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Upload chat-message-tagger-deberta-v3 multi-label model (15 labels, DeBERTa v3 + LoRA, mean F1=0.598)
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{
"mean_f1": 0.5979,
"mean_auc_roc": 0.8826,
"hamming_loss": 0.1231,
"subset_accuracy": 0.193,
"mean_ece": 0.1362,
"per_label_f1": {
"professional": 0.839,
"question": 0.8889,
"experience_sharing": 0.6308,
"resource": 0.7458,
"opinion": 0.6257,
"how_to": 0.5302,
"humor": 0.3471,
"announcement": 0.7227,
"off_group_topic": 0.2581,
"reaction": 0.7247,
"substantive": 0.7866,
"discussion_init": 0.7061,
"emotional": 0.4371,
"disagreement": 0.1231,
"positive_reinforcement": 0.6034
},
"per_label_precision": {
"professional": 0.819,
"question": 0.9704,
"experience_sharing": 0.5836,
"resource": 0.7586,
"opinion": 0.5327,
"how_to": 0.4702,
"humor": 0.3621,
"announcement": 0.6825,
"off_group_topic": 0.2963,
"reaction": 0.6887,
"substantive": 0.8542,
"discussion_init": 0.6773,
"emotional": 0.3976,
"disagreement": 0.0833,
"positive_reinforcement": 0.5806
},
"per_label_recall": {
"professional": 0.86,
"question": 0.82,
"experience_sharing": 0.6862,
"resource": 0.7333,
"opinion": 0.7581,
"how_to": 0.6077,
"humor": 0.3333,
"announcement": 0.7679,
"off_group_topic": 0.2286,
"reaction": 0.7647,
"substantive": 0.7289,
"discussion_init": 0.7375,
"emotional": 0.4853,
"disagreement": 0.2353,
"positive_reinforcement": 0.6279
},
"per_label_auc_roc": {
"professional": 0.8823,
"question": 0.9771,
"experience_sharing": 0.8437,
"resource": 0.9282,
"opinion": 0.8527,
"how_to": 0.8442,
"humor": 0.7916,
"announcement": 0.9688,
"off_group_topic": 0.7533,
"reaction": 0.9501,
"substantive": 0.9631,
"discussion_init": 0.8702,
"emotional": 0.8524,
"disagreement": 0.8888,
"positive_reinforcement": 0.8732
},
"per_label_threshold": {
"professional": 0.35,
"question": 0.8,
"experience_sharing": 0.6,
"resource": 0.6,
"opinion": 0.55,
"how_to": 0.65,
"humor": 0.75,
"announcement": 0.75,
"off_group_topic": 0.75,
"reaction": 0.75,
"substantive": 0.8,
"discussion_init": 0.55,
"emotional": 0.75,
"disagreement": 0.25,
"positive_reinforcement": 0.8
},
"per_label_support": {
"professional": 500,
"question": 200,
"experience_sharing": 239,
"resource": 180,
"opinion": 215,
"how_to": 130,
"humor": 63,
"announcement": 56,
"off_group_topic": 35,
"reaction": 136,
"substantive": 225,
"discussion_init": 259,
"emotional": 68,
"disagreement": 17,
"positive_reinforcement": 86
},
"per_label_ece": {
"professional": 0.0736,
"question": 0.0818,
"experience_sharing": 0.1342,
"resource": 0.0957,
"opinion": 0.1442,
"how_to": 0.2161,
"humor": 0.2351,
"announcement": 0.0974,
"off_group_topic": 0.1775,
"reaction": 0.1241,
"substantive": 0.0569,
"discussion_init": 0.1084,
"emotional": 0.1958,
"disagreement": 0.0785,
"positive_reinforcement": 0.2234
},
"total_samples": 824
}