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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 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 1.132,67 tok/s TG Prefill 1.930 · TTFT 47.978 ms | 10× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ2_XS | Details → | |
| 2 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 638,58 tok/s TG Prefill 306 · TTFT 145.278 ms | 10× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ3_XXS | Details → | |
| 3 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 572,23 tok/s TG Prefill 1.826 · TTFT 21.491 ms | 5× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ2_XS | Details → | |
| 4 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 319,40 tok/s TG Prefill 254 · TTFT 73.516 ms | 5× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ3_XXS | Details → | |
| 5 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 116,39 tok/s TG Prefill 1.389 · TTFT 1.421 ms | 1× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ2_XS | Details → | |
| 6 | Nemotron-Cascade-2-30B-A3B30BNVIDIA Harness benchmarkDecision-Benchmark V 1.0 | 159 Pkt 79,5% · 159/200 Aufg. · 21,0 s | 1× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | vLLMvllm | Details → | |
| 7 | Qwen3.8-Flash-Next180BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 50,53 tok/s TG Prefill 106 · TTFT 20.413 ms | 1× | NVIDIA GeForce RTX 3090 iAMD Ryzen 5 5600X 6-Core Processor · 31 GB RAM | stratagodclawIQ3_XXS | Details → |