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Rankings

LLM Leaderboard

Real measurements of every tested language model on real, named hardware – rated by raw speed (performance in tokens per second, prefill and time to first token) and by practical task quality in complete agent and chat runs (harness). Pick a benchmark type below or filter by model, maker and hardware to see exactly what is tested and how the results are produced.

⚡ Performance (tok/s)🤖 Harness quality👥 Concurrency🖥️ real hardware
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Metric:
#Model / MakerMetricsParallelGPU / CPU / RAMRuntime
1Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
460,00 tok/s TG
Prefill 3.423 · TTFT 23.571 ms
10×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
2Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
243,19 tok/s TG
Prefill 3.159 · TTFT 7.524 ms
5×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M
3Seed-OSS-36B-Instruct36BByteDance Seed Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
62,06 tok/s TG
Prefill 2.840 · TTFT 777 ms
1×NVIDIA RTX PRO 6000 Blackwell Workstation EditionAMD Ryzen 9 9950X 16-Core Processor · 92 GB RAMllama.cppgodclawQ4_K_M