Partly — Qwen3-14B at Q4 fits the Titan X Pascal 12GB (12 GB GDDR5X) at 4K context (≈ 10.62 GB) but not at the default 8K (≈ 12.1 GB needed). Use a shorter context or partial offload. Decode at Q4/8K: ≈ 57.8 tok/s (estimated, batch 1). FP16 needs ≈ 33.56 GB — does not fit on this card. Estimates come from memory-bandwidth math; rows tagged measured override estimates. Relative ranking is more reliable than absolute tok/s. Methodology.
Fits = weights + KV(ctx) + 1 GB overhead ≤ 95% of VRAM. Measured anchors are context-agnostic; the fit verdict is recomputed per context. A missing tok/s means the model is far beyond this card (offload-only territory).