73.1
- 37 GPT-6 Luna 72.1
- 38
Muse Glimmer 72.0
- 39 Grok 4.5 71.6
- 40
Qwen3.8-2.4T-A95B 71.6
- 41 Grok 4.6 71.6
- 42 GPT-5 mini 71.5
- 43
Qwen 3.8 Max 71.4
- 44 o3 71.4
- 45 Kimi K2.6 71.4
- 46
Inkling 71.2
- 47 GPT-5.1 71.2
- 48
DeepSeek-V4-Pro 70.9
- 49 GLM-5.3 70.9
- 50
Qwen 3.6 Max (Preview) 70.8
- 51 Claude Sonnet 4.5 70.7
- 52 GPT-5.4 Mini 70.5
- 53 Kimi K3 70.5
- 54
DeepSeek V4 Pro 0813 70.2
- 55
Gemini 3.6 Flash 70.0
- 56 Grok 4.20 Multi-agent 69.6
- 57 Grok 4.20 68.8
- 58
Gemini 3 Flash 68.6
- 59
DeepSeek V4.1 Flash 68.1
- 60
Gemini 3.5 Flash-Lite 68.0
- 61 gpt-oss-120b 67.5
- 62 GPT-5.6 Luna high 67.5
- 63 GPT-5.4 Nano 67.3
- 64 Claude Haiku 4.5 66.7
- 65
Gemini 3.5 Flash 66.6
- 66
Tencent Hy3 66.4
- 67
Qwen Plus Apr 2025 66.2
- 68 GLM-5.2 66.0
- 69 GPT-5.2 Instant 66.0
- 70
MiniMax-M3 65.9
- 71 Claude Opus 4 65.8
- 72
Mistral Large 4 65.7
- 73
Qwen3.7-Max 65.3
- 74 Grok 4.3 65.3
- 75
DeepSeek-V3.2 64.6
- 76
Nemotron 3 Ultra 64.6
- 77 o1 64.2
- 78
Gemini 3.1 Flash-Lite 64.1
- 79 o4-mini 63.8
- 80 Claude Opus 4.1 63.5
- 81
Qwen3-Max thinking 62.8
- 82
Gemini 2.5 Pro Jun 2025 62.7
- 83
Gemma 4 31B IT 62.0
- 84 gpt-oss-20b 61.9
- 85
DeepSeek-V3.2-Exp 61.8
- 86
DeepSeek V4 Flash 0731 61.7
- 87
Qwen 3.6 Flash 61.5
- 88 GPT-5.3 Instant 61.1
- 89
Qwen3.7-Plus 60.7
- 90
Qwen3.5-27B 60.5
- 91
Qwen3-Next-80B-A3B thinking 59.6
- 92
Qwen 3.6 Plus 59.3
- 93
Qwen3.6 27B 58.9
- 94 GPT-5 nano 58.8
- 95 Qwen3 235B-A22B (2507) 58.7
- 96 MiMo-V2.5-Pro 58.2
- 97
Qwen3.5-122B-A10B 58.0
- 98
DeepSeek-V4-Flash 57.3
- 99
Qwen3-235B-A22B-Thinking Jul 2025 57.1
- 100
Qwen3-30B-A3B-Thinking Jul 2025 57.0
- 101 Claude Sonnet 4 57.0
- 102 o3-mini 56.5
- 103
Qwen 3.5 Plus (hosted 397B-A17B) 56.1
- 104 GPT-4.1 56.0
- 105
Qwen3.5 397B-A17B 55.6
- 106
DeepSeek-V3.1 non-thinking 55.5
- 107
Qwen3.5-35B-A3B 55.3
- 108
DeepSeek-V3.1-Terminus 55.2
- 109
Nemotron 3.5 Lightning 30B-A3B 54.7
- 110
Gemma 4 26B A4B 54.3
- 111
Qwen 3.6 35B-A3B 53.0
- 112
Qwen 3.5 Flash (hosted 35B-A3B) 52.5
- 113
Qwen3.5-9B 50.2
- 114
Llama 4 Maverick 50.2
- 115
Llama 4 Scout 49.7
- 116
Mistral Large 3 48.7
- 117
Qwen3-14B 48.4
- 118
Qwen3-32B 48.2
- 119
Qwen3-235B-A22B 46.8
- 120
Mistral Medium 3.5 45.6
- 121
Llama 3.3 70B 45.5
- 122
Qwen3-30B-A3B-Instruct Jul 2025 45.4
- 123
Gemini 2.5 Flash Jun 2025 45.4
- 124
Qwen3-30B-A3B 45.0
- 125 GPT-4o May 2024 44.8
- 126 GPT-4.1 mini 43.6
- 127
DeepSeek-V3 Mar 2025 43.4
- 128
Llama 3.1-70B 43.2
- 129
Qwen2.5-72B 42.5
- 130 GPT-4 Turbo Apr 2024 42.2
- 131
Qwen3-8B 41.8
- 132 DeepSeek Chat 41.6
- 133
Gemma 3n E4B 41.2
- 134
Gemma 3 27B 40.5
- 135
Mistral Medium 3.1 39.2
- 136
Mistral Small 4 39.0
- 137
Gemma 3 12B 38.3
- 138 GPT-4 Jun 2023 37.3
- 139
Cohere Command A 37.3
- 140
Llama 3.1-8B 33.7
- 141
Ministral 3 8B Instruct 33.5
- 142
Gemini 2.5 Flash-Lite Jun 2025 33.4
- 143 Claude 3 Opus 33.1
- 144
Ministral 3 14B 32.8
- 145 GPT-4o mini 32.6
- 146
Qwen2.5-7B 27.3
- 147 GPT-4.1 nano 24.3
- 148
Gemma 3 4B 23.8
- 149 GPT-3.5 Turbo Nov 2023 20.2
- 150
Command R+ 18.0
- 151 Claude 3 Haiku 14.7
- 152
Ministral 3B 14.6
- 153 c4ai-command-r-08-2024 13.0
- 154
Command R7B 9.94
Source: Official ACCoRD leaderboard
| # | Entry | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | Claude Fable 5.2 | 89.4 | xhigh | Nov 2026 | Official leaderboard |
| 2 | Claude Opus 5.5 | 88.4 | high | Sep 2026 | Official leaderboard |
| 3 | Claude Sonnet 5.5 | 85.7 | xhigh | Sep 2026 | Official leaderboard |
| 4 | Claude Fable 5 | 85.0 | max | Jun 2026 | Official leaderboard |
| 5 | Claude Opus 5 | 83.8 | low | Jul 2026 | Official leaderboard |
| 6 | Claude Fable 5.1 | 83.7 | medium | Sep 2026 | Official leaderboard |
| 7 | GPT-6 Sol | 82.4 | Sep 2026 | Official leaderboard | |
| 8 | GPT-6 Astra | 81.7 | max | Sep 2026 | Official leaderboard |
| 9 | Claude Haiku 5.5 | 81.5 | max | Oct 2026 | Official leaderboard |
| 10 | GPT-6.1 Sol | 80.9 | Sep 2026 | Official leaderboard | |
| 11 | GPT-5.5 | 80.5 | Apr 2026 | Official leaderboard | |
| 12 | Claude Opus 4.6 | 80.4 | Feb 2026 | Official leaderboard | |
| 13 | GPT-5.4 | 80.0 | Mar 2026 | Official leaderboard | |
| 14 | Claude Opus 4.7 | 79.8 | Apr 2026 | Official leaderboard | |
| 15 | GPT-5.2 | 79.3 | Dec 2025 | Official leaderboard | |
| 16 | Claude Opus 4.5 | 79.1 | Nov 2025 | Official leaderboard | |
| 17 | GPT-5.6 Sol Pro | 78.9 | Jul 2026 | Official leaderboard | |
| 18 | | 78.4 | Jul 2026 | Official leaderboard | |
| 19 | | 78.2 | medium | Sep 2026 | Official leaderboard |
| 20 | Kimi K3.1 Pro | 77.5 | Oct 2026 | Official leaderboard | |
| 21 | Claude Opus 4.8 | 77.4 | May 2026 | Official leaderboard | |
| 22 | | 77.4 | Aug 2026 | Official leaderboard | |
| 23 | | 77.3 | low | Sep 2026 | Official leaderboard |
| 24 | | 77.0 | high | Aug 2026 | Official leaderboard |
| 25 | Claude Sonnet 5 | 76.9 | xhigh | Jun 2026 | Official leaderboard |
| 26 | | 76.2 | Oct 2026 | Official leaderboard | |
| 27 | GPT-5.6 Sol | 75.9 | max | Jul 2026 | Official leaderboard |
| 28 | GPT-5.5 Pro | 75.8 | Apr 2026 | Official leaderboard | |
| 29 | | 75.1 | Sep 2026 | Official leaderboard | |
| 30 | GPT-5.6 Terra | 74.7 | max | Jul 2026 | Official leaderboard |
| 31 | Grok 4.7 | 74.0 | Sep 2026 | Official leaderboard | |
| 32 | o3-pro | 73.8 | Jun 2025 | Official leaderboard | |
| 33 | | 73.5 | medium | Feb 2026 | Official leaderboard |
| 34 | Claude Sonnet 4.6 | 73.4 | Feb 2026 | Official leaderboard | |
| 35 | | 73.3 | Aug 2026 | Official leaderboard | |
| 36 | GPT-5 | 73.1 | Aug 2025 | Official leaderboard | |
| 37 | GPT-6 Luna | 72.1 | Sep 2026 | Official leaderboard | |
| 38 | | 72.0 | Aug 2026 | Official leaderboard | |
| 39 | Grok 4.5 | 71.6 | Jul 2026 | Official leaderboard | |
| 40 | | 71.6 | Aug 2026 | Official leaderboard | |
| 41 | Grok 4.6 | 71.6 | Aug 2026 | Official leaderboard | |
| 42 | GPT-5 mini | 71.5 | Aug 2025 | Official leaderboard | |
| 43 | | 71.4 | Aug 2026 | Official leaderboard | |
| 44 | o3 | 71.4 | Apr 2025 | Official leaderboard | |
| 45 | Kimi K2.6 | 71.4 | Apr 2026 | Official leaderboard | |
| 46 | | 71.2 | Jul 2026 | Official leaderboard | |
| 47 | GPT-5.1 | 71.2 | Nov 2025 | Official leaderboard | |
| 48 | | 70.9 | Apr 2026 | Official leaderboard | |
| 49 | GLM-5.3 | 70.9 | Aug 2026 | Official leaderboard | |
| 50 | | 70.8 | Apr 2026 | Official leaderboard | |
| 51 | Claude Sonnet 4.5 | 70.7 | Sep 2025 | Official leaderboard | |
| 52 | GPT-5.4 Mini | 70.5 | Mar 2026 | Official leaderboard | |
| 53 | Kimi K3 | 70.5 | Jul 2026 | Official leaderboard | |
| 54 | | 70.2 | Aug 2026 | Official leaderboard | |
| 55 | | 70.0 | Jul 2026 | Official leaderboard | |
| 56 | Grok 4.20 Multi-agent | 69.6 | Mar 2026 | Official leaderboard | |
| 57 | Grok 4.20 | 68.8 | Feb 2026 | Official leaderboard | |
| 58 | | 68.6 | Dec 2025 | Official leaderboard | |
| 59 | | 68.1 | Sep 2026 | Official leaderboard | |
| 60 | | 68.0 | Jul 2026 | Official leaderboard | |
| 61 | gpt-oss-120b | 67.5 | Aug 2025 | Official leaderboard | |
| 62 | GPT-5.6 Luna | 67.5 | high | Jul 2026 | Official leaderboard |
| 63 | GPT-5.4 Nano | 67.3 | Mar 2026 | Official leaderboard | |
| 64 | Claude Haiku 4.5 | 66.7 | Oct 2025 | Official leaderboard | |
| 65 | | 66.6 | May 2026 | Official leaderboard | |
| 66 | | 66.4 | Jul 2026 | Official leaderboard | |
| 67 | | 66.2 | Apr 2025 | Official leaderboard | |
| 68 | GLM-5.2 | 66.0 | Jun 2026 | Official leaderboard | |
| 69 | GPT-5.2 Instant | 66.0 | Dec 2025 | Official leaderboard | |
| 70 | | 65.9 | Jun 2026 | Official leaderboard | |
| 71 | Claude Opus 4 | 65.8 | May 2025 | Official leaderboard | |
| 72 | | 65.7 | Oct 2026 | Official leaderboard | |
| 73 | | 65.3 | May 2026 | Official leaderboard | |
| 74 | Grok 4.3 | 65.3 | Apr 2026 | Official leaderboard | |
| 75 | | 64.6 | Dec 2025 | Official leaderboard | |
| 76 | | 64.6 | Jun 2026 | Official leaderboard | |
| 77 | o1 | 64.2 | Dec 2024 | Official leaderboard | |
| 78 | | 64.1 | Mar 2026 | Official leaderboard | |
| 79 | o4-mini | 63.8 | Apr 2025 | Official leaderboard | |
| 80 | Claude Opus 4.1 | 63.5 | Aug 2025 | Official leaderboard | |
| 81 | | 62.8 | thinking | Sep 2025 | Official leaderboard |
| 82 | | 62.7 | Jun 2025 | Official leaderboard | |
| 83 | | 62.0 | Apr 2026 | Official leaderboard | |
| 84 | gpt-oss-20b | 61.9 | Aug 2025 | Official leaderboard | |
| 85 | | 61.8 | Sep 2025 | Official leaderboard | |
| 86 | | 61.7 | Jul 2026 | Official leaderboard | |
| 87 | | 61.5 | Apr 2026 | Official leaderboard | |
| 88 | GPT-5.3 Instant | 61.1 | Mar 2026 | Official leaderboard | |
| 89 | | 60.7 | Jun 2026 | Official leaderboard | |
| 90 | | 60.5 | Feb 2026 | Official leaderboard | |
| 91 | | 59.6 | thinking | Sep 2025 | Official leaderboard |
| 92 | | 59.3 | Mar 2026 | Official leaderboard | |
| 93 | | 58.9 | Apr 2026 | Official leaderboard | |
| 94 | GPT-5 nano | 58.8 | Aug 2025 | Official leaderboard | |
| 95 | Qwen3 235B-A22B (2507) | 58.7 | Jul 2025 | Official leaderboard | |
| 96 | MiMo-V2.5-Pro | 58.2 | Apr 2026 | Official leaderboard | |
| 97 | | 58.0 | Feb 2026 | Official leaderboard | |
| 98 | | 57.3 | Apr 2026 | Official leaderboard | |
| 99 | | 57.1 | Jul 2025 | Official leaderboard | |
| 100 | | 57.0 | Jul 2025 | Official leaderboard | |
| 101 | Claude Sonnet 4 | 57.0 | May 2025 | Official leaderboard | |
| 102 | o3-mini | 56.5 | Jan 2025 | Official leaderboard | |
| 103 | | 56.1 | Feb 2026 | Official leaderboard | |
| 104 | GPT-4.1 | 56.0 | Apr 2025 | Official leaderboard | |
| 105 | | 55.6 | Feb 2026 | Official leaderboard | |
| 106 | | 55.5 | non-thinking | Aug 2025 | Official leaderboard |
| 107 | | 55.3 | Feb 2026 | Official leaderboard | |
| 108 | | 55.2 | Sep 2025 | Official leaderboard | |
| 109 | | 54.7 | Aug 2026 | Official leaderboard | |
| 110 | | 54.3 | Apr 2026 | Official leaderboard | |
| 111 | | 53.0 | Apr 2026 | Official leaderboard | |
| 112 | | 52.5 | Feb 2026 | Official leaderboard | |
| 113 | | 50.2 | Feb 2026 | Official leaderboard | |
| 114 | | 50.2 | Apr 2025 | Official leaderboard | |
| 115 | | 49.7 | Apr 2025 | Official leaderboard | |
| 116 | | 48.7 | Dec 2025 | Official leaderboard | |
| 117 | | 48.4 | Apr 2025 | Official leaderboard | |
| 118 | | 48.2 | Apr 2025 | Official leaderboard | |
| 119 | | 46.8 | Apr 2025 | Official leaderboard | |
| 120 | | 45.6 | Apr 2026 | Official leaderboard | |
| 121 | | 45.5 | Dec 2024 | Official leaderboard | |
| 122 | | 45.4 | Jul 2025 | Official leaderboard | |
| 123 | | 45.4 | Jun 2025 | Official leaderboard | |
| 124 | | 45.0 | Apr 2025 | Official leaderboard | |
| 125 | GPT-4o May 2024 | 44.8 | May 2024 | Official leaderboard | |
| 126 | GPT-4.1 mini | 43.6 | Apr 2025 | Official leaderboard | |
| 127 | | 43.4 | Mar 2025 | Official leaderboard | |
| 128 | | 43.2 | Jul 2024 | Official leaderboard | |
| 129 | | 42.5 | Sep 2024 | Official leaderboard | |
| 130 | GPT-4 Turbo Apr 2024 | 42.2 | Apr 2024 | Official leaderboard | |
| 131 | | 41.8 | Apr 2025 | Official leaderboard | |
| 132 | DeepSeek Chat | 41.6 | Dec 2024 | Official leaderboard | |
| 133 | | 41.2 | Jun 2025 | Official leaderboard | |
| 134 | | 40.5 | Mar 2025 | Official leaderboard | |
| 135 | | 39.2 | Aug 2025 | Official leaderboard | |
| 136 | | 39.0 | Mar 2026 | Official leaderboard | |
| 137 | | 38.3 | Mar 2025 | Official leaderboard | |
| 138 | GPT-4 Jun 2023 | 37.3 | Jun 2023 | Official leaderboard | |
| 139 | | 37.3 | Mar 2025 | Official leaderboard | |
| 140 | | 33.7 | Jul 2024 | Official leaderboard | |
| 141 | | 33.5 | Dec 2025 | Official leaderboard | |
| 142 | | 33.4 | Jun 2025 | Official leaderboard | |
| 143 | Claude 3 Opus | 33.1 | Feb 2024 | Official leaderboard | |
| 144 | | 32.8 | Dec 2025 | Official leaderboard | |
| 145 | GPT-4o mini | 32.6 | Jul 2024 | Official leaderboard | |
| 146 | | 27.3 | Sep 2024 | Official leaderboard | |
| 147 | GPT-4.1 nano | 24.3 | Apr 2025 | Official leaderboard | |
| 148 | | 23.8 | Mar 2025 | Official leaderboard | |
| 149 | GPT-3.5 Turbo Nov 2023 | 20.2 | Nov 2023 | Official leaderboard | |
| 150 | | 18.0 | Aug 2024 | Official leaderboard | |
| 151 | Claude 3 Haiku | 14.7 | Mar 2024 | Official leaderboard | |
| 152 | | 14.6 | Oct 2024 | Official leaderboard | |
| 153 | c4ai-command-r-08-2024 | 13.0 | Aug 2024 | Official leaderboard | |
| 154 | | 9.94 | Dec 2024 | Official leaderboard |
Scores at each effort level
Models the leaderboard ran at two or more effort levels. We don’t have enough cost data here to say what the extra effort costs.
Source: Official ACCoRD leaderboard
3 models have held number one on the official leaderboard since its release in August 2026
Lab claims count from the day the card came out, independent runs from the model’s release.
Source: Official ACCoRD leaderboard
Scores over time
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Source: Official ACCoRD leaderboard
No lab model card reports it yet
We read the headline results of 522 launch posts from 52 labs, and none of them list this benchmark.
More in Other
- Personal Superintelligence Index (Meta) In use Meta's composite of seven personal and knowledge-work evals: Agents' Last Exam, AutomationBench-AA, FocusBench, JobBench, GDP.pdf, VBT and DRACO.
- Artificial Analysis Intelligence Index v5 In use Version 5 of Artificial Analysis's index: nine evaluations in four equal categories, most with private test sets, run three times each in its own agent harness.
Gemini 4 Carbon 59.0
- SAGE v1.1 (Vals) In use Models grade handwritten undergraduate math and computer science work against rubrics. Scored by class-balanced accuracy of each rubric check against expert grading. Claude Opus 5.5 91.3%
- MTEB Fading Massive Text Embedding Benchmark: retrieval, clustering, classification across languages and modalities.
sonar 42%
- Anthropic ECI (AECI) Only in system cards Index that combines a basket of capability benchmarks into one capability score to track trends across Anthropic models. Claude Opus 5.5 169.4
- SPEED-Bench Only in system cards Measures speculative decoding across varied prompts and domains. Reports the average acceptance length of draft tokens, so higher means faster generation at the same output.
Nemotron 3 Ultra 5.15