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FRESH FROM THE BENCH
GLM-5.3-Flash · SGLang
2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total · NVFP4 (LibertAIDAI)
Explore this setup ↗Latest · SWE-bench Verified60.0%2026-10-22
Benchmarks tested4898 scored trials
Leaderboard
20 results · Scientific reasoningScoring & protocols ↗
| Model / setup | Runs on | Evidence | |
|---|---|---|---|
| GPT-6 AstraOpenAI evaluation | 96.0% | Cloud / API | Published ↗ |
| Gemini 3.8 FlashOpenAI comparison | 95.3% | Cloud / API | Published ↗ |
| GPT-5.6 SolOpenAI evaluation | 94.6% | Cloud / API | Published ↗ |
| Gemini 3.1 Pro PreviewGoogle DeepMind evaluation | 94.3% | Cloud / API | Published ↗ |
| Gemini 3.1 Pro PreviewOpenAI comparison | 94.3% | Cloud / API | Published ↗ |
| Claude Fable 5.1OpenAI comparison | 93.7% | Cloud / API | Published ↗ |
| Claude Opus 5OpenAI comparison | 93.7% | Cloud / API | Published ↗ |
| Claude Opus 4.8Anthropic system card | 93.6% | Cloud / API | Published ↗ |
| GPT-5.6 TerraOpenAI evaluation | 92.9% | Cloud / API | Published ↗ |
| Claude Fable 5OpenAI comparison | 92.6% | Cloud / API | Published ↗ |
| GPT-5.6 LunaOpenAI evaluation | 92.3% | Cloud / API | Published ↗ |
| GLM-5.3-Flash NVFP4NVIDIA evaluation | 92.1% | Unspecified | Published ↗ |
| Claude Opus 4.8OpenAI comparison | 92.0% | Cloud / API | Published ↗ |
| Qwen 3.8 27BBF16 reference | 89.2% | Unspecified | Published ↗ |
| Qwen 3.8 Flash-Next · llama.cppUD-IQ3_XXS | 88.4% | LocalGB10 · 128GB | Measured ↗ |
| GLM-5.3-Flash · TensorFoldEXL3 TR3 4bpw | 87.4% | Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total | Measured ↗ |
| GLM-5.3-Flash · SGLangNVFP4 (LibertAIDAI) | 86.9% | Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total | Measured ↗ |
| GLM-5.3-Flash · vLLMEXL3 TR3 4bpw | 85.9% | Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total | Measured ↗ |
| DeepSeek V4 Flash · llama.cppUD-IQ3_XXS | 75.8% | LocalGB10 · 128GB | Measured ↗ |
| Qwen 3.8 27B · llama.cppUD-Q4_K_XL | 73.2% | LocalGB10 · 128GB | Measured ↗ |
Reported scores; setups and evaluation protocols differ. How to compare ↗