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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
1Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
326,85 tok/s TG
Prefill 125 · TTFT 210.255 ms
5×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAMvLLMgodclawBF16
2Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
94,63 tok/s TG
Prefill 1.463 · TTFT 15.382 ms
10×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAMllama.cppgodclawQ4_K_M
3Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkPerformancetest Small 1.0
27,50 tok/s TG
Prefill 299 · TTFT 224 ms
1×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAMvLLMgodclawBF16
4Nemotron-Cascade-2-30B-A3B30BNVIDIA Performance benchmarkPerformancetest Small 1.0
27,50 tok/s TG
Prefill 109 · TTFT 604 ms
1×AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAMvLLMgodclawBF16