Model results
ALE-Bench
Choose a shared evaluation protocol to compare model scores. Versions, sources and configurations stay separate.
Atlas snapshot captured 10/19/2026, 10:20:28 AM UTC. This is an import timestamp, not the evaluation date. Coverage may be incomplete.
ALE-Bench
- Source
- ALE-Bench via Epoch AI
- Version
- Not reported
- Measurement date
- Not reported
- Metric
- rating · Higher is better
- Evaluation scope
- result date not supplied
Positions are withheld because at least one result lacks explicit independent provenance or a documented evaluation scope. Missing metadata is shown as unreported; matching imported metadata is not independent verification of the protocol.
Gemini 3 Flash Preview
google/gemini-3-flash-preview-20251217
1367.2 rating
View modelEvidence aggregatedClaude Opus 4.7
anthropic/claude-opus-4-7
1323.05 rating
View modelEvidence aggregatedGPT-5.2-Codex
openai/gpt-5.2-codex-20260114
1299.9 rating
View modelEvidence aggregatedGPT-5.1-Codex
openai/gpt-5.1-codex-20251113
1244.92 rating
View modelEvidence aggregatedMiMo-V2.6-Flash
xiaomi/mimo-v2.6-flash-20260921
1244.2 rating
View modelEvidence aggregatedGPT-5.1-Codex-Max
openai/gpt-5.1-codex-max-20251204
1208.83 rating
View modelEvidence aggregatedQwen3.7 Max
qwen/qwen3.7-max-20260520
1189.4 rating
View modelEvidence aggregatedGemini 3.1 Pro Preview
google/gemini-3.1-pro-preview-20260219
1160.6 rating
View modelEvidence aggregatedMiMo-V2.6-Pro
xiaomi/mimo-v2.6-pro-20260921
1158.1 rating
View modelEvidence aggregatedGrok 4.20
x-ai/grok-4.20-20260309
1150.28 rating
View modelEvidence aggregatedKimi K2.6
moonshotai/kimi-k2.6-20260420
1092.67 rating
View modelEvidence aggregatedClaude Opus 4.6
anthropic/claude-opus-4-6
996.5 rating
View modelEvidence aggregatedInkling
thinkingmachines/inkling-20260715
946 rating
View modelEvidence aggregatedGemma 4 26B A4B
google/gemma-4-26b-a4b-it-20260403
927.17 rating
View modelEvidence aggregatedGemma 4 31B
google/gemma-4-31b-it-20260402
925.5 rating
View modelEvidence aggregatedMiMo-V2.5-Pro
xiaomi/mimo-v2.5-pro-20260422
899.8 rating
View modelEvidence aggregatedGLM 5.1
z-ai/glm-5.1-20260406
887.1 rating
View modelEvidence aggregatedKimi K2.7 Code
moonshotai/kimi-k2.7-code-20260612
886.23 rating
View modelEvidence aggregatedKimi K2.5
moonshotai/kimi-k2.5-0127
821.65 rating
View modelEvidence aggregatedR1 0528
deepseek/deepseek-r1-0528
804.12 rating
View modelEvidence aggregatedGemini 3.1 Flash Lite
google/gemini-3.1-flash-lite-20260507
797.73 rating
View modelEvidence aggregatedMercury 2
inception/mercury-2-20260304
785.58 rating
View modelEvidence aggregatedGLM 5
z-ai/glm-5-20260211
765.62 rating
View modelEvidence aggregatedDeepSeek V3.1 Terminus
deepseek/deepseek-v3.1-terminus
745.17 rating
View modelEvidence aggregatedMiMo-V2-Flash
xiaomi/mimo-v2-flash
737.95 rating
View modelEvidence aggregatedStep 3.7 Flash
stepfun/step-3.7-flash-20260528
694.12 rating
View modelEvidence aggregatedQwen3.6 Plus
qwen/qwen3.6-plus-04-02
670.15 rating
View modelEvidence aggregatedGemini 2.5 Flash
google/gemini-2.5-flash
661.88 rating
View modelEvidence aggregatedMiniMax M3
minimax/minimax-m3-20260531
640.02 rating
View modelEvidence aggregatedMiniMax M2.1
minimax/minimax-m2.1
623.83 rating
View modelEvidence aggregatedMiniMax M2.5
minimax/minimax-m2.5-20260211
618.17 rating
View modelEvidence aggregatedMiniMax M2.7
minimax/minimax-m2.7-20260318
599.25 rating
View modelEvidence aggregatedKimi K2 Thinking
moonshotai/kimi-k2-thinking-20251106
597.5 rating
View modelEvidence aggregatedgpt-oss-120b
openai/gpt-oss-120b
575.62 rating
View modelEvidence aggregatedgpt-oss-20b
openai/gpt-oss-20b
566.05 rating
View modelEvidence aggregatedGPT-4.1
openai/gpt-4.1-2025-04-14
558.1 rating
View modelEvidence aggregatedMiMo-V2.5
xiaomi/mimo-v2.5-20260422
513.95 rating
View modelEvidence aggregatedQwen3 Coder 480B A35B
qwen/qwen3-coder-480b-a35b-07-25
461.45 rating
View modelEvidence aggregatedQwen3 Coder Plus
qwen/qwen3-coder-plus
456.5 rating
View modelEvidence aggregatedGLM 4.7
z-ai/glm-4.7-20251222
399.48 rating
View modelEvidence aggregatedQwen3 Max
qwen/qwen3-max
370.45 rating
View modelEvidence aggregatedQwen3.5-27B
qwen/qwen3.5-27b-20260224
349.45 rating
View modelEvidence aggregatedGLM 4.5
z-ai/glm-4.5
344.82 rating
View modelEvidence aggregatedGLM 4.6
z-ai/glm-4.6
340.82 rating
View modelEvidence aggregatedQwen3.6 Flash
qwen/qwen3.6-flash
326.4 rating
View modelEvidence aggregatedKimi K2 0905
moonshotai/kimi-k2-0905
267.12 rating
View modelEvidence aggregatedQwen3.5-Flash
qwen/qwen3.5-flash-20260224
221.8 rating
View modelEvidence aggregatedNemotron 3 Super
nvidia/nemotron-3-super-120b-a12b-20230311
213.9 rating
View modelEvidence aggregatedCodestral 2508
mistralai/codestral-2508
137.78 rating
View modelEvidence aggregated