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Publish Ropedia Xperience-10M task baseline cards
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{
"accuracy": 0.02586206896551724,
"balanced_accuracy": 0.03,
"macro_f1": 0.04186046511627907,
"weighted_f1": 0.03608660785886127,
"num_eval_windows": 348,
"num_classes": 18,
"task": "next_action",
"input": "all modalities at t -> action at t+20 frames",
"split": "chronological",
"num_windows": 1161,
"num_train_windows": 813,
"num_test_windows": 348,
"feature_dim": 8546,
"majority_baseline_accuracy": 0.0,
"unseen_test_classes": [
"Place item on table",
"Pour coffee",
"Pour milk into coffee",
"Wait/Prepare for pouring"
],
"model": "neural_mlp",
"head": "z-score -> MLP softmax",
"neural_epochs": 80,
"neural_hidden_dim": 128,
"neural_batch_size": 128,
"neural_learning_rate": 0.001,
"neural_weight_decay": 0.0001,
"neural_dropout": 0.1,
"neural_device": "cpu",
"train_final_loss": 0.000416612956025105,
"train_final_accuracy": 1.0,
"task_display_name": "Next-Action Prediction"
}