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Evaluations· Epoch AI· CC-BY 4.0· Known Good Index component

Mock AIME 2024–25

Competition mathematics, from the OTIS Mock AIME 2024-2025 set. Aggregated from Epoch AI's AI Benchmarking Hub (otis_mock_aime_2024_2025.csv, column 'mean_score'), used under CC-BY 4.0. The Known Good aggregates published results; it runs no evaluations.

Publisher's page Licence & attribution How we use this score
245 models scored Higher is better Published by Epoch AI CC-BY 4.0
Mock AIME 2024–25

Mock AIME 2024–25 as measured and published by Epoch AI (CC-BY 4.0). Ingested, normalised only where it feeds an index, and never re-run by us. Higher is better.

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💡 A lightbulb marks a model its provider publishes as a reasoning model
The Known Good
Every model we hold a Mock AIME 2024–25 score for
All 245 of 245 models
# Model Creator Mock AIME 2024–25 Known Good Index Measured
1 OpenAI: GPT-5.6 Sol 💡 OpenAI 100.0 — 24 Oct 2026
2 Anthropic: Claude Fable 5 💡 Anthropic 100.0 — 24 Oct 2026
3 gpt-5.5-pro-pre-release OpenAI 100.0 — 24 Oct 2026
4 gpt-5.5-pre-release OpenAI 100.0 97 24 Oct 2026
5 Anthropic: Claude Fable 5.1 💡 Anthropic 100.0 — 24 Oct 2026
6 OpenAI: GPT-6 Astra 💡 OpenAI 100.0 — 24 Oct 2026
7 Qwen: Qwen3.8 Max (0902) 💡 Alibaba 100.0 — 24 Oct 2026
8 Anthropic: Claude Opus 5.5 💡 Anthropic 100.0 — 24 Oct 2026
9 OpenAI: GPT-6 Sol 💡 OpenAI 100.0 — 24 Oct 2026
10 Anthropic: Claude Sonnet 5.5 💡 Anthropic 100.0 — 24 Oct 2026
11 OpenAI: GPT-6.1 Sol 💡 OpenAI 100.0 — 24 Oct 2026
12 Google: Gemini 4 Argon 💡 Google 100.0 — 24 Oct 2026
13 OpenAI: GPT-5.6 Terra 💡 OpenAI 99.7 — 24 Oct 2026
14 Qwen: Qwen3.8 Max 💡 Alibaba 99.4 — 24 Oct 2026
15 muse-wonder-1.0 Meta 99.4 — 24 Oct 2026
16 DeepSeek: DeepSeek V4.1 Flash 1017 💡 DeepSeek 99.4 — 24 Oct 2026
17 SpaceXAI: Grok 4.6 💡 xAI 99.2 — 24 Oct 2026
18 Meta: Muse Spark 1.3 💡 Meta 99.2 — 24 Oct 2026
19 Anthropic: Claude Opus 5 💡 Anthropic 98.9 — 24 Oct 2026
20 Google: Gemini 3.8 Flash 💡 Google 98.9 — 24 Oct 2026
21 OpenAI: GPT-6 Luna 💡 OpenAI 98.9 — 24 Oct 2026
22 Anthropic: Claude Haiku 5.5 💡 Anthropic 98.9 — 24 Oct 2026
23 DeepSeek: DeepSeek V4 Pro 0813 💡 DeepSeek 98.6 — 24 Oct 2026
24 OpenAI: GPT-5.6 Luna 💡 OpenAI 98.3 — 24 Oct 2026
25 Anthropic: Claude Opus 4.8 💡 Anthropic 98.3 — 24 Oct 2026
26 DeepSeek: DeepSeek V4.1 Flash 💡 DeepSeek 98.3 — 24 Oct 2026
27 Mistral: Mistral Large 4 💡 Mistral 98.3 — 24 Oct 2026
28 SpaceXAI: Grok 4.7 💡 xAI 98.1 — 24 Oct 2026
29 Muse-Spark-Open-816B-A42B Meta 98.1 — 24 Oct 2026
30 Anthropic: Claude Opus 4.7 💡 Anthropic 97.8 90 24 Oct 2026
31 SpaceXAI: Grok 4.5 💡 xAI 97.8 — 24 Oct 2026
32 OpenAI: GPT-5.4 💡 OpenAI 97.8 88 24 Oct 2026
33 MoonshotAI: Kimi K3 💡 Moonshot AI 97.2 — 24 Oct 2026
34 Google: Gemini 3.7 Flash 💡 Google 97.2 — 24 Oct 2026
35 DeepSeek: DeepSeek V4 Pro 0423 💡 DeepSeek 96.7 93 24 Oct 2026
36 MoonshotAI: Kimi K2.6 💡 Moonshot AI 96.1 92 24 Oct 2026
37 OpenAI: GPT-5.2 💡 OpenAI 96.1 79 24 Oct 2026
38 Google: Gemini 3.1 Pro Preview 💡 Google 95.6 93 24 Oct 2026
39 MoonshotAI: Kimi K2.7 Code 💡 Moonshot AI 95.6 — 24 Oct 2026
40 Qwen: Qwen3.7 Max 💡 Alibaba 95.6 92 24 Oct 2026
41 Google: Gemini 3.5 Flash 💡 Google 95.6 95 24 Oct 2026
42 Google: Gemini 3 Flash Preview 💡 Google 95.6 83 24 Oct 2026
43 Anthropic: Claude Sonnet 5 💡 Anthropic 94.7 — 24 Oct 2026
44 claude-opus-4-6_64K Anthropic 94.4 — 24 Oct 2026
45 DeepSeek: DeepSeek V4 Flash 0731 💡 DeepSeek 94.4 — 24 Oct 2026
46 Google: Gemini 3.6 Flash 💡 Google 94.2 — 24 Oct 2026
47 Z.ai: GLM 5.3 Flash 💡 Z.ai 93.9 — 24 Oct 2026
48 Qwen: Qwen3.7 Plus 💡 Alibaba 93.3 — 24 Oct 2026
49 SpaceXAI: Grok 4.3 💡 xAI 93.3 — 24 Oct 2026
50 Z.ai: GLM 5.1 💡 Z.ai 93.3 89 24 Oct 2026
51 Qwen: Qwen3.6 Plus 💡 Alibaba 93.3 78 24 Oct 2026
52 Anthropic: Claude Opus 4.6 💡 Anthropic 93.1 86 24 Oct 2026
53 grok-4.20-0309-reasoning xAI 92.2 — 24 Oct 2026
54 fireworks/kimi-k2p5 Moonshot AI 92.2 — 24 Oct 2026
55 OpenAI: GPT-5 💡 OpenAI 91.4 77 24 Oct 2026
56 gemini-3-pro-preview Google 91.4 81 24 Oct 2026
57 Qwen: Qwen3.6 Max Preview 💡 Alibaba 91.1 89 24 Oct 2026
58 Qwen: Qwen3.6 27B 💡 Alibaba 91.1 — 24 Oct 2026
59 Z.ai: GLM 5.3 💡 Z.ai 91.1 — 24 Oct 2026
60 Thinking Machines: Inkling Small 💡 Thinking Machines 90.0 — 24 Oct 2026
61 muse-spark Meta 88.9 — 24 Oct 2026
62 Thinking Machines: Inkling 💡 Thinking Machines 88.9 — 24 Oct 2026
63 OpenAI: GPT-5.4 Mini 💡 OpenAI 88.9 — 24 Oct 2026
64 Qwen: Qwen3.5 397B A17B 💡 Alibaba 88.9 — 24 Oct 2026
65 OpenAI: gpt-oss-120b 💡 OpenAI 88.9 61 24 Oct 2026
66 OpenAI: GPT-5.1 💡 OpenAI 88.6 73 24 Oct 2026
67 deepseek-reasoner DeepSeek 87.8 — 24 Oct 2026
68 OpenAI: GPT-5.4 Nano 💡 OpenAI 87.8 — 24 Oct 2026
69 NVIDIA: Nemotron 3 Ultra 💡 NVIDIA 86.7 — 24 Oct 2026
70 Qwen: Qwen3.6 35B A3B 💡 Alibaba 86.7 66 24 Oct 2026
71 OpenAI: GPT-5 Mini 💡 OpenAI 86.7 66 24 Oct 2026
72 Qwen: Qwen3 235B A22B Thinking 2507 💡 Alibaba 86.7 — 24 Oct 2026
73 qwen3.5-plus Alibaba 86.7 — 24 Oct 2026
74 Qwen: Qwen3.7 Flash 💡 Alibaba 86.7 — 24 Oct 2026
75 Z.ai: GLM 5.2 💡 Z.ai 86.4 91 24 Oct 2026
76 Anthropic: Claude Opus 4.5 💡 Anthropic 86.1 71 24 Oct 2026
77 Anthropic: Claude Sonnet 4.6 💡 Anthropic 85.8 80 24 Oct 2026
78 Qwen: Qwen3.6 Flash 💡 Alibaba 84.4 — 24 Oct 2026
79 OpenAI: GPT-5.5 💡 OpenAI 84.4 93 24 Oct 2026
80 Qwen: Qwen3.5-Flash 💡 Alibaba 84.4 — 24 Oct 2026
81 OpenAI: o3 💡 OpenAI 84.4 72 24 Oct 2026
82 claude-opus-4-8_none Anthropic 84.4 — 24 Oct 2026
83 Google: Gemini 2.5 Pro 💡 Google 84.2 64 24 Oct 2026
84 grok-4-0709 xAI 84.0 67 24 Oct 2026
85 Z.ai: GLM 4.7 💡 Z.ai 83.3 68 24 Oct 2026
86 kimi-k2-thinking-turbo Moonshot AI 83.1 — 24 Oct 2026
87 qwen3.5-397b-a17b_none Alibaba 82.2 — 24 Oct 2026
88 gemma-4-26b-a4b-it_minimal Google 82.2 — 24 Oct 2026
89 OpenAI: o4 Mini 💡 OpenAI 81.7 — 24 Oct 2026
90 claude-opus-4-5-20251101_16K Anthropic 81.7 — 24 Oct 2026
91 OpenAI: GPT-5 Nano 💡 OpenAI 81.1 67 24 Oct 2026
92 Google: Gemini 3.1 Flash Lite 💡 Google 80.0 — 24 Oct 2026
93 Z.ai: GLM 5 💡 Z.ai 80.0 77 24 Oct 2026
94 gemini-3.5-flash_minimal Google 80.0 — 24 Oct 2026
95 gemini-3.6-flash_minimal Google 80.0 — 24 Oct 2026
96 qwen3.7-plus_none Alibaba 80.0 — 24 Oct 2026
97 claude-sonnet-4-5-20250929_59K Anthropic 77.8 — 24 Oct 2026
98 claude-sonnet-4-5-20250929 Anthropic 77.8 66 24 Oct 2026
99 grok-3-mini-beta xAI 77.8 — 24 Oct 2026
100 qwen3.7-flash_none Alibaba 77.8 — 24 Oct 2026
101 OpenAI: o3 Mini 💡 OpenAI 76.9 86 24 Oct 2026
102 Qwen: Qwen3 Max 💡 Alibaba 73.3 — 24 Oct 2026
103 OpenAI: o1 💡 OpenAI 73.3 69 24 Oct 2026
104 gemma-4-31b-it_minimal Google 73.3 — 24 Oct 2026
105 gemini-2.5-flash-preview-04-17 Google 73.1 — 24 Oct 2026
106 Google: Gemini 3.5 Flash Lite 💡 Google 71.1 — 24 Oct 2026
107 MiniMax: MiniMax M3 💡 MiniMax 71.1 — 24 Oct 2026
108 claude-sonnet-4-5-20250929_16K Anthropic 71.1 — 24 Oct 2026
109 claude-sonnet-4-20250514 Anthropic 71.1 — 24 Oct 2026
110 gemini-2.5-flash-preview-05-20 Google 70.8 — 24 Oct 2026
111 Qwen: Qwen3 30B A3B Thinking 2507 💡 Alibaba 70.3 — 24 Oct 2026
112 qwen3.5-35b-a3b_none Alibaba 70.0 — 24 Oct 2026
113 claude-opus-4-1-20250805_27K Anthropic 68.9 — 24 Oct 2026
114 claude-sonnet-4-20250514_59K Anthropic 68.9 — 24 Oct 2026
115 gpt-5.6-sol_none OpenAI 68.9 — 24 Oct 2026
116 qwen3.6-35b-a3b_none Alibaba 68.9 — 24 Oct 2026
117 gpt-5.5-instant OpenAI 68.1 — 24 Oct 2026
118 seed-oss-36b-instruct Unknown 67.5 — 24 Oct 2026
119 Qwen: Qwen3 32B 💡 Alibaba 66.9 — 24 Oct 2026
120 claude-haiku-4-5-20251001 Anthropic 66.7 67 24 Oct 2026
121 qwen3.6-27b_none Alibaba 66.7 — 24 Oct 2026
122 DeepSeek: R1 0528 💡 DeepSeek 66.4 — 24 Oct 2026
123 Qwen: Qwen3 14B 💡 Alibaba 66.4 — 24 Oct 2026
124 OpenAI: gpt-oss-20b 💡 OpenAI 65.3 41 24 Oct 2026
125 claude-opus-4-1-20250805_16K Anthropic 64.4 — 24 Oct 2026
126 claude-opus-4-20250514_27K Anthropic 64.4 — 24 Oct 2026
127 Qwen: Qwen3 30B A3B 💡 Alibaba 62.8 — 24 Oct 2026
128 Qwen: Qwen3 30B A3B Instruct 2507 Alibaba 62.2 — 24 Oct 2026
129 gpt-5.2-2025-12-11_none OpenAI 62.2 — 24 Oct 2026
130 qwen3.5-9B_none Alibaba 61.7 — 24 Oct 2026
131 claude-opus-4-20250514_16K Anthropic 60.0 — 24 Oct 2026
132 QwQ-32B Alibaba 59.2 69 24 Oct 2026
133 Z.ai: GLM 4.7 Flash 💡 Z.ai 58.3 — 24 Oct 2026
134 claude-3-7-sonnet-20250219_64K Anthropic 57.8 — 24 Oct 2026
135 gemini-2.0-flash-thinking-exp-01-21 Google DeepMind,Google 57.8 62 24 Oct 2026
136 gpt-5.4-2026-03-05_none OpenAI 57.8 — 24 Oct 2026
137 gpt-5.5_none OpenAI 57.8 — 24 Oct 2026
138 Qwen: Qwen3 8B 💡 Alibaba 56.1 — 24 Oct 2026
139 qwen3.5-4b_none Alibaba 55.8 — 24 Oct 2026
140 grok-3-beta xAI 55.6 — 24 Oct 2026
141 DeepSeek-R1-Distill-Qwen-32B DeepSeek 55.6 52 24 Oct 2026
142 gpt-5-mini-2025-08-07_minimal OpenAI 55.6 — 24 Oct 2026
143 Qwen: Qwen3.5-35B-A3B 💡 Alibaba 54.4 — 24 Oct 2026
144 DeepSeek: R1 💡 DeepSeek 53.3 75 24 Oct 2026
145 claude-sonnet-4-20250514_16K Anthropic 53.3 — 24 Oct 2026
146 claude-3-7-sonnet-20250219 Anthropic 53.3 74 24 Oct 2026
147 gpt-5.6-terra_none OpenAI 53.3 — 24 Oct 2026
148 qwen3-4b-instruct-2507 Unknown 52.2 — 24 Oct 2026
149 DeepSeek: R1 Distill Llama 70B 💡 DeepSeek 51.4 62 24 Oct 2026
150 gemini-3.5-flash-lite_minimal Google 51.1 — 24 Oct 2026
151 DeepSeek-R1-Distill-Qwen-14B DeepSeek 50.6 — 24 Oct 2026
152 DeepSeek: DeepSeek V3 DeepSeek 48.9 62 24 Oct 2026
153 o1-mini OpenAI 46.9 64 24 Oct 2026
154 claude-3-7-sonnet-20250219_16K Anthropic 46.7 — 24 Oct 2026
155 gpt-5-2025-08-07_minimal OpenAI 46.7 — 24 Oct 2026
156 gpt-5.4-nano-2026-03-17_none OpenAI 46.7 — 24 Oct 2026
157 deepseek-v4-pro_none DeepSeek 46.7 — 24 Oct 2026
158 OpenAI: GPT-4.1 Mini OpenAI 44.7 — 24 Oct 2026
159 deepseek-r1-0528-qwen3-8b Unknown 43.9 — 24 Oct 2026
160 Qwen: Qwen3.5-9B 💡 Alibaba 42.8 43 24 Oct 2026
161 claude-opus-4-20250514 Anthropic 42.2 68 24 Oct 2026
162 Anthropic: Claude Opus 4.1 💡 Anthropic 40.0 49 24 Oct 2026
163 gpt-5.6-luna_none OpenAI 40.0 — 24 Oct 2026
164 OpenAI: GPT-4.1 OpenAI 38.3 45 24 Oct 2026
165 DeepSeek: DeepSeek V3 0324 DeepSeek 37.8 64 24 Oct 2026
166 gpt-4.5-preview OpenAI 37.8 54 24 Oct 2026
167 gpt-5.1-2025-11-13_none OpenAI 37.8 — 24 Oct 2026
168 gemini-3.1-flash-lite_minimal Google 37.8 — 24 Oct 2026
169 gpt-5-nano-2025-08-07_minimal OpenAI 35.6 — 24 Oct 2026
170 Mistral: Mistral Medium 3 Mistral 32.2 — 24 Oct 2026
171 gemini-2.0-flash-001 Google DeepMind,Google 31.1 61 24 Oct 2026
172 o1-preview OpenAI 31.1 — 24 Oct 2026
173 mistral-small-3.2-2506 Mistral 30.3 — 24 Oct 2026
174 magistral-small-2506 Mistral 30.0 — 24 Oct 2026
175 OpenAI: GPT-4.1 Nano OpenAI 28.9 — 24 Oct 2026
176 glm-5.2_none Z.ai 28.9 — 24 Oct 2026
177 magistral-small-2509 Mistral 28.1 — 24 Oct 2026
178 gpt-5.4-mini-2026-03-17_none OpenAI 26.7 — 24 Oct 2026
179 MiniMax-M3_none MiniMax 26.7 — 24 Oct 2026
180 qwen3-14b_none Alibaba 25.8 — 24 Oct 2026
181 Qwen3-30B-A3B_none Alibaba 25.6 — 24 Oct 2026
182 glm-4.7-flash_none Unknown 25.0 — 24 Oct 2026
183 gemini-1.5-pro-002 Google 23.1 — 24 Oct 2026
184 Qwen3-32B_none Alibaba 23.1 — 24 Oct 2026
185 Google: Gemma 3 27B Google 22.5 47 24 Oct 2026
186 qwen3-8b_none Alibaba 22.2 — 24 Oct 2026
187 DeepSeek-R1-Distill-Qwen-1.5B DeepSeek 21.4 — 24 Oct 2026
188 Llama-4-Maverick-17B-128E-Instruct-FP8 Meta 20.6 — 24 Oct 2026
189 Qwen: Qwen-Plus 💡 Alibaba 17.8 — 24 Oct 2026
190 Google: Gemma 3 12B Google 16.7 — 24 Oct 2026
191 gemini-1.5-flash-002 Google 16.2 — 24 Oct 2026
192 qwen-max Alibaba 16.1 — 24 Oct 2026
193 Microsoft: Phi 4 Microsoft 13.8 41 24 Oct 2026
194 grok-2-1212 xAI 11.5 45 24 Oct 2026
195 Llama-3.1-405B-Instruct Meta 9.7 — 24 Oct 2026
196 Mistral Large 2407 Mistral 8.5 — 24 Oct 2026
197 claude-3-5-sonnet-20241022 Anthropic 8.5 45 24 Oct 2026
198 Qwen2.5 72B Instruct Alibaba 8.1 — 24 Oct 2026
199 qwen3-1.7b_none Alibaba 8.1 — 24 Oct 2026
200 Llama-4-Scout-17B-16E-Instruct Meta 7.8 — 24 Oct 2026
201 mistral-large-2411 Mistral 7.8 37 24 Oct 2026
202 Google: Gemma 3 4B Google 7.5 — 24 Oct 2026
203 qwen2.5-32b-instruct Alibaba 7.4 — 24 Oct 2026
204 OpenAI: GPT-4o-mini OpenAI 6.9 31 24 Oct 2026
205 gemini-1.5-pro-001 Google 6.8 — 24 Oct 2026
206 OpenAI: GPT-4 Turbo OpenAI 6.7 — 24 Oct 2026
207 mistral-small-3-2501 Mistral 6.7 — 24 Oct 2026
208 claude-3-5-sonnet-20240620 Anthropic 6.5 — 24 Oct 2026
209 OpenAI: GPT-4o OpenAI 6.4 27 24 Oct 2026
210 qwen-turbo Alibaba 6.1 — 24 Oct 2026
211 mistral-small-2503 Mistral 5.8 33 24 Oct 2026
212 mistral-small-2501 Mistral 5.3 31 24 Oct 2026
213 Meta: Llama 3.3 70B Instruct Meta 5.1 34 24 Oct 2026
214 claude-3-opus-20240229 Anthropic 4.7 32 24 Oct 2026
215 gemini-1.5-flash-8b-001 Google 4.6 — 24 Oct 2026
216 Llama-3.1-Tulu-3-70B-DPO Allen Institute for AI,University of Washington 4.4 — 24 Oct 2026
217 claude-3-5-haiku-20241022 Anthropic 4.3 30 24 Oct 2026
218 Meta-Llama-3-70B-Instruct Meta 4.3 — 24 Oct 2026
219 gemini-1.5-flash-001 Google 3.9 — 24 Oct 2026
220 mistral-small-3.1-2503 Mistral 3.9 — 24 Oct 2026
221 Meta: Llama 3.1 70B Instruct Meta 3.6 — 24 Oct 2026
222 IBM: Granite 4.0 Micro IBM 2.8 — 24 Oct 2026
223 Llama-3.2-90B-Vision-Instruct Meta 2.6 — 24 Oct 2026
224 Qwen: Qwen2.5 7B Instruct Alibaba 2.5 — 24 Oct 2026
225 claude-2.0 Anthropic 2.5 — 24 Oct 2026
226 claude-3-sonnet-20240229 Anthropic 2.5 — 24 Oct 2026
227 Hermes-2-Theta-Llama-3-70B Nous Research,Arcee AI 2.5 — 24 Oct 2026
228 gpt-3.5-turbo-0125 OpenAI 2.2 — 24 Oct 2026
229 claude-2.1 Anthropic 1.9 — 24 Oct 2026
230 Meta-Llama-3-8B-Instruct Meta 1.9 — 24 Oct 2026
231 mistral-large-2402 Mistral 1.9 — 24 Oct 2026
232 Anthropic: Claude 3 Haiku Anthropic 1.8 — 24 Oct 2026
233 Meta: Llama 3.1 8B Instruct Meta 1.7 — 24 Oct 2026
234 Google: Gemma 2 27B Google 1.4 21 24 Oct 2026
235 gpt-4-0613 OpenAI 1.1 — 24 Oct 2026
236 gemini-1.0-pro-001 Google 1.1 — 24 Oct 2026
237 gemma-3-1b-it Google 1.1 — 24 Oct 2026
238 deepseek-llm-67b-chat DeepSeek 0.8 — 24 Oct 2026
239 granite-4.0-1b Unknown 0.8 — 24 Oct 2026
240 Meta: Llama 3.2 1B Instruct Meta 0.6 — 24 Oct 2026
241 gpt-4-0314 OpenAI 0.6 — 24 Oct 2026
242 gemma-2-9b-it Google 0.6 13 24 Oct 2026
243 Mistral-7B-Instruct-v0.3 Mistral 0.3 — 24 Oct 2026
244 granite-4.0-350m Unknown 0.3 — 24 Oct 2026
245 Llama-2-70b-chat-hf Meta 0.0 — 24 Oct 2026
The Known Good
Provenance. These figures are published by Epoch AI and redistributed here under CC-BY 4.0. The publisher's own page is here. We did not run this evaluation and we do not adjust the published numbers — where a score feeds an index it is min-max normalised against every other model holding the same evaluation, and nothing else is done to it. This evaluation is one of the seven components of the Known Good Index. Full licence detail is on attribution, and every score here is in the CSV download.