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Performance prediction on Sentiment temporal (in-domain)
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0.852
ROC AUC
Cosine distance (fine-tuned)
0.48592
0.58096
0.676
0.77104
May 26, 2023
ROC AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
ROC AUC
Cosine distance (fine-tuned)
Model dependency=model...
2023.05
0.852
Vocabulary, structural, semantic drift
Model dependency=model...
2023.05
0.578
Structural drift
Model dependency=model...
2023.05
0.568
Semantic drift
Model dependency=model...
2023.05
0.565
Combined prev. model-agnostic
Model dependency=model...
2023.05
0.554
Vocabulary drift
Model dependency=model...
2023.05
0.552
Token frequency cross-entropy
Model dependency=model...
2023.05
0.543
Cosine distance (pre-trained)
Model dependency=model...
2023.05
0.534
Token frequency JS-div
Model dependency=model...
2023.05
0.519
Baseline (no-performance drop)
Model dependency=model...
2023.05
0.5
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