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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
| # | Model / Maker | Metrics | Parallel | GPU / CPU / RAM | Runtime | ||
|---|---|---|---|---|---|---|---|
| 1 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 273,10 tok/s TG Prefill 4.691 · TTFT 4.615 ms | 10× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 2 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 271,11 tok/s TG Prefill 4.998 · TTFT 4.486 ms | 10× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ8_0 | Details → | |
| 3 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 220,77 tok/s TG Prefill 3.758 · TTFT 6.047 ms | 10× | 2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 4 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 189,79 tok/s TG Prefill 3.528 · TTFT 2.818 ms | 5× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 5 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 188,89 tok/s TG Prefill 3.739 · TTFT 2.671 ms | 5× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ8_0 | Details → | |
| 6 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 116,57 tok/s TG Prefill 2.698 · TTFT 3.741 ms | 5× | 2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 7 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 77,64 tok/s TG Prefill 2.929 · TTFT 673 ms | 1× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ4_K_M | Details → | |
| 8 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 66,77 tok/s TG Prefill 3.195 · TTFT 617 ms | 1× | AMD Radeon RX 7900 XTXAMD Ryzen Threadripper PRO 3955WX 16-Cores · 63 GB RAM | llama.cppgodclawQ8_0 | Details → | |
| 9 | gemma-3n-E4B-it8BGoogle Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 48,95 tok/s TG Prefill 2.226 · TTFT 887 ms | 1× | 2x AMD Radeon RX 7900 XTX i4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAM | llama.cppgodclawQ4_K_M | Details → |