{ "task_type": "multi_label_intent_detection", "base_model": "hfl/chinese-macbert-base", "epochs": 12, "batch_size": 8, "learning_rate": 2e-05, "threshold": 0.5, "top_k": 4, "train_size": 862, "dev_size": 236, "label_count": 34, "labels": [ "cabin_ac_off", "cabin_ac_on", "cabin_defog_front_on", "cabin_defog_rear_on", "cabin_fan_down", "cabin_fan_up", "cabin_lights_off", "cabin_lights_on", "cabin_lock_doors", "cabin_mirror_fold", "cabin_mirror_unfold", "cabin_nav_cancel", "cabin_nav_to", "cabin_next_track", "cabin_pause_music", "cabin_play_music", "cabin_previous_track", "cabin_seat_heat_off", "cabin_seat_heat_on", "cabin_set_ac", "cabin_sunroof_close", "cabin_sunroof_open", "cabin_unlock_doors", "cabin_volume_down", "cabin_volume_mute", "cabin_volume_up", "cabin_window_close", "cabin_window_open", "cabin_wiper_off", "cabin_wiper_on", "cs_cancel_order", "cs_query_logistics", "cs_query_order", "cs_transfer_human" ], "best_dev_metrics": { "micro_precision": 1.0, "micro_recall": 0.9929, "micro_f1": 0.9964, "exact_match": 0.9915, "recall_at_k": 1.0 }, "device": "mps" }