LOADING加载中
59 个模型
| 排名 | 模型 | 净提升 | 成功率 | 好评/差评比 | 可纠偏性 | Bash 可靠性 | 工具幻觉 | 得分下界 | 得分上界 | 会话数 | 观测数 | 每任务成本（P50） | 每任务输出 Token（P50） | 分类 | 源数据更新 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| #1 | Claude Fable 5.2 (Max)anthropic · Proprietary | 21.99%±4.48% | 73.44%±16.29% | 32.96%±1.82% | 14.42%±0.85% | 0.99%±0.08% | 26.42% | 34.28% | 4,731 | 577,927 | $7.43 | 106,879 | overall | 2026-11-11 | |
| #2 | Claude Opus 5.5 (Max)anthropic · Proprietary | 20.67%±3.22% | 40.32%±7.56% | 18.58%±1.95% | 15.10%±0.41% | 0.69%±0.18% | 17.49% | 21.54% | 14,549 | 2,575,030 | $5.47 | 107,485 | overall | 2026-11-11 | |
| #3 | Gemini 4 Carbon (High)google · Proprietary | 18.37%±1.10% | 41.04%±2.49% | 19.06%±0.61% | -5.22%±0.65% | 0.54%±0.17% | 16.29% | 17.66% | 60,568 | 9,558,978 | $1.46 | 48,355 | overall | 2026-11-11 | |
| #4 | Claude Sonnet 5.5 (Max)anthropic · Proprietary | 19.50%±4.47% | 30.51%±10.92% | 14.53%±2.78% | 12.71%±0.62% | 0.88%±0.12% | 13.13% | 18.77% | 8,750 | 1,274,623 | $3.35 | 144,334 | overall | 2026-11-11 | |
| #5 | Claude Fable 5.1 (Max)anthropic · Proprietary | 14.44%±3.56% | 31.64%±7.70% | 14.80%±1.84% | 10.06%±0.88% | 0.78%±0.15% | 12.76% | 16.88% | 17,485 | 2,434,457 | $7.62 | 55,833.25 | overall | 2026-11-11 | |
| #6 | GPT-6 Astra (Max)openai · Proprietary | 14.05%±3.52% | 31.66%±7.43% | 14.82%±1.79% | 7.82%±1.10% | 0.99%±0.08% | 12.52% | 16.55% | 15,653 | 1,353,961 | $6.1 | 39,420.5 | overall | 2026-11-11 | |
| #7 | GPT-6.1 Sol (Max)openai · Proprietary | 11.71%±2.03% | 27.50%±4.02% | 13.39%±1.05% | 4.95%±0.68% | 0.99%±0.08% | 11.34% | 13.58% | 30,738 | 3,093,307 | $1.06 | 35,852.5 | overall | 2026-11-11 | |
| #8 | GPT-6.1 Terra (Max)openai · Proprietary | 9.67%±2.51% | 20.03%±4.42% | 16.60%±1.28% | 13.39%±0.37% | 0.99%±0.08% | 10.73% | 13.26% | 24,976 | 8,572,270 | $0.89 | 44,647 | overall | 2026-11-11 | |
| #9 | Gemini 4 Argon (High)google · Proprietary | 13.25%±1.61% | 24.12%±3.12% | 13.16%±0.97% | -5.38%±1.09% | 0.49%±0.16% | 9.85% | 11.63% | 53,962 | 6,551,586 | $0.73 | 24,746 | overall | 2026-11-11 | |
| #10 | Muse Wonder Full (Max)meta · Proprietary | 11.14%±1.80% | 15.44%±3.03% | 9.56%±1.06% | 8.27%±0.44% | 0.04%±1.09% | 8.02% | 9.89% | 32,300 | 5,862,238 | — | 33,463.17 | overall | 2026-11-11 | |
| #11 | Claude Fable 5 (High)anthropic · Proprietary | 5.11%±2.32% | 14.26%±3.63% | 7.88%±1.39% | 10.41%±0.78% | 0.41%±0.48% | 6.15% | 8.45% | 51,094 | 3,549,956 | $3.34 | 21,722 | overall | 2026-11-11 | |
| #12 | Claude Opus 5 (Max)anthropic · Proprietary | 10.17%±2.57% | 12.15%±4.22% | 4.38%±1.65% | 9.77%±0.58% | 0.93%±0.09% | 5.92% | 8.53% | 31,951 | 4,693,134 | $4.34 | 57,969 | overall | 2026-11-11 | |
| #13 | GPT-6 Sol (Max)openai · Proprietary | 4.53%±3.35% | 9.97%±5.20% | 10.14%±1.74% | 10.94%±0.56% | 0.99%±0.08% | 5.37% | 8.46% | 13,042 | 3,274,425 | $1.67 | 37,949 | overall | 2026-11-11 | |
| #14 | Hy4tencent · Proprietary | 6.66%±2.74% | 5.05%±4.26% | 8.78%±1.53% | 6.16%±0.65% | 0.13%±0.24% | 3.97% | 6.56% | 21,177 | 3,304,477 | $0.61 | 61,583.83 | overall | 2026-11-11 | |
| #15 | Kimi K3.1 Pro (Max)moonshot · Kimi K3.1 Pro License | 2.75%±2.45% | 7.95%±3.47% | 6.74%±1.35% | 7.19%±0.53% | 0.99%±0.08% | 3.79% | 6% | 22,408 | 6,446,421 | $1.23 | 34,544 | overall | 2026-11-11 | |
| #16 | GPT-5.6 Sol (xHigh)openai · Proprietary | 2.30%±2.32% | 6.34%±3.54% | 5.54%±1.43% | 11.38%±0.64% | 0.99%±0.08% | 3.53% | 5.73% | 45,389 | 6,641,589 | $1.61 | 22,325.75 | overall | 2026-11-11 | |
| #17 | Grok 4.7 (xHigh)xai · Proprietary | 5.07%±3.20% | 3.06%±4.65% | -2.27%±2.01% | 9.30%±0.65% | 0.99%±0.08% | 1.07% | 4.04% | 18,939 | 3,757,735 | $2.79 | 71,878 | overall | 2026-11-11 | |
| #18 | Inkling 2 Smallthinky · Proprietary | 3.27%±3.36% | -2.05%±4.62% | 9.28%±1.78% | 3.41%±0.90% | -0.93%±0.58% | 1.02% | 3.99% | 10,832 | 1,511,880 | $0.26 | 49,907.5 | overall | 2026-11-11 | |
| #19 | MiMo-V2.6-Proxiaomi · MIT | 5.01%±1.99% | 3.38%±2.77% | 1.50%±1.19% | 1.89%±0.66% | -0.03%±0.25% | 1.49% | 3.31% | 50,288 | 5,764,669 | $0.16 | 48,042 | overall | 2026-11-11 | |
| #20 | Gemini 3.8 Flash (High)google · Proprietary | 1.31%±1.84% | 4.93%±2.57% | -1.26%±1.20% | 9.87%±0.40% | 0.44%±0.18% | 1.45% | 3.16% | 52,647 | 8,602,306 | $0.66 | 51,791 | overall | 2026-11-11 | |
| #21 | Muse Spark 1.3 (Max)meta · Proprietary | 3.72%±1.84% | 1.71%±2.63% | 2.63%±1.14% | 2.00%±0.82% | 0.78%±0.16% | 1.33% | 3.05% | 80,764 | 8,894,242 | $0.46 | 26,342.75 | overall | 2026-11-11 | |
| #22 | DeepSeek-V4.1-Flash-20261017 (Max)deepseek · MIT | 2.34%±1.23% | 1.20%±1.60% | 4.04%±0.66% | 2.36%±0.31% | 0.25%±0.11% | 1.48% | 2.52% | 84,892 | 24,468,135 | $0.14 | 87,447 | overall | 2026-11-11 | |
| #23 | Claude Sonnet 5 (High)anthropic · Proprietary | -0.57%±2.72% | -1.21%±3.59% | 2.76%±1.71% | 15.13%±0.53% | 0.46%±0.18% | 0.8% | 3.2% | 41,769 | 5,237,154 | $0.95 | 23,403.5 | overall | 2026-11-11 | |
| #24 | Muse Wonder (Max)meta · Proprietary | 5.38%±2.90% | -1.82%±3.82% | 2.55%±1.79% | 4.79%±0.91% | -0.54%±1.27% | 0.48% | 3.06% | 14,388 | 2,231,226 | $1.18 | 22,216.17 | overall | 2026-11-11 | |
| #25 | Muse Ember (Max)meta · Proprietary | -7.57%±5.17% | -2.83%±7.04% | 11.99%±2.81% | 9.83%±2.00% | 0.99%±0.08% | -0.57% | 3.91% | 5,961 | 186,844 | $0.02 | 10,658 | overall | 2026-11-11 | |
| #26 | GPT-6 Luna (Max)openai · Proprietary | -0.36%±1.05% | -1.87%±1.42% | 3.55%±0.59% | 9.48%±0.28% | 0.99%±0.08% | 1.1% | 2.02% | 231,000 | 42,848,344 | $0.08 | 41,112.5 | overall | 2026-11-11 | |
| #27 | GLM-5.3 (Max)zai · MIT | 3.12%±1.83% | 4.33%±2.52% | -1.18%±1.14% | -5.63%±0.84% | 0.99%±0.08% | 0.16% | 1.82% | 95,460 | 11,377,494 | $1.04 | 66,832 | overall | 2026-11-11 | |
| #28 | Kimi K3 (Max)moonshot · Kimi K3 license | 3.42%±1.37% | 1.28%±1.83% | -0.79%±0.86% | -4.85%±0.66% | 0.99%±0.08% | -0.06% | 1.16% | 160,529 | 16,124,377 | $0.81 | 24,403 | overall | 2026-11-11 | |
| #29 | Claude Haiku 5.5 (High)anthropic · Proprietary | 1.60%±2.45% | -3.50%±3.15% | 2.36%±1.32% | 7.39%±0.54% | -2.05%±0.71% | -0.56% | 1.5% | 32,148 | 4,460,773 | $0.08 | 24,371 | overall | 2026-11-11 | |
| #30 | Hy4 previewtencent · Apache 2.0 | 3.54%±1.65% | -0.01%±2.23% | 0.23%±0.98% | -3.40%±0.50% | 0.04%±0.21% | -0.26% | 1.19% | 103,029 | 12,372,968 | $0.46 | 51,490 | overall | 2026-11-11 | |
| #31 | GLM-5.2 (Max)zai · MIT | 1.72%±1.76% | 1.68%±2.37% | -1.03%±1.21% | -4.64%±0.78% | 0.99%±0.08% | -0.57% | 1.03% | 99,062 | 9,341,559 | $0.86 | 54,707 | overall | 2026-11-11 | |
| #32 | Qwen3.8-Maxalibaba · Proprietary | 4.49%±1.51% | -0.48%±2.03% | -0.78%±0.99% | -3.51%±0.71% | -0.99%±0.26% | -0.57% | 0.79% | 80,992 | 8,609,159 | $1.23 | 50,335.5 | overall | 2026-11-11 | |
| #33 | MiMo-V2.6-Flashxiaomi · MIT | 4.23%±2.17% | -1.11%±2.99% | 2.85%±1.30% | -4.64%±0.96% | -3.78%±1.77% | -1.07% | 1.01% | 33,408 | 3,948,227 | $0.07 | 43,819.75 | overall | 2026-11-11 | |
| #34 | Grok 4.6 (xHigh)xai · Proprietary | -2.59%±2.85% | -2.49%±3.52% | -1.76%±1.85% | 10.01%±1.02% | 0.99%±0.08% | -1.42% | 1.05% | 30,237 | 3,806,387 | $1.36 | 34,703 | overall | 2026-11-11 | |
| #35 | GPT-5.6 Terra (xHigh)openai · Proprietary | -7.22%±1.86% | -1.92%±2.39% | -0.52%±1.12% | 0.74%±0.85% | 0.98%±0.08% | -2.66% | -1.04% | 44,424 | 3,844,264 | $0.64 | 18,245 | overall | 2026-11-11 | |
| #36 | GPT-6 Luna (Medium)openai · Proprietary | -6.31%±1.15% | -7.34%±1.36% | -0.11%±0.64% | 6.85%±0.40% | 0.99%±0.08% | -2.54% | -1.61% | 83,585 | 11,530,251 | $0.03 | 9,602 | overall | 2026-11-11 | |
| #37 | Gemini 3.7 Flash (High)google · Proprietary | -3.47%±2.03% | -2.87%±2.46% | -7.35%±1.45% | 6.20%±0.87% | 0.68%±0.14% | -3.11% | -1.29% | 63,238 | 6,212,677 | $0.47 | 44,689.5 | overall | 2026-11-11 | |
| #38 | MiniMax-M3.1-Flashminimax · MiniMax Community License | -0.67%±3.66% | -6.63%±4.38% | -2.57%±2.10% | -5.20%±0.89% | 0.30%±0.21% | -4.19% | -1.22% | 13,637 | 2,868,257 | $0.25 | 75,436.5 | overall | 2026-11-11 | |
| #39 | GLM-5.3-Flashzai · MIT | 1.34%±1.70% | -4.66%±1.98% | -5.01%±1.11% | -11.86%±0.91% | 0.99%±0.08% | -3.67% | -2.23% | 95,632 | 13,770,186 | $0.16 | 47,545 | overall | 2026-11-11 | |
| #40 | Step 5 Previewstepfun · Proprietary | -1.49%±3.32% | -6.27%±4.02% | -0.90%±1.88% | -11.77%±1.40% | -2.30%±0.57% | -5.15% | -2.34% | 17,182 | 2,908,794 | $0.61 | 42,810.33 | overall | 2026-11-11 | |
| #41 | Gemini 3.1 Pro Previewgoogle · Proprietary | -11.30%±2.95% | -1.31%±3.86% | -8.23%±2.74% | 1.96%±3.31% | -0.38%±0.88% | -5.99% | -3% | 87,422 | 2,967,695 | $0.55 | 12,312 | overall | 2026-11-11 | |
| #42 | Qwen3.8-Flash-Nextalibaba · qwen-community-1.0 | 0.25%±1.82% | -6.15%±2.16% | -2.56%±1.10% | -22.28%±0.79% | -1.12%±0.20% | -5.36% | -3.85% | 110,352 | 17,165,058 | $0.22 | 61,074 | overall | 2026-11-11 | |
| #43 | Qwen3.8-27Balibaba · Apache 2.0 | -2.69%±2.04% | -6.76%±2.50% | -6.00%±1.42% | -12.08%±1.24% | 0.07%±0.22% | -5.64% | -3.88% | 63,957 | 8,433,660 | $0.35 | 52,080.5 | overall | 2026-11-11 | |
| #44 | Mistral Large 4mistral · Modified MIT | -4.71%±4.89% | -9.83%±5.86% | -6.39%±3.21% | -6.92%±1.99% | -0.08%±0.87% | -7.47% | -3.41% | 5,648 | 547,357 | $0.32 | 26,250 | overall | 2026-11-11 | |
| #45 | Beam 1.0 501B A23Breflection · Apache 2.0 | -9.23%±6.13% | -7.02%±7.36% | -10.65%±3.81% | 3.80%±2.71% | -1.58%±1.43% | -8.52% | -3.3% | 12,253 | 696,272 | — | 10,873 | overall | 2026-11-11 | |
| #46 | GPT-6 Luna (Low)openai · Proprietary | -15.14%±1.82% | -10.58%±1.89% | -2.95%±0.95% | 1.64%±0.70% | 0.99%±0.08% | -6.66% | -5.28% | 45,346 | 3,812,346 | $0.01 | 3,872 | overall | 2026-11-11 | |
| #47 | Qwen3.7-Maxalibaba · Proprietary | -10.54%±2.89% | -9.74%±3.17% | -12.78%±2.41% | 2.92%±2.36% | -0.59%±0.61% | -8.43% | -5.88% | 43,148 | 2,305,379 | $0.36 | 15,879.5 | overall | 2026-11-11 | |
| #48 | Hy3tencent · Apache 2.0 | -11.76%±3.26% | -8.45%±3.97% | -3.09%±1.98% | -12.38%±3.48% | -4.53%±2.17% | -9.04% | -6.08% | 32,730 | 1,236,393 | $0.08 | 31,631.5 | overall | 2026-11-11 | |
| #49 | Qwen3.7-Plusalibaba · Proprietary | -10.80%±3.79% | -11.92%±3.90% | -11.60%±2.63% | 0.61%±2.78% | -1.92%±1.17% | -9.57% | -6.4% | 24,616 | 1,298,583 | $0.16 | 17,432 | overall | 2026-11-11 | |
| #50 | Muse Spark 1.1meta · Proprietary | -6.49%±1.56% | -13.70%±1.54% | -15.45%±1.33% | -2.70%±1.50% | 0.95%±0.08% | -8.68% | -7.34% | 148,803 | 8,463,889 | — | — | overall | 2026-11-11 | |
| #51 | Muse Spark 1.2 (xHigh)meta · Proprietary | -9.80%±2.25% | -13.45%±2.15% | -12.53%±1.52% | -4.21%±1.14% | 0.81%±0.21% | -9.12% | -7.36% | 54,762 | 3,873,282 | $0.4 | 24,326 | overall | 2026-11-11 | |
| #52 | MiniMax-M3minimax · MiniMax Community License | -18.02%±2.99% | -16.29%±2.70% | -10.36%±2.06% | -3.09%±1.71% | -0.87%±1.82% | -11.65% | -9.28% | 44,401 | 3,757,219 | $0.35 | 27,148.75 | overall | 2026-11-11 | |
| #53 | Spark-X2.6synlan · Proprietary | -10.16%±3.25% | -19.12%±2.75% | -12.33%±1.87% | -8.47%±1.64% | -2.50%±1.31% | -11.92% | -9.56% | 12,937 | 1,456,019 | $0.09 | 36,502 | overall | 2026-11-11 | |
| #54 | Mistral Medium 3.5mistral · Modified MIT | -16.79%±4.05% | -18.47%±3.78% | -16.91%±3.07% | -7.32%±3.88% | -5.95%±3.16% | -15.54% | -11.92% | 13,903 | 670,183 | $0.4 | 15,863 | overall | 2026-11-11 | |
| #55 | Nemotron 3 Ultranvidia · OpenMDW-1.1 | -22.79%±7.71% | -18.87%±7.33% | -16.62%±5.66% | -21.61%±12.21% | -1.10%±1.96% | -18.9% | -12.29% | 13,738 | 239,778 | $0.12 | 6,934 | overall | 2026-11-11 | |
| #56 | NVIDIA-Nemotron-3.5-Super-VL-120B-A12B (NVFP4)nvidia · OpenMDW-1.1 | -18.89%±1.99% | -23.54%±1.52% | -17.02%±1.19% | -12.09%±1.29% | -6.48%±1.07% | -16.73% | -15.26% | 33,650 | 2,650,639 | — | 14,613 | overall | 2026-11-11 | |
| #57 | Inklingthinky · Apache 2.0 | -26.80%±4.05% | -25.65%±2.51% | -22.29%±3.40% | 0.13%±3.04% | -3.26%±2.42% | -18.88% | -15.76% | 43,949 | 1,737,263 | $0.32 | 14,214.5 | overall | 2026-11-11 | |
| #58 | Inkling-Smallthinky · Apache 2.0 | -27.65%±5.02% | -22.70%±3.82% | -27.72%±3.89% | 0.54%±3.37% | -3.47%±2.32% | -20.08% | -16.04% | 14,723 | 568,442 | $0.18 | 20,533.75 | overall | 2026-11-11 | |
| #59 | Solar Pro 4upstage · Proprietary | -29.94%±5.91% | -24.21%±4.08% | -20.79%±4.06% | -46.54%±9.04% | -3.47%±1.63% | -24.78% | -20.41% | 11,044 | 567,924 | $0.04 | 12,101 | overall | 2026-11-11 |
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