{ "combined_peak_lr": 1.5e-05, "development_cases": 300, "fifth_trial": "Choose original starting checkpoint using matched repair trials 1/2 dev scores; allocate 10%-40% per domain using positive dev gains from first four. No chaining of experimental checkpoints.", "final_lr_fraction": 0.1, "legacy_dev_cases": 320, "legacy_test_cases": 704, "maximum_attempts": 5, "new_objective_weight": 0.4, "peak_lr": 2e-05, "practical_success": "At least 5pp new heldout content correctness gain over EACH baseline with 97.5% paired scenario-bootstrap intervals above zero; preserve strict instruction compliance, domains and general benchmarks within predeclared tolerances.", "preservation": "Both starting models and previous protected checkpoints remain immutable. Keep the highest-dev-ranked new candidate even if final results do not establish an improvement. Remove other new trial artifacts only after all final assessments complete.", "public_tolerances": { "chat_answer_cases": 2, "chat_repetition_cases": 1, "chat_stop_cases": 1, "choice_mean_pp": 0.25, "choice_per_task_pp": 1, "ifeval_loose_pp": 0.5, "ifeval_strict_pp": 0 }, "replay_kl_weight": 0.25, "replay_objective_weight": 0.6, "reserved_test_cases": 1000, "seed": 2026110915, "selected_new_conversations": 4096, "selected_replay_conversations": 4096, "selection": "Highest dev key with preservation guards; one finalist is frozen before reserved test or new public benchmark evaluation.", "trials": [ { "mixture": { "abstention": 0.4, "dialogue": 0.2, "grounded": 0.4 }, "name": "Extraction and appropriate abstention", "parent": "attempt5" }, { "mixture": { "abstention": 0.4, "dialogue": 0.2, "grounded": 0.4 }, "name": "Matched repair from parent2000", "parent": "parent2000" }, { "mixture": { "abstention": 0.1, "constraints": 0.65, "dialogue": 0.15, "grounded": 0.1 }, "name": "Practical combined instructions", "parent": "attempt5" }, { "mixture": { "abstention": 0.1, "dialogue": 0.15, "grounded": 0.15, "reasoning": 0.6 }, "name": "Short checked reasoning", "parent": "attempt5" }, { "mixture": null, "name": "Development-selected combination", "parent": null } ], "updates_per_attempt": 256, "warmup_fraction": 0.1 }