Grouped by reported model identity. Exact weights, quantizations and software can differ. How results are reviewed
Documented results
24 selected tests| View Reportllm-bench.io | Qwen3.5-9B | llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research | 70.68 / 100LLM judge · Mean | — | 64.64 tok/sGeneration · mean · per request | GPU count unknownUnknown · 16 GB VRAM/GPUConfiguration
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| View Reportllm-bench.io | Qwen3.5-9B | llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research | 68.5 / 100LLM judge · Mean | — | 18.36 tok/sGeneration · mean · per request | GPU count unknownUnknown · 24 GB VRAM/GPUConfiguration
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| View Reportllm-bench.io | Qwen3.5-9B | llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research | 62.5 / 100LLM judge · Mean | 1,029.22 tok/sPrefill · mean · per request | 70.18 tok/sGeneration · mean · per request | GPU count unknownUnknown · 16 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | HumanEvalFull 164 problems | 67.07 %pass@1 · n = 164 · Executable tests | — | 37.98 tok/sGeneration · mean · per request | 1 × RX 9070Single GPU · 16 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.5-9B | Local LLM custom suite4b · Math / math_basic | 100 %Score · 1 / 1 · Custom answer parser 60.92 tok/sThroughput · per request | — | — | 1 × RX 9070 XTSingle GPU · 16 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.5-9B | Custom C++ corpus perplexity600KB C++ corpus2K configured context | 1.5258 perplexityScore · Perplexity · Lower is better | — | — | 1 × RX 9070 XTSingle GPU · 16 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | 754.54 tok/sPrefill · unknown | 576.85 tok/sGeneration · unknown | 1 × RX 7900 XTXSingle GPU · 24 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | Token speed | — | 1,851 tok/sPrefill · per request | 83.82 tok/sGeneration · per request | 1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | 1,160.07 tok/sPrefill · mean · unknown | 371.8 tok/sGeneration · mean · unknown | 1 × R9700Single GPU · 32 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | 700.1 tok/sPrefill · median · unknown | 38.6 tok/sGeneration · median · unknown | 1 × Ryzen AI Max+ 395Single GPU · Unified memoryConfiguration
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| View Reportllama-bench | Qwen3.5-9BConflicting evidence | Token speed | — | 2,115.89 tok/sPrefill · mean · per request | — | 1 × RX 9070Single GPU · 16 GB VRAM/GPUConfiguration
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| View Reportllama-bench | Qwen3.5-9B | Token speed | — | 1,845.34 tok/sPrefill · mean · per request | — | 1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | Token speed | — | — | 58.37 tok/sGeneration · mean · per request | 1 × R9700Single GPU · 32 GB VRAM/GPUConfiguration
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| View Reportllama-bench | Qwen3.5-9B | Token speed2,048 input tokens · 16,384 existing KV tokens | — | 2,455.97 tok/sPrefill · mean · per request | — | 1 × R9700Single GPU · 32 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | Token speed | — | — | 83.4 tok/sGeneration · mean · per request | 1 × R9700Single GPU · 32 GB VRAM/GPUConfiguration
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| View Reportllm-bench.io | Qwen3.5-9B | llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research | 66.96 / 100LLM judge · Mean | 1,529.02 tok/sPrefill · mean · per request | 71.66 tok/sGeneration · mean · per request | GPU count unknownUnknown · 16 GB VRAM/GPUConfiguration
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| View Reportllm-bench.io | Qwen3.5-9B | llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research | 67.88 / 100LLM judge · Mean | — | 16.57 tok/sGeneration · mean · per request | GPU count unknownUnknown · 24 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | HumanEvalFull 164 problems | 67.07 %pass@1 · n = 164 · Executable tests | — | 39.8 tok/sGeneration · mean · per request | 1 × RX 9070Single GPU · 16 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.5-9B | Local LLM custom suite4b · Math / math_discount | 100 %Score · 1 / 1 · Custom answer parser 60.29 tok/sThroughput · per request | — | — | 1 × RX 9070 XTSingle GPU · 16 GB VRAM/GPUConfiguration
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| View ReportCustom evaluation | Qwen3.5-9B | Custom C++ corpus perplexity600KB C++ corpus2K configured context | 1.5281 perplexityScore · Perplexity · Lower is better | — | — | 1 × RX 9070 XTSingle GPU · 16 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | — | 123.11 tok/sGeneration · unknown | 1 × RX 7900 XTXSingle GPU · 24 GB VRAM/GPUConfiguration
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| View ReportGeneric LLM | Qwen3.5-9B | Token speed | — | 1,129 tok/sPrefill · mean · per request | 82.41 tok/sGeneration · mean · per request | 1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | 3,288.79 tok/sPrefill · unknown | 90.49 tok/sGeneration · unknown | 1 × R9700Single GPU · 32 GB VRAM/GPUConfiguration
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| View ReportLocalMaxxing | Qwen3.5-9B | Token speed | — | 684.5 tok/sPrefill · median · unknown | 37.5 tok/sGeneration · median · unknown | 1 × Ryzen AI Max+ 395Single GPU · Unified memoryConfiguration
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Quantizations and software
Quantizations: BF16, IQ4_NL, MQ4, Q4_K_M, Q8_0, UD-Q4_K_XL, UD-Q5_K_XL, UD-Q6_K_XL, UD-Q8_K_XL
Engines: hipfire, llama.cpp, llama.cpp TurboQuant fork, LM Studio, Ollama
This is a selection across sources, not a ranking or a matched experiment. Reading benchmark reports
GPU benchmark pages: R9700 · RX 9070 XT · RX 9070 · RX 9060 XT · RX 7900 XTX · RX 7900 XT · RX 7900 GRE · RX 7800 XT · Ryzen AI Max+ 395