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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
1Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
419,38 tok/s TG
Prefill 11.768 · TTFT 2.673 ms
10×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ4_K_M
2Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
418,31 tok/s TG
Prefill 11.855 · TTFT 2.651 ms
10×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ8_0
3Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
318,18 tok/s TG
Prefill 9.348 · TTFT 1.524 ms
5×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ4_K_M
4Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
294,88 tok/s TG
Prefill 9.401 · TTFT 1.516 ms
5×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ8_0
5Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
139,33 tok/s TG
Prefill 4.729 · TTFT 517 ms
1×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ4_K_M
6Llama-3.1-Nemotron-Nano-4B-v1.14.5BNVIDIA Performance benchmarkTimebench 3 - Kombi (Prefill + Generation)
110,40 tok/s TG
Prefill 5.361 · TTFT 457 ms
1×AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAMllama.cppgodclawQ8_0