AIEvals

Benchmarks

LiveCodeBench

Competitive-programming problem solving on problems published after a model's training cut-off, which limits contamination.

Code generationLiveCodeBench maintainers143 models run by Vals AIUpdated 1 September 2026

How it is run

Problems are pulled from live contest feeds and executed against hidden tests, so a solution has to compile and pass rather than merely look right.

What it cannot tell you

Single-function algorithmic tasks are a long way from repository maintenance, and the leaderboard is not deduplicated by date, so a 143-model board mixes many versions of the same family.

Leader
Claude Fable 5.190.52% · Vals AI's own list
Top-ten spread
2.67%Leader minus tenth place, or last place in smaller fields.
Median
87.35%of the 21 models on this site
No published result
25of 46 models on this site

Independent leaderboard · Vals AI

Top 143 of 143 runs by Vals AI, one harness.

#ModelScore
1Claude Fable 5.190.52%
2Claude Fable 589.78%
3Gemini 3.8 Flash89.48%
4Claude Opus 589.03%
5Gemini 3.7 Flash88.65%
6Gemini 3.1 Pro88.49%
7Grok 4.688.22%
8Gemini 3.6 Flash88.08%
9Gpt 5.2 Codex87.99%
10Qwen3.8 Max87.85%
11Claude Opus 4.887.82%
12Gemini 3.5 Flash87.60%
13DeepSeek V4 Pro87.53%
14Deepseek V4 Pro87.48%
15Grok 4.587.35%
16Gpt 5.3 Codex87.31%
17Deepseek V4 Flash 073187.26%
18Kimi K387.19%
19Qwen3.7 Max87.06%
20Kimi K2.686.77%
21Gpt 5 Mini 2025 08 0786.61%
22Gpt 5.1 2025 11 1386.49%
23Gemini 3 Pro Preview86.41%
24Nemotron 3 Ultra 550b A55b85.98%
25Qwen3.6 Plus85.95%
26Inkling Small85.93%
26GPT-5.6 Terra85.93%
28Gpt 5 2025 08 0785.91%
28Muse Spark 1 185.91%
30Gemini 3 Flash Preview85.59%
31Gpt 5.1 Codex85.55%
32Inkling85.52%
33Gpt 5.2 2025 12 1185.36%
34Qwen3.5 Plus Thinking85.33%
35GPT-5.585.30%
36Claude Opus 4.785.07%
37Gpt 5 Codex84.73%
38Claude Opus 4 6 Thinking84.68%
39Grok 4.384.49%
40Grok 4.20 0309 Reasoning84.27%
41Gpt 5.4 2026 03 0584.14%
42Gpt 5.4 Nano 2026 03 1784.01%
43Qwen3.8 27b84.00%
44Ling 3.0 Flash 260783.99%
45O3 2025 04 1683.91%
46Kimi K2.5 Thinking83.87%
47Claude Opus 4 5 20251101 Thinking83.67%
48Gpt 5.1 Codex Max83.56%
49Qwen3.5 Flash83.28%
50Grok 4 070983.25%
51Gpt Oss 120b83.23%
52GPT-5.6 Sol82.60%
53Claude Sonnet 582.43%
54Glm 4.782.23%
55O4 Mini 2025 04 1682.21%
56MiniMax M382.15%
57Claude Sonnet 4 682.09%
58Kimi K2.7 Code82.05%
59Glm 5 Thinking81.87%
60MiniMax M2.181.76%
61Mimo V2.581.51%
62Gpt 5.4 Mini 2026 03 1781.47%
63Glm 5.181.38%
64Mimo V2.5 Pro81.35%
65Glm 4.681.04%
66Deepseek V3p2 Thinking80.69%
67Grok 4 1 Fast Reasoning80.64%
68GLM 5.380.54%
69GLM 5.3 Flash80.51%
70Gpt Oss 20b80.39%
71Gemini 3.1 Flash Lite Preview80.12%
72MiniMax M2.779.93%
73MiniMax M2.579.21%
74Gemini 2.5 Pro Preview 03 2579.16%
75Gemini 3.5 Flash Lite79.01%
76Grok 4 Fast Reasoning78.97%
77Qwen3 Max78.22%
78Grok 3 Mini Fast High Reasoning76.22%
79Gemini 2.5 Flash Preview 09 2025 Thinking76.21%
80Gemini 2.5 Flash Preview 09 202575.06%
81Claude Opus 4 5 2025110175.03%
82Magistral Medium 250974.86%
83Claude Sonnet 4 5 20250929 Thinking73.00%
84Magistral Small 250972.13%
85O3 Mini 2025 01 3171.48%
86Gemini 2.5 Flash Lite Preview 09 2025 Thinking71.39%
87Qwen3 235b A22b70.62%
88Kimi K2 Instruct70.45%
89Deepseek R170.22%
89Gpt 5 Nano 2025 08 0770.22%
91Claude Opus 4 20250514 Thinking70.19%
92Deepseek V3p269.86%
93Glm 5.269.50%
94Laguna M.168.12%
95Laguna Xs.267.80%
96Gemini 2.5 Flash Lite Preview 09 202567.67%
97Glm 4.567.45%
98Qwen3 Max Preview66.91%
99Claude Opus 4 1 20250805 Thinking66.46%
100Grok 3 Mini Fast Low Reasoning66.27%
101Deepseek V3 032465.48%
102Claude Opus 4 1 2025080564.56%
103Kimi K2 Thinking63.15%
104Claude Opus 4 2025051462.63%
105Claude Sonnet 4 20250514 Thinking62.39%
106Grok Code Fast 161.97%
107Claude 3 7 Sonnet 20250219 Thinking60.44%
108Claude Sonnet 4 2025051459.67%
109Llama 3.3 Nemotron Super 49b V1 42e84561 Thinking58.37%
110Gpt 4.1 Mini 2025 04 1458.16%
111Gemini 2.5 Flash Preview 04 1756.94%
112Claude 3 7 Sonnet 2025021956.66%
113Mistral Large 251255.34%
114Gpt 4.1 2025 04 1454.67%
115Grok 352.90%
116Devstral 251251.84%
117O1 2024 12 1750.26%
118Claude 3 5 Sonnet 2024102249.63%
119Llama4 Maverick Instruct Basic47.25%
120Gemini 2.5 Flash Preview 04 17 Thinking46.87%
121Grok 4 Fast Non Reasoning46.10%
122Mistral Medium 250544.85%
123Gemini 2.0 Flash 00143.61%
124Gpt 4o 2024 11 2043.44%
125Labs Devstral Small 251243.18%
126Gpt 4.1 Nano 2025 04 1442.72%
127Grok 4 1 Fast Non Reasoning42.62%
128Claude 3 5 Haiku 2024102241.92%
129Gemini 1.5 Pro 00241.72%
130Claude Haiku 4 5 20251001 Thinking41.18%
131Grok 2 121238.68%
132Llama 4 Scout 17B 16E Instruct38.54%
133Mistral Large 241137.09%
134Gemini 1.5 Flash 00236.91%
135Llama 3.3 70B Instruct Turbo36.34%
136Llama 3.3 Nemotron Super 49b V1 42e8456136.31%
137Command A 03 202535.07%
138Mistral Small 250331.82%
139Gpt 4o Mini 2024 07 1826.42%
140Jamba Large 1.622.33%
141Command R Plus18.24%
142Mistral Small 240215.78%
143Jamba Mini 1.69.92%

Artificial Analysis results by release

Highest published effort per model release, grouped here from AA’s public results. Grouping ranks are derived here; source settings and model-publisher reports stay separate.

#ModelScoreEffort
1Gemini 3 Pro Preview91.75%high
2DeepSeek V3.2 Speciale89.63%Not specified
3GLM-4.789.42%Not specified
4GPT-5.288.89%xhigh
5gpt-oss-120b87.83%high
6Claude Opus 4.587.09%Not specified
7GPT-5.186.77%high
8o4-mini85.93%high
9Kimi K2 Thinking85.29%Not specified
10GPT-5.1 Codex84.87%high
11GPT-584.55%high
12GPT-5 Codex84.02%high
13GPT-5 mini83.81%high
14GPT-5.1 Codex mini83.60%high
15MiniMax-M282.65%Not specified
16Grok 4.1 Fast82.22%Not specified
17Grok 481.90%Not specified
18ERNIE 5.0 Thinking Preview81.16%Not specified
19MiniMax-M2.180.95%Not specified
20o380.85%Not specified
21Apriel-v1.6-15B-Thinker80.74%Not specified
22Gemini 2.5 Pro80.11%Not specified
23DeepSeek V3.1 Terminus79.79%Not specified
24Gemini 3 Flash Preview79.68%Not specified
25GPT-5 nano78.94%high
26Qwen3 235B A22B 2507 (Reasoning)78.84%Not specified
27DeepSeek V3.178.41%Not specified
27Qwen3 Next 80B A3B (Reasoning)78.41%Not specified
29Gemini 2.5 Pro Preview (Mar' 25)77.78%Not specified
30gpt-oss-20b77.67%high
30INTELLECT-377.67%Not specified
32Gemini 2.5 Pro Preview (May' 25)77.04%Not specified
32DeepSeek R1 0528 (May '25)77.04%Not specified
34K-EXAONE76.83%Not specified
35Qwen3 Max76.72%Not specified
36Doubao Seed Code76.61%Not specified
37Seed-OSS-36B-Instruct76.51%Not specified
38Magistral Medium 1.275.03%Not specified
39KAT-Coder-Pro V174.71%Not specified
40GLM-4.573.76%Not specified
40Qwen3 VL 32B (Reasoning)73.76%Not specified
42o3-mini73.44%high
43Nova 2.0 Pro Preview73.02%medium
44Apriel-v1.5-15B-Thinker72.80%Not specified
45Falcon-H1R-7B72.38%Not specified
46Magistral Small 1.272.28%Not specified
47Claude 4.5 Sonnet71.43%Not specified
48Nova 2.0 Lite71.11%high
48MiniMax M1 80k71.11%Not specified
50Qwen3 30B A3B 2507 (Reasoning)70.69%Not specified
51NVIDIA Nemotron Nano 9B V270.05%Not specified
52Qwen3 VL 30B A3B (Reasoning)69.74%Not specified
53Grok 3 mini Reasoning69.63%high
54Gemini 2.5 Flash69.52%Not specified
54Olmo 3.1 32B Think69.52%Not specified
54GLM-4.669.52%Not specified
57NVIDIA Nemotron Nano 12B v2 VL69.42%Not specified
57K2-V269.42%high
59Cogito v2.168.78%Not specified
60Hermes 4 - Llama-3.1 405B68.57%Not specified
61Qwen3 Next 80B A3B Instruct68.36%Not specified
61GLM-4.5-Air68.36%Not specified
63o167.94%Not specified
63Qwen3 Omni 30B A3B (Reasoning)67.94%Not specified
65Ling-1T67.72%Not specified
66Olmo 3 32B Think67.20%Not specified
67Nova 2.0 Omni66.03%medium
68MiniMax M1 40k65.71%Not specified
68Grok Code Fast 165.71%Not specified
70Mi:dm K 2.5 Pro65.61%Not specified
71Claude 4 Sonnet65.50%Not specified
72Claude 4.1 Opus65.35%Not specified
73Qwen3 Max (Preview)65.08%Not specified
73Motif-2-12.7B-Reasoning65.08%Not specified
75Qwen3 VL 235B A22B (Reasoning)64.55%Not specified
76Ring-1T64.34%Not specified
77Qwen3 4B 2507 (Reasoning)64.13%Not specified
77Gemini 2.5 Flash-Lite Preview (Sep '25)64.13%Not specified
77Llama 3.1 Nemotron Ultra 253B v164.13%Not specified
80QwQ 32B63.07%Not specified
81HyperCLOVA X SEED Think (32B)62.86%Not specified
82Ring-flash-2.062.75%Not specified
83Gemini 2.5 Flash Preview (Sep '25)62.54%Not specified
84DeepSeek R1 (Jan '25)61.69%Not specified
84Olmo 3 7B Think61.69%Not specified
86Solar Pro 261.59%high
87Claude 4.5 Haiku61.48%Not specified
88Kimi K2 090560.95%Not specified
89Qwen3 VL 235B A22B Instruct59.37%Not specified
90DeepSeek V3.259.26%Not specified
91Ling-flash-2.058.94%Not specified
92Qwen3 Coder 480B A35B Instruct58.52%Not specified
93o1-mini57.57%Not specified
93Mi:dm K 2.5 Pro Preview57.57%Not specified
95Kimi K255.56%Not specified
96DeepSeek V3.2 Exp55.45%Not specified
97Qwen3 32B54.60%Not specified
98GPT-5 (ChatGPT)54.29%Not specified
99Claude 4 Opus54.18%Not specified
100Qwen3 Max Thinking (Preview)53.54%Not specified
101Magistral Medium 152.70%Not specified
102Qwen3 235B A22B 250752.38%Not specified
103Qwen3 14B52.28%Not specified
104Qwen3 30B A3B 250751.53%Not specified
105Magistral Small 151.43%Not specified
105Qwen3 VL 32B Instruct51.43%Not specified
107DeepSeek R1 0528 Qwen3 8B51.32%Not specified
108Qwen3 30B A3B50.58%Not specified
109Llama 3.1 Nemotron Nano 4B v1.149.31%Not specified
110GPT-4.1 mini48.25%Not specified
111Qwen3 VL 30B A3B Instruct47.62%Not specified
112Claude 3.7 Sonnet47.30%Not specified
113EXAONE 4.0 32B47.20%Not specified
114ERNIE 4.5 300B A47B46.67%Not specified
115Qwen3 4B46.46%Not specified
115Mistral Large 346.46%Not specified
117Solar Pro 2 (Preview)46.24%high
118GPT-4.145.71%Not specified
119Devstral 244.76%Not specified
120Reka Flash 343.49%Not specified
121Ling-mini-2.042.86%Not specified
122Grok 342.54%Not specified
122GPT-4o (March 2025, chatgpt-4o-latest)42.54%Not specified
124Qwen3 Omni 30B A3B Instruct42.22%Not specified
125GLM-4.6V41.06%Not specified
126Mistral Medium 3.140.63%Not specified
126Gemini 2.5 Flash Preview40.63%Not specified
126Qwen3 8B40.63%Not specified
129DeepSeek V3 032440.53%Not specified
130Qwen3 Coder 30B A3B Instruct40.32%Not specified
131MiMo-V2-Flash40.21%Not specified
132Grok 4 Fast40.11%Not specified
133Gemini 2.5 Flash-Lite40.00%Not specified
133Mistral Medium 340.00%Not specified
135Llama 4 Maverick39.68%Not specified
136Claude 3.5 Sonnet (Oct '24)38.10%Not specified
137Kimi Linear 48B A3B Instruct37.78%Not specified
138Qwen3 4B 250737.67%Not specified
139DeepSeek R1 Distill Qwen 14B37.57%Not specified
140NVIDIA Nemotron 3 Nano 30B A3B35.98%Not specified
141DeepSeek V3 (Dec '24)35.87%Not specified
141Qwen2.5 Max35.87%Not specified
143Qwen3 VL 8B (Reasoning)35.34%Not specified
144GLM-4.5V35.24%Not specified
145Ministral 3 14B35.13%Not specified
146Devstral Small 234.81%Not specified
147Gemini 2.0 Pro Experimental (Feb '25)34.71%Not specified
148Qwen3 235B A22B34.29%Not specified
149QwQ 32B-Preview33.65%Not specified
149Devstral Medium33.65%Not specified
151Gemini 2.0 Flash (Feb '25)33.44%Not specified
151GPT-4o (May '24)33.44%Not specified
153Qwen3 VL 8B Instruct33.23%Not specified
154GPT-4.1 nano32.59%Not specified
155Gemini 2.0 Flash Thinking Experimental (Jan '25)32.06%Not specified
156Qwen3 VL 4B (Reasoning)31.96%Not specified
157GPT-4o (Aug '24)31.75%Not specified
157Nova Premier31.75%Not specified
159Gemini 1.5 Pro (Sep '24)31.64%Not specified
160Claude 3.5 Haiku31.43%Not specified
161GPT-4o (Nov '24)30.90%Not specified
162Llama 3.1 Instruct 405B30.48%Not specified
163Ministral 3 8B30.26%Not specified
164Llama 4 Scout29.95%Not specified
165Qwen2.5 Coder Instruct 32B29.52%Not specified
165Sarvam M29.52%high
165Sonar29.52%Not specified
168Mistral Large 2 (Nov '24)29.31%Not specified
168Exaone 4.0 1.2B29.31%Not specified
170GPT-4 Turbo29.10%Not specified
170Llama 3.1 Tulu3 405B29.10%Not specified
172Llama Nemotron Super 49B v1.528.99%Not specified
172Qwen3 VL 4B Instruct28.99%Not specified
174Llama 3.3 Instruct 70B28.78%Not specified
175Command A28.68%Not specified
176Claude 3 Opus27.94%Not specified
177Llama 3.3 Nemotron Super 49B v127.72%Not specified
178Qwen2.5 Instruct 72B27.62%Not specified
179Sonar Pro27.51%Not specified
179Mistral Small 3.227.51%Not specified
181Gemini 1.5 Flash (Sep '24)27.30%Not specified
182DeepSeek R1 Distill Qwen 32B26.98%Not specified
183Hermes 4 - Llama-3.1 70B26.88%Not specified
184Mistral Large 2 (Jul '24)26.67%Not specified
184Grok 2 (Dec '24)26.67%Not specified
186DeepSeek R1 Distill Llama 70B26.56%Not specified
186Olmo 3 7B Instruct26.56%Not specified
188Pixtral Large26.14%Not specified
189Devstral Small (May '25)25.82%Not specified
190Devstral Small (Jul '25)25.40%Not specified
191Mistral Small 325.19%Not specified
192Granite 4.0 H Small25.08%Not specified
193Qwen2.5 Instruct 32B24.76%Not specified
194Ministral 3 3B24.66%Not specified
195Gemini 1.5 Pro (May '24)24.44%Not specified
196Grok Beta24.13%Not specified
197GPT-4o mini23.39%Not specified
198DeepSeek R1 Distill Llama 8B23.28%Not specified
198Nova Pro23.28%Not specified
200Llama 3.1 Instruct 70B23.17%Not specified
201Phi-423.07%Not specified
202Gemini 1.5 Flash-8B21.69%Not specified
203Llama 3.2 Instruct 90B (Vision)21.38%Not specified
204Mistral Small 3.121.16%Not specified
205Jamba Reasoning 3B20.95%Not specified
205Gemini 2.0 Flash (experimental)20.95%Not specified
207Llama 3 Instruct 70B19.79%Not specified
208Gemini 1.5 Flash (May '24)19.58%Not specified
209Claude 2.119.47%Not specified
209DeepHermes 3 - Mistral 24B Preview19.47%Not specified
211Hermes 3 - Llama-3.1 70B18.84%Not specified
212Gemini 2.0 Flash-Lite (Feb '25)18.52%Not specified
213Jamba 1.7 Large18.10%Not specified
214Granite 4.0 Micro17.99%Not specified
215Gemini 2.0 Flash-Lite (Preview)17.88%Not specified
216Mistral Large (Feb '24)17.78%Not specified
217Claude 3 Sonnet17.46%Not specified
218Jamba 1.6 Large17.25%Not specified
219Claude 2.017.14%Not specified
220Llama 3.1 Nemotron Instruct 70B16.93%Not specified
221Nova Lite16.72%Not specified
222Qwen2.5 Turbo16.30%Not specified
223Qwen2 Instruct 72B15.87%Not specified
224DeepSeek Coder V2 Lite Instruct15.77%Not specified
225Claude 3 Haiku15.45%Not specified
226LFM2 8B A1B15.13%Not specified
227Mixtral 8x22B Instruct14.81%Not specified
228Gemma 3n E4B Instruct14.60%Not specified
229Jamba 1.5 Large14.29%Not specified
230Mistral Small (Sep '24)14.07%Not specified
231Nova Micro13.97%Not specified
232Gemma 3n E4B Instruct Preview (May '25)13.76%Not specified
233Gemma 3 27B Instruct13.65%Not specified
233Gemma 3 12B Instruct13.65%Not specified
235Phi-4 Multimodal Instruct13.12%Not specified
236Granite 3.3 8B12.70%Not specified
237Qwen3 1.7B12.59%Not specified
237Phi-4 Mini Instruct12.59%Not specified
237Qwen2.5 Coder Instruct 7B12.59%Not specified
240Command-R+ (Apr '24)12.17%Not specified
241Llama 3.1 Instruct 8B11.64%Not specified
241Gemini 1.0 Pro11.64%Not specified
241Phi-3 Mini Instruct 3.8B11.64%Not specified
244Granite 4.0 H 1B11.53%Not specified
244OpenChat 3.5 (1210)11.53%Not specified
246Gemma 3 4B Instruct11.22%Not specified
247Mistral Small (Feb '24)11.11%Not specified
248Llama 3.2 Instruct 11B (Vision)11.01%Not specified
249Claude Instant10.90%Not specified
250Mistral Medium9.95%Not specified
251Llama 2 Chat 70B9.84%Not specified
251Llama 2 Chat 13B9.84%Not specified
253LFM 40B9.63%Not specified
253Llama 3 Instruct 8B9.63%Not specified
255Gemma 3n E2B Instruct9.52%Not specified
256DBRX Instruct9.31%Not specified
257DeepHermes 3 - Llama-3.1 8B Preview8.47%Not specified
258Llama 3.2 Instruct 3B8.25%Not specified
259LFM2 2.6B8.15%Not specified
260Qwen3 0.6B7.30%Not specified
261Jamba 1.6 Mini7.09%Not specified
262DeepSeek R1 Distill Qwen 1.5B6.98%Not specified
263OLMo 2 32B6.77%Not specified
264Mixtral 8x7B Instruct6.56%Not specified
265Jamba 1.5 Mini6.24%Not specified
266Jamba 1.7 Mini6.14%Not specified
267Command-R (Mar '24)4.76%Not specified
268Granite 4.0 1B4.66%Not specified
269Mistral 7B Instruct4.55%Not specified
270OLMo 2 7B4.13%Not specified
271Molmo 7B-D3.92%Not specified
272Granite 4.0 350M2.43%Not specified
273LFM2 1.2B2.01%Not specified
274Llama 3.2 Instruct 1B1.90%Not specified
274Granite 4.0 H 350M1.90%Not specified
276Gemma 3 1B Instruct1.69%Not specified
277Gemma 3 270M0.32%Not specified
278Llama 2 Chat 7B0.21%Not specified

No published result tracked

25 of the 46 models on this site have no published number on this benchmark, so their cells in the home table stay blank rather than reading as zero.

Sources

Every page used for this benchmark, read on 17 October 2026.