{ "model": "PXG-Tiny v0.4", "params": 483040, "author": "Chowdhury Tarul Ahsan", "author_email": "tarulahsan@gmail.com", "quantization": "all-fp32 precision bundle (no weight quantization) -- guaranteed zero quantization drift for language conditioning and decoding; fp32 arrays retained under the .npz container name for runtime compatibility", "bundle_bytes": 1809878, "parity": { "teacher_forced_max_abs_logit_err": 2e-05, "argmax_match": 1.0, "greedy_rollout_agreement": 0.73861 }, "val_ce": 0.028889039531350136, "step": 8200, "corpus": { "rows": 97005, "classes": 38, "img": "16x16 master-palette indices", "license": "self-generated (procedural), shipped CC0", "augmentation": "paraphrase self-teaching, counterfactual twins" }, "license": "MIT", "train_data_hook": "OpenGameArt-CC0 ingestion deferred (procedural ground truth gives exact caption alignment at tiny scale)", "val_top1": 0.9889424443244934, "verification": { "full_grid_38_classes": { "pass": 152, "total": 152, "rate": 1.0, "note": "2 prompts x 2 seeds per class, user-path pipeline" }, "fresh_phrasing_sweep": { "pass": 116, "total": 117, "rate": 0.9915 }, "showcase_gallery": { "pass": 31, "total": 31 }, "raw_heldout_retry_disabled": { "mean_pass": 0.5942, "strict_3of3": 0.5, "n_prompts": 46 }, "fixes": [ "head-noun parser (wizard staff)", "fighter-word fallback", "plural class nouns", "idiom-safe glow (shining armor)", "capability-filtered material/attribute checks", "GT-calibrated leg/wing/extent thresholds", "escalating self-guidance + spatial priors + canonical anchor", "deer structural antler prefix (AR cascade fix)" ] } }