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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 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 98,28 tok/s TG Prefill 605 · TTFT 1.242 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 2 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 95,41 tok/s TG Prefill 577 · TTFT 1.310 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 3 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 92,88 tok/s TG Prefill 3.208 · TTFT 15.975 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 4 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 86,36 tok/s TG Prefill 322 · TTFT 2.945 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 5 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 86,04 tok/s TG Prefill 962 · TTFT 70.832 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 6 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 81,88 tok/s TG Prefill 1.307 · TTFT 29.066 ms | 5× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 7 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 27,67 tok/s TG Prefill 211 · TTFT 194 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 8 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 27,60 tok/s TG Prefill 202 · TTFT 198 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 9 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 27,55 tok/s TG Prefill 84 · TTFT 513 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 10 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 26,92 tok/s TG Prefill 1.781 · TTFT 1.086 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 11 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkTimebench 3 - Kombi (Prefill + Generation) | 24,47 tok/s TG Prefill 1.735 · TTFT 1.119 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 12 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 16,15 tok/s TG Prefill 160 · TTFT 268 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → | |
| 13 | Qwen3.6-35B-A3B35BQwen (Alibaba) Performance benchmarkPerformancetest Small 1.0 | 16,14 tok/s TG Prefill 67 · TTFT 646 ms | 1× | AMD Radeon 8060S GraphicsAMD RYZEN AI MAX+ 395 w/ Radeon 8060S · 31 GB RAM | vLLMgodclawBF16 | Details → |