{ "d1": { "resumed_adapter_start": { "n": 19, "same": 17, "auc": 0.6470588235294117, "average_precision": 0.948279640036606, "accuracy": 0.631578947368421 }, "max_tokens": 4096, "fine_tuned": { "n": 19, "same": 17, "auc": 0.6029411764705882, "average_precision": 0.933293645638847, "accuracy": 0.42105263157894735 }, "best_validation_loss": 0.0001904141332488507, "warning": "19 human pairs: insufficient for deployment decision; test never used for model selection" }, "bge": { "max_tokens": 4096, "baseline": { "n": 19, "auc": 0.7205882352941176, "average_precision": 0.9542793567447547 }, "fine_tuned": { "n": 19, "auc": 0.6470588235294118, "average_precision": 0.944002438960097 }, "best_validation_loss": 0.04328301633649971 }, "production_ready": false, "limitations": [ "19 human pairs, only 2 negatives", "weak-label training and validation", "Both models warm-started from saved adapters with reset optimizer state" ] }