2026-08-27 · win32 · AMD Ryzen 9 7950X3D 16-Core Processor
A model scorecard round on AMD Ryzen 9 7950X3D 16-Core Processor · AMD Radeon AI PRO R9700 · 64 GB: 4 models across 2 task sets. Every round is listed in the model scorecard, with its results side by side in one table.
AMD Ryzen 9 7950X3D 16-Core Processor · AMD Radeon AI PRO R9700 · 64 GB · llama-cpp · 3 trials per task · 2026-08-27 · gezel 3cf0b7a2 · catalog 0.1.44
System memory counts this computer's own memory only. What the model keeps on the separate graphics card isn't included.
General capability
| Model | Size | Tasks passed | Quality | Performance | Context | System memory |
|---|---|---|---|---|---|---|
| qwen3.8-27b-q4 (kv: q8_0) | 27B | 32/33 (97%) | 8.1/10 (18 pieces) | 31.8 tok/s output 681 tok/s prefill | 256K | 15.8 GB |
| qwen3.6-35b-a3b-q4 (kv: q8_0) | 35B | 30/33 (91%) | 7.8/10 (9 pieces) | 131.1 tok/s output 2,102 tok/s prefill | 64K | 16.1 GB |
| gemma4-31b-q4 (kv: f16) | 30.7B | 29/33 (88%) | 7.1/10 (7 pieces) | 28.7 tok/s output 407 tok/s prefill | 99K | 16.8 GB |
| gemma4-26b-q4 (kv: f16) | 25.2B | 28/33 (85%) | 6.9/10 (6 pieces) | 131.2 tok/s output 1,820 tok/s prefill | 64K | 14.9 GB |
Tasks in this set: 11.
Office and knowledge work
| Model | Size | Tasks passed | Quality | Performance | Context | System memory |
|---|---|---|---|---|---|---|
| qwen3.8-27b-q4 (kv: q8_0) | 27B | 36/39 (92%) | 7.5/10 (26 pieces) | 31.8 tok/s output 681 tok/s prefill | 256K | 14.9 GB |
| qwen3.6-35b-a3b-q4 (kv: q8_0) | 35B | 35/39 (90%) | 6.8/10 (26 pieces) | 131.1 tok/s output 2,102 tok/s prefill | 64K | 15.6 GB |
| gemma4-31b-q4 (kv: f16) | 30.7B | 30/39 (77%) | 6.5/10 (20 pieces) | 28.7 tok/s output 407 tok/s prefill | 99K | 16.9 GB |
| gemma4-26b-q4 (kv: f16) | 25.2B | 26/39 (67%) | 5.7/10 (22 pieces) | 131.2 tok/s output 1,820 tok/s prefill | 64K | 14.7 GB |
Tasks in this set: 13.