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LLM Leaderboard

Reale Messergebnisse aller getesteten Sprachmodelle auf echter, benannter Hardware – bewertet nach roher Geschwindigkeit (Performance in Token pro Sekunde, Prefill und Zeit bis zum ersten Token) und nach praktischer Aufgaben-Qualität in vollständigen Agenten- und Chat-Abläufen (Harness). Wähle unten einen Benchmark-Typ oder filtere nach Modell, Hersteller und Hardware, um genau zu sehen, was jeweils geprüft wird und wie die Ergebnisse zustande kommen.

⚡ Performance (tok/s)🤖 Harness-Qualität👥 Concurrency🖥️ echte Hardware
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#Modell / HerstellerMesswerteParallelGPU / CPU / RAMRuntime
1gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
361,84 tok/s TG
Prefill 7.233 · TTFT 2.750 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
2gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
353,85 tok/s TG
Prefill 4.758 · TTFT 4.353 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
3gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
275,62 tok/s TG
Prefill 6.734 · TTFT 1.481 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
4gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
255,41 tok/s TG
Prefill 6.332 · TTFT 1.575 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
5Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
248,72 tok/s TG
Prefill 3.178 · TTFT 5.437 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
6Qwen3.6-35B-A3B35BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
225,93 tok/s TG
Prefill 1.021 · TTFT 8.456 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
7Qwen3.6-35B-A3B35BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
216,62 tok/s TG
Prefill 1.136 · TTFT 15.201 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
8gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
206,60 tok/s TG
Prefill 3.450 · TTFT 2.889 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
9Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
196,16 tok/s TG
Prefill 860 · TTFT 118.321 ms
10×NVIDIA Tesla V100 PCIe 32GB iAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 29 GB RAMstratagodclawIQ3_XXS
10Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
193,56 tok/s TG
Prefill 3.011 · TTFT 2.862 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
11gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
186,18 tok/s TG
Prefill 1.748 · TTFT 10.113 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
12gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
139,86 tok/s TG
Prefill 1.753 · TTFT 5.039 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
13gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
138,88 tok/s TG
Prefill 2.354 · TTFT 9.328 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
14Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
137,92 tok/s TG
Prefill 818 · TTFT 45.184 ms
5×NVIDIA Tesla V100 PCIe 32GB iAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 29 GB RAMstratagodclawIQ3_XXS
15gpt-oss-20b20BOpenAI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
132,28 tok/s TG
Prefill 2.178 · TTFT 988 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
16gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
128,96 tok/s TG
Prefill 4.924 · TTFT 402 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
17Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
122,55 tok/s TG
Prefill 5.151 · TTFT 2.489 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
18gemma-4-E2B-it5BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
117,98 tok/s TG
Prefill 5.227 · TTFT 378 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
19Qwen3.6-35B-A3B35BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
94,40 tok/s TG
Prefill 768 · TTFT 2.243 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
20Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
93,40 tok/s TG
Prefill 3.060 · TTFT 3.167 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
21Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
83,75 tok/s TG
Prefill 1.512 · TTFT 1.139 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
22Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
83,10 tok/s TG
Prefill 6.957 · TTFT 7.450 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
23Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
74,39 tok/s TG
Prefill 1.748 · TTFT 11.355 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
24Meta-Llama-3.1-8B-Instruct8BMeta PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
69,93 tok/s TG
Prefill 2.843 · TTFT 920 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
25Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
63,23 tok/s TG
Prefill 904 · TTFT 15.542 ms
5×NVIDIA Tesla V100 PCIe 32GB4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMstrataIQ3_S
26Ornith-1.0-9B9BDeepReinforce PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
62,07 tok/s TG
Prefill 2.204 · TTFT 932 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
27Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
61,09 tok/s TG
Prefill 1.023 · TTFT 43.363 ms
10×NVIDIA Tesla V100 PCIe 32GB4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMstrataIQ3_S
28Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
59,28 tok/s TG
Prefill 483 · TTFT 4.084 ms
1×NVIDIA Tesla V100 PCIe 32GB4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMstrataIQ3_S
29Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
59,02 tok/s TG
Prefill 1.132 · TTFT 12.062 ms
5×NVIDIA Tesla V100 PCIe 32GB iAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 29 GB RAMstratagodclawIQ3_XXS
30gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
58,59 tok/s TG
Prefill 1.147 · TTFT 1.541 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ4_K_M
31Ministral-3-14B-Reasoning-251214BMistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
52,78 tok/s TG
Prefill 1.962 · TTFT 6.490 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
32Ministral-3-14B-Reasoning-251214BMistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
52,41 tok/s TG
Prefill 1.260 · TTFT 19.903 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
33Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
52,11 tok/s TG
Prefill 510 · TTFT 3.869 ms
1×NVIDIA Tesla V100 PCIe 32GB iAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 29 GB RAMstratagodclawIQ3_XXS
34Qwen3.8-Flash-Next180BQwen (Alibaba) PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
49,60 tok/s TG
Prefill 468 · TTFT 4.250 ms
1×NVIDIA Tesla V100 PCIe 32GB iAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 29 GB RAMstratagodclawIQ3_XXS
35gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
49,35 tok/s TG
Prefill 778 · TTFT 25.706 ms
10×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
36gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
47,87 tok/s TG
Prefill 1.491 · TTFT 7.113 ms
5×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
37gemma-4-12B-it12BGoogle PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
36,37 tok/s TG
Prefill 928 · TTFT 13.981 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
38Ministral-3-14B-Reasoning-251214BMistral AI PerformancebenchmarkTimebench 3 - Kombi (Prefill + Generation)
35,13 tok/s TG
Prefill 2.320 · TTFT 975 ms
1×NVIDIA Tesla V100 PCIe 32GBAMD Ryzen 3 PRO 3200GE w/ Radeon Vega Graphics · 61 GB RAMllama.cppgodclawQ8_0
39Qwen2.5-72B-Instruct72BQwen (Alibaba) PerformancebenchmarkPerformancetest Small 1.0
2,28 tok/s TG
Prefill 81 · TTFT 569 ms
1×NVIDIA Tesla V100 PCIe 32GB4x Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz · 504 GB RAMllama.cppgodclawQ4_K_M