{ "seed": 20260722, "seq_len": 3920, "train_samples_per_arm": 9000, "eval_samples_per_arm": 30, "epochs_cap": 20, "arms": { "synthetic_rcd": { "arm": "synthetic_rcd", "samples": 9000, "points": 35280000, "best_val_loss": 0.2162153551975886, "Affiliation-F": 0.4116671074473078, "F1_T": 0.4116671074473078, "Standard-F1": 0.4116671074473078, "VUS-PR": 0.5007208987255025 }, "synthetic_dada": { "arm": "synthetic_dada", "samples": 9000, "points": 35280000, "best_val_loss": 0.20092653433481852, "Affiliation-F": 0.9198781126163992, "F1_T": 0.9198781126163992, "Standard-F1": 0.9198781126163992, "VUS-PR": 0.9489903461848535 }, "real_dada": { "arm": "real_dada", "samples": 9000, "points": 35280000, "best_val_loss": 0.260847149292628, "Affiliation-F": 0.8340386492868815, "F1_T": 0.8340386492868815, "Standard-F1": 0.8340386492868815, "VUS-PR": 0.8552964221174154 } }, "elapsed_seconds": 2665.21, "note": "DADA arms use a transparent context-independent DADA-style injection proxy; not the original DADA repository code." }