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Performance prediction on Sentiment temporal (out-of-domain)
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0.834
ROC AUC
Cosine distance (fine-tuned)
0.48664
0.57682
0.667
0.75718
May 26, 2023
ROC AUC
RMSE
Updated 4d ago
Evaluation Results
Method
Method
Links
ROC AUC
RMSE
Cosine distance (fine-tuned)
Model dependency=model...
2023.05
0.834
236.7
Vocabulary, structural, semantic drift
Model dependency=model...
2023.05
0.596
84.8
Semantic drift
Model dependency=model...
2023.05
0.586
110.4
Structural drift
Model dependency=model...
2023.05
0.581
146.1
Vocabulary drift
Model dependency=model...
2023.05
0.571
105.8
Combined prev. model-agnostic
Model dependency=model...
2023.05
0.562
142.1
Cosine distance (pre-trained)
Model dependency=model...
2023.05
0.559
91.8
Token frequency cross-entropy
Model dependency=model...
2023.05
0.557
97.3
Token frequency JS-div
Model dependency=model...
2023.05
0.528
106.2
Baseline (no-performance drop)
Model dependency=model...
2023.05
0.5
100
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