| { |
| "name": "CAM-AH", |
| "full_name": "Cross-Attention-Multimodal-Ambivalence-Hesitation", |
| "task": "video-level binary classification (1 = ambivalence/hesitancy present)", |
| "members": [ |
| "members/20260711_191444/best-epoch=00-val_ap=0.8790.ckpt", |
| "members/20260711_191555/best-epoch=00-val_ap=0.8749.ckpt", |
| "members/20260711_191626/best-epoch=01-val_ap=0.8639.ckpt", |
| "members/20260711_191656/best-epoch=00-val_ap=0.8769.ckpt", |
| "members/20260711_191725/best-epoch=01-val_ap=0.8747.ckpt" |
| ], |
| "seeds": [42, 1, 2, 3, 4], |
| "state_dict_prefix": "model.", |
| "combine": "mean of per-video sigmoid probabilities", |
| "threshold": 0.595, |
| "threshold_note": "Fixed decision threshold used in the best official submission (predict 1 if mean probability >= 0.595). Overrides the per-member thresholds stored in each trainer_state.json.", |
| "architecture": { |
| "dim_a": 320, |
| "dim_b": 768, |
| "dim_tab": 74, |
| "common_dim": 512, |
| "num_heads": 8, |
| "dropout": 0.3, |
| "pool": "attention", |
| "tab_fusion": "token", |
| "use_tabular": true, |
| "num_outputs": 1 |
| }, |
| "inputs": { |
| "window": {"size_s": 5.0, "hop_s": 2.5}, |
| "feat_a": "librosa prosodic features per window (80 features x 4 stats = 320-d)", |
| "feat_b": "cardiffnlp/twitter-roberta-base-emotion, masked mean pool + L2 norm, max_length 128 (768-d)", |
| "feat_tab": "74 support features per window: question type (7) + acoustic hesitation (18) + textual A/H cues (49)", |
| "key_padding_mask": "(B, T) bool, True = padded window" |
| }, |
| "training": { |
| "train_splits": ["train", "val"], |
| "n_train_videos": 902, |
| "monitor_split": "test (internal, 525 videos)", |
| "monitor": "val_ap (max)", |
| "optimizer": "AdamW", |
| "lr": 3e-4, |
| "weight_decay": 0.05, |
| "gradient_clip_val": 1.0, |
| "batch_size": 32, |
| "max_epochs": 400, |
| "early_stopping_patience": 20 |
| }, |
| "results": { |
| "official_private_test": {"n_videos": 152, "macro_f1": 0.745595, "average_precision": 0.818211, "threshold": 0.595}, |
| "internal_test_525": {"average_precision": 0.877} |
| } |
| } |
|
|
