AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE
Benchmark Radar.Benchmarks. Model results. Original sources.
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Artificial Analysis

GDPval-AA v2 (Elo)

Agentic real-world work tasks

评测信息与证据

来源
Artificial Analysis
发布者
未收录
评测发布日期
2026-06-15
采集日期
2026-08-25
模态
未收录

本站保留来源报告的结果，不代表独立复测。请先核对任务版本、评测协议、分数单位和报告日期；不同运行条件不能直接合并为统一排名。

原始资料

报告成绩 213

按来源中的观察顺序展示，顺序不代表排名。日期保留原始精度。

模型数值单位协议报告日期与口径来源
Claude Opus 5 (Adaptive Reasoning, Max Effort)1834.67未收录未收录2026-07-24 · model_announcementArtificial Analysis
Claude Opus 5 (Adaptive Reasoning, Xhigh Effort)1811.01未收录未收录2026-07-24 · model_announcementArtificial Analysis
GLM-5.3 (max)1765.86未收录未收录2026-08-18 · model_announcementArtificial Analysis
Grok 4.6 (xhigh)1761.27未收录未收录2026-08-12 · model_announcementArtificial Analysis
Grok 4.6 (high)1741.76未收录未收录2026-08-12 · model_announcementArtificial Analysis
Grok 4.6 (medium)1739.55未收录未收录2026-08-12 · model_announcementArtificial Analysis
Claude Fable 5 (Adaptive Reasoning, Max Effort, Opus 4.8 Fallback)1730.83未收录未收录2026-06-09 · model_announcementArtificial Analysis
Qwen3.8 Max1730.02未收录未收录2026-08-03 · model_announcementArtificial Analysis
Claude Opus 5 (Adaptive Reasoning, High Effort)1725.71未收录未收录2026-07-24 · model_announcementArtificial Analysis
Qwen3.8 2.4T A95B1716.91未收录未收录2026-08-12 · model_announcementArtificial Analysis
GPT-5.6 Sol (max)1716未收录未收录2026-07-09 · model_announcementArtificial Analysis
Kimi K3 (max)1675.22未收录未收录2026-07-16 · model_announcementArtificial Analysis
GPT-5.6 Sol (xhigh)1675.09未收录未收录2026-07-09 · model_announcementArtificial Analysis
DeepSeek V4 Flash Vision (Reasoning, Max Effort)1674.88未收录未收录2026-08-21 · model_announcementArtificial Analysis
Muse Spark 1.2 (xhigh)1622.63未收录未收录2026-08-05 · model_announcementArtificial Analysis
GPT-5.6 Sol (high)1617.11未收录未收录2026-07-09 · model_announcementArtificial Analysis
Claude Opus 5 (Adaptive Reasoning, Medium Effort)1615.81未收录未收录2026-07-24 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Max Effort)1592.63未收录未收录2026-06-30 · model_announcementArtificial Analysis
DeepSeek V4 Pro 0813 (Reasoning, Max Effort)1585.75未收录未收录2026-08-13 · model_announcementArtificial Analysis
Claude Opus 4.8 (Adaptive Reasoning, Max Effort)1581.94未收录未收录2026-05-28 · model_announcementArtificial Analysis
GPT-5.6 Luna (max)1577.39未收录未收录2026-07-09 · model_announcementArtificial Analysis
GPT-5.6 Terra (max)1573.13未收录未收录2026-07-09 · model_announcementArtificial Analysis
GPT-5.6 Terra (xhigh)1572.09未收录未收录2026-07-09 · model_announcementArtificial Analysis
DeepSeek V4 Flash 0731 (Reasoning, Max Effort)1558.52未收录未收录2026-07-31 · model_announcementArtificial Analysis
Grok 4.6 (low)1552.39未收录未收录2026-08-12 · model_announcementArtificial Analysis
GPT-5.6 Sol (medium)1547.46未收录未收录2026-07-09 · model_announcementArtificial Analysis
Qwen3.8 27B (xhigh)1541.23未收录未收录2026-08-14 · model_announcementArtificial Analysis
Gemini 3.7 Flash (high)1527.11未收录未收录2026-08-13 · model_announcementArtificial Analysis
GPT-5.6 Luna (xhigh)1524.32未收录未收录2026-07-09 · model_announcementArtificial Analysis
Qwen3.8 27B (medium)1518.9未收录未收录2026-08-14 · model_announcementArtificial Analysis
Grok 4.5 (high)1518.37未收录未收录2026-07-08 · model_announcementArtificial Analysis
GPT-5.6 Terra (high)1509.49未收录未收录2026-07-09 · model_announcementArtificial Analysis
GLM-5.2 (max)1505.12未收录未收录2026-06-16 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Xhigh Effort)1497.07未收录未收录2026-06-30 · model_announcementArtificial Analysis
Gemini 3.7 Flash (medium)1496.26未收录未收录2026-08-13 · model_announcementArtificial Analysis
Qwen3.8 27B (low)1489.11未收录未收录2026-08-14 · model_announcementArtificial Analysis
GPT-5.5 (xhigh)1488.58未收录未收录2026-04-23 · model_announcementArtificial Analysis
Claude Opus 4.7 (Adaptive Reasoning, Max Effort)1485.91未收录未收录2026-04-16 · model_announcementArtificial Analysis
GPT-5.6 Luna (high)1465未收录未收录2026-07-09 · model_announcementArtificial Analysis
GPT-5.5 (high)1464.04未收录未收录2026-04-23 · model_announcementArtificial Analysis
Claude Opus 5 (Adaptive Reasoning, Low Effort)1455.08未收录未收录2026-07-24 · model_announcementArtificial Analysis
Gemini 3.7 Flash (low)1452.41未收录未收录2026-08-13 · model_announcementArtificial Analysis
GPT-5.6 Sol (low)1442.67未收录未收录2026-07-09 · model_announcementArtificial Analysis
Gemini 3.6 Flash (high)1419.09未收录未收录2026-07-21 · model_announcementArtificial Analysis
GPT-5.6 Terra (medium)1406.21未收录未收录2026-07-09 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, High Effort)1400.85未收录未收录2026-06-30 · model_announcementArtificial Analysis
GLM-5.2 (Non-reasoning)1393.47未收录未收录2026-06-16 · model_announcementArtificial Analysis
GPT-5.4 (xhigh)1391.79未收录未收录2026-03-05 · model_announcementArtificial Analysis
MiniMax-M31384.32未收录未收录2026-06-01 · model_announcementArtificial Analysis
GPT-5.6 Sol (Non-reasoning)1380.37未收录未收录2026-07-09 · model_announcementArtificial Analysis
Muse Spark 1.1 (xhigh)1374.97未收录未收录2026-07-09 · model_announcementArtificial Analysis
Claude Sonnet 4.6 (Adaptive Reasoning, Max Effort)1373.82未收录未收录2026-02-17 · model_announcementArtificial Analysis
GPT-5.5 (medium)1373.59未收录未收录2026-04-23 · model_announcementArtificial Analysis
Claude Sonnet 5 (Non-reasoning, High Effort)1367.85未收录未收录2026-06-30 · model_announcementArtificial Analysis
Gemini 3.5 Flash (high)1341.34未收录未收录2026-05-19 · model_announcementArtificial Analysis
DeepSeek V4 Pro (Reasoning, Max Effort)1302.91未收录未收录2026-04-24 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Medium Effort)1300.97未收录未收录2026-06-30 · model_announcementArtificial Analysis
DeepSeek V4 Pro (Reasoning, High Effort)1291.45未收录未收录2026-04-24 · model_announcementArtificial Analysis
Solar Pro 41273.32未收录未收录2026-08-06 · model_announcementArtificial Analysis
GPT-5.6 Luna (medium)1272.79未收录未收录2026-07-09 · model_announcementArtificial Analysis
Kimi K3 (low)1272.51未收录未收录2026-07-16 · model_announcementArtificial Analysis
Motif 31272.22未收录未收录2026-08-12 · model_announcementArtificial Analysis
Inkling Small1268.66未收录未收录2026-07-30 · model_announcementArtificial Analysis
Qwen3.7 Max1268.16未收录未收录2026-05-19 · model_announcementArtificial Analysis
G9v3-39A5B1265.22未收录未收录2026-08-20 · model_announcementArtificial Analysis
JT-4.1 Flash 236B A21B1264.88未收录未收录2026-07-09 · model_announcementArtificial Analysis
MiMo-V2.5-Pro1264.09未收录未收录2026-04-22 · model_announcementArtificial Analysis
GLM-5.1 (Reasoning)1257未收录未收录2026-04-07 · model_announcementArtificial Analysis
GPT-5.6 Terra (low)1256.34未收录未收录2026-07-09 · model_announcementArtificial Analysis
Motif 3 (Beta)1254.55未收录未收录2026-07-14 · model_announcementArtificial Analysis
Nex-N2-Pro1250.2未收录未收录2026-06-02 · model_announcementArtificial Analysis
GPT-5.6 Terra (Non-reasoning)1244.21未收录未收录2026-07-09 · model_announcementArtificial Analysis
Inkling (xhigh)1236.39未收录未收录2026-07-15 · model_announcementArtificial Analysis
Claude Sonnet 5 (Adaptive Reasoning, Low Effort)1219.17未收录未收录2026-06-30 · model_announcementArtificial Analysis
Grok Build 0.1 06161213.7未收录未收录2026-06-16 · model_announcementArtificial Analysis
Hy31213.42未收录未收录2026-07-06 · model_announcementArtificial Analysis
Qwen3.8 27B (Non-reasoning)1210.94未收录未收录2026-08-14 · model_announcementArtificial Analysis
Kimi K2.61191.42未收录未收录2026-04-20 · model_announcementArtificial Analysis
DeepSeek V4 Flash (Reasoning, Max Effort)1189.97未收录未收录2026-04-24 · model_announcementArtificial Analysis
Kimi K2.7 Code1188.52未收录未收录2026-06-12 · model_announcementArtificial Analysis
GPT-5.5 (low)1186.39未收录未收录2026-04-23 · model_announcementArtificial Analysis
Agnes 2.5 Pro Alpha1171.16未收录未收录2026-07-24 · model_announcementArtificial Analysis
GPT-5.4 mini (xhigh)1169.72未收录未收录2026-03-17 · model_announcementArtificial Analysis
GLM-4.7 (Reasoning)1167.84未收录未收录2025-12-22 · model_announcementArtificial Analysis
Nemotron 3 Ultra 550B A55B (Reasoning)1162.11未收录未收录2026-06-04 · model_announcementArtificial Analysis
MiniMax-M2.71159.2未收录未收录2026-03-18 · model_announcementArtificial Analysis
GPT-5.6 Luna (low)1155未收录未收录2026-07-09 · model_announcementArtificial Analysis
DeepSeek V4 Flash (Reasoning, High Effort)1154.53未收录未收录2026-04-24 · model_announcementArtificial Analysis
MiMo-V2.51150.17未收录未收录2026-04-22 · model_announcementArtificial Analysis
Muse Spark1146.99未收录未收录2026-04-08 · model_announcementArtificial Analysis
Gemini 3.5 Flash-Lite1140.01未收录未收录2026-07-21 · model_announcementArtificial Analysis
Qwen3.6 27B (Reasoning)1139.86未收录未收录2026-04-22 · model_announcementArtificial Analysis
Qwen3.6 Plus1139.13未收录未收录2026-04-02 · model_announcementArtificial Analysis
GPT-5.5 (Non-reasoning)1124.79未收录未收录2026-04-23 · model_announcementArtificial Analysis
Solar Open2 250B1123.74未收录未收录2026-08-12 · model_announcementArtificial Analysis
A.X-K21113.44未收录未收录2026-08-12 · model_announcementArtificial Analysis
Qwen3.6 27B (Non-reasoning)1110.07未收录未收录2026-04-22 · model_announcementArtificial Analysis
Ling 3.0 Flash1105.37未收录未收录2026-08-04 · model_announcementArtificial Analysis
GPT-5.4 nano (xhigh)1104.6未收录未收录2026-03-17 · model_announcementArtificial Analysis
Grok 4.3 (Non-reasoning)1098.41未收录未收录2026-04-30 · model_announcementArtificial Analysis
Grok 4.3 (high)1088.27未收录未收录2026-04-30 · model_announcementArtificial Analysis
GPT-5 (high)1084.99未收录未收录2025-08-07 · model_announcementArtificial Analysis
GPT-5.6 Luna (Non-reasoning)1074.06未收录未收录2026-07-09 · model_announcementArtificial Analysis
Qwen3.6 35B A3B (Reasoning)1056.42未收录未收录2026-04-16 · model_announcementArtificial Analysis
Claude 4.5 Sonnet (Reasoning)1055.81未收录未收录2025-09-29 · model_announcementArtificial Analysis
LongCat 2.01031.12未收录未收录2026-06-29 · model_announcementArtificial Analysis
Qwen3.6 35B A3B (Non-reasoning)1019.89未收录未收录2026-04-16 · model_announcementArtificial Analysis
Step 3.7 Flash1019.57未收录未收录2026-05-29 · model_announcementArtificial Analysis
Kimi K2.5 (Reasoning)1007.65未收录未收录2026-01-27 · model_announcementArtificial Analysis
GPT-5.1 (high)995.58未收录未收录2025-11-13 · model_announcementArtificial Analysis
Qwen3.5 122B A10B (Reasoning)986.89未收录未收录2026-02-24 · model_announcementArtificial Analysis
K-EXAONE 2.0 0803979.09未收录未收录2026-08-12 · model_announcementArtificial Analysis
Qwen3.5 397B A17B (Reasoning)965.38未收录未收录2026-02-16 · model_announcementArtificial Analysis
Gemini 3.1 Pro Preview964.55未收录未收录2026-02-19 · model_announcementArtificial Analysis
Muse Glimmer (high)955.94未收录未收录2026-08-10 · model_announcementArtificial Analysis
Qwen3.7 Plus946.3未收录未收录2026-06-01 · model_announcementArtificial Analysis
GPT-5 mini (high)939.88未收录未收录2025-08-07 · model_announcementArtificial Analysis
GLM-4.6 (Reasoning)934.33未收录未收录2025-09-30 · model_announcementArtificial Analysis
Mistral Medium 3.5933.27未收录未收录2026-04-29 · model_announcementArtificial Analysis
Ring-2.6-1T922.85未收录未收录2026-05-08 · model_announcementArtificial Analysis
Claude 4.5 Haiku (Reasoning)913.63未收录未收录2025-10-15 · model_announcementArtificial Analysis
KAT Coder Pro V2906.98未收录未收录2026-03-27 · model_announcementArtificial Analysis
KAT-Coder-Pro V1905.7未收录未收录2025-11-11 · model_announcementArtificial Analysis
Qwen3.5 122B A10B (Non-reasoning)893.94未收录未收录2026-02-24 · model_announcementArtificial Analysis
DeepSeek V3.1 Terminus (Reasoning)882.73未收录未收录2025-09-22 · model_announcementArtificial Analysis
Claude 4 Sonnet (Reasoning)874.08未收录未收录2025-05-22 · model_announcementArtificial Analysis
DeepSeek V3.2 (Reasoning)865.03未收录未收录2025-12-01 · model_announcementArtificial Analysis
G9v3-3B863.41未收录未收录2026-07-23 · model_announcementArtificial Analysis
MiMo-V2-Flash (Non-reasoning)841.8未收录未收录2025-12-16 · model_announcementArtificial Analysis
Nemotron 3.5 Lightning826.12未收录未收录2026-08-11 · model_announcementArtificial Analysis
Gemma 4 31B (Reasoning)810.86未收录未收录2026-04-02 · model_announcementArtificial Analysis
gpt-oss-120b (high)799.7未收录未收录2025-08-05 · model_announcementArtificial Analysis
Qwen3.5 35B A3B (Non-reasoning)799.16未收录未收录2026-02-24 · model_announcementArtificial Analysis
GPT-5.4 mini (Non-Reasoning)791未收录未收录2026-03-17 · model_announcementArtificial Analysis
Ling 3.0 Tiny774.27未收录未收录2026-08-06 · model_announcementArtificial Analysis
Gemma 4 26B A4B (Reasoning)767.38未收录未收录2026-04-02 · model_announcementArtificial Analysis
Gemma 4 31B (Non-reasoning)747.11未收录未收录2026-04-02 · model_announcementArtificial Analysis
Devstral 2741.9未收录未收录2025-12-09 · model_announcementArtificial Analysis
GPT-5.4 nano (Non-Reasoning)736.92未收录未收录2026-03-17 · model_announcementArtificial Analysis
Devstral Small 2733.79未收录未收录2025-12-09 · model_announcementArtificial Analysis
Qwen3 Coder Next717.56未收录未收录2026-02-03 · model_announcementArtificial Analysis
GPT-5.5 Instant (June 2026)716.09未收录未收录2026-06-25 · model_announcementArtificial Analysis
Command A+713.76未收录未收录2026-05-20 · model_announcementArtificial Analysis
Mercury 2698.64未收录未收录2026-02-20 · model_announcementArtificial Analysis
Nemotron 3 Super 120B A12B (Reasoning)698.64未收录未收录2026-03-11 · model_announcementArtificial Analysis
Nova 2.0 Pro Preview (medium)681.86未收录未收录2025-11-27 · model_announcementArtificial Analysis
EXAONE 4.5 33B681.51未收录未收录2026-04-09 · model_announcementArtificial Analysis
Gemini 2.5 Pro670.45未收录未收录2025-06-05 · model_announcementArtificial Analysis
HyperNova 60B 2605657.78未收录未收录2026-05-26 · model_announcementArtificial Analysis
Nova 2.0 Pro Preview (low)653.95未收录未收录2025-11-27 · model_announcementArtificial Analysis
Gemini 3.1 Flash-Lite647.33未收录未收录2026-03-03 · model_announcementArtificial Analysis
Gemma 4 12B (Reasoning)643.79未收录未收录2026-06-03 · model_announcementArtificial Analysis
Qwen3.5 9B (Reasoning)643.74未收录未收录2026-03-02 · model_announcementArtificial Analysis
Mistral Large 3640.54未收录未收录2025-12-02 · model_announcementArtificial Analysis
Mistral Medium 3.1608.1未收录未收录2025-08-12 · model_announcementArtificial Analysis
Mistral Small 3.1603.1未收录未收录2025-03-17 · model_announcementArtificial Analysis
K-EXAONE (Reasoning)589.58未收录未收录2025-12-31 · model_announcementArtificial Analysis
Nova 2.0 Lite (high)588.64未收录未收录2025-10-29 · model_announcementArtificial Analysis
Mistral Small 4 (Reasoning)588未收录未收录2026-03-16 · model_announcementArtificial Analysis
gpt-oss-20b (high)565.68未收录未收录2025-08-05 · model_announcementArtificial Analysis
Trinity Large Thinking562.51未收录未收录2026-04-01 · model_announcementArtificial Analysis
Nova 2.0 Pro Preview (Non-reasoning)561.79未收录未收录2025-11-27 · model_announcementArtificial Analysis
DiffusionGemma 26B A4B553.25未收录未收录2026-06-10 · model_announcementArtificial Analysis
Qwen3 235B A22B 2507 (Reasoning)546.83未收录未收录2025-07-25 · model_announcementArtificial Analysis
Ling 2.6 Flash544.89未收录未收录2026-04-21 · model_announcementArtificial Analysis
North Mini Code542.2未收录未收录2026-06-09 · model_announcementArtificial Analysis
Celeris-1535.69未收录未收录2026-07-24 · model_announcementArtificial Analysis
DeepSeek R1 (Jan '25)529.99未收录未收录2025-01-20 · model_announcementArtificial Analysis
GPT-4.1 mini506.24未收录未收录2025-04-14 · model_announcementArtificial Analysis
Nemotron Cascade 2 30B A3B499.77未收录未收录2026-03-19 · model_announcementArtificial Analysis
Solar Pro 3497.74未收录未收录2026-04-06 · model_announcementArtificial Analysis
NVIDIA Nemotron 3 Nano 30B A3B (Reasoning)490.46未收录未收录2025-12-15 · model_announcementArtificial Analysis
Ministral 3 14B484.15未收录未收录2025-12-02 · model_announcementArtificial Analysis
o3-mini (high)470.92未收录未收录2025-01-31 · model_announcementArtificial Analysis
Nemotron 3 Nano Omni 30B A3B Reasoning466.42未收录未收录2026-04-29 · model_announcementArtificial Analysis
Claude 3.5 Haiku458.09未收录未收录2024-10-22 · model_announcementArtificial Analysis
Ministral 3 8B453.66未收录未收录2025-12-02 · model_announcementArtificial Analysis
Granite 4.1 30B429.74未收录未收录2026-04-29 · model_announcementArtificial Analysis
Magistral Medium 1.2413.41未收录未收录2025-09-18 · model_announcementArtificial Analysis
gpt-oss-120b (low)411.95未收录未收录2025-08-05 · model_announcementArtificial Analysis
K2 Think V2379.28未收录未收录2025-12-15 · model_announcementArtificial Analysis
Qwen3 Next 80B A3B (Reasoning)375.69未收录未收录2025-09-11 · model_announcementArtificial Analysis
DeepSeek V3 0324324.57未收录未收录2025-03-25 · model_announcementArtificial Analysis
Qwen3 30B A3B 2507 (Reasoning)323.18未收录未收录2025-07-30 · model_announcementArtificial Analysis
Qwen3 32B (Reasoning)289.74未收录未收录2025-04-28 · model_announcementArtificial Analysis
Ministral 3 3B283.61未收录未收录2025-12-02 · model_announcementArtificial Analysis
Magistral Small 1.2263.08未收录未收录2025-09-17 · model_announcementArtificial Analysis
LFM2.5-2.6B251.35未收录未收录2026-08-04 · model_announcementArtificial Analysis
GPT-4239.21未收录未收录2023-03-14 · model_announcementArtificial Analysis
GPT-4o mini237.68未收录未收录2024-07-18 · model_announcementArtificial Analysis
Qwen3 14B (Reasoning)236.97未收录未收录2025-04-28 · model_announcementArtificial Analysis
DeepSeek V3 (Dec '24)231.74未收录未收录2024-12-26 · model_announcementArtificial Analysis
Gemma 4 E4B (Reasoning)228.91未收录未收录2026-04-03 · model_announcementArtificial Analysis
Qwen3.5 2B (Reasoning)215.63未收录未收录2026-03-02 · model_announcementArtificial Analysis
Qwen3 8B (Reasoning)214.87未收录未收录2025-04-28 · model_announcementArtificial Analysis
NVIDIA Nemotron 3 Nano 4B203.8未收录未收录2026-03-16 · model_announcementArtificial Analysis
Granite 4.1 3B122.77未收录未收录2026-04-29 · model_announcementArtificial Analysis
Llama 4 Scout108.34未收录未收录2025-04-05 · model_announcementArtificial Analysis
Llama 3.3 Instruct 70B96.3未收录未收录2024-12-06 · model_announcementArtificial Analysis
Gemma 4 E2B (Reasoning)85.98未收录未收录2026-04-02 · model_announcementArtificial Analysis
Mistral Small 3.278.83未收录未收录2025-06-20 · model_announcementArtificial Analysis
GPT-4.1 nano60.08未收录未收录2025-04-14 · model_announcementArtificial Analysis
Llama 4 Maverick3.81未收录未收录2025-04-05 · model_announcementArtificial Analysis
NVIDIA Nemotron 3 Nano 30B A3B (Non-reasoning)-72.59未收录未收录2025-12-15 · model_announcementArtificial Analysis
Qwen3.5 2B (Non-reasoning)-81.03未收录未收录2026-03-02 · model_announcementArtificial Analysis
Qwen3.5 0.8B (Non-reasoning)-82.62未收录未收录2026-03-02 · model_announcementArtificial Analysis
MiniCPM-V 4.6 1.3B-85.86未收录未收录2026-05-11 · model_announcementArtificial Analysis
Llama 3.1 Instruct 8B-102.28未收录未收录2024-07-23 · model_announcementArtificial Analysis
Qwen3.5 0.8B (Reasoning)-103.02未收录未收录2026-03-02 · model_announcementArtificial Analysis
Nanbeige4.1-3B-117未收录未收录2026-02-11 · model_announcementArtificial Analysis
Gemma 3 12B Instruct-121.39未收录未收录2025-03-12 · model_announcementArtificial Analysis
Gemma 3 27B Instruct-122.08未收录未收录2025-03-12 · model_announcementArtificial Analysis
Phi-4 Mini Instruct-122.53未收录未收录2024-02-26 · model_announcementArtificial Analysis

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