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Performance prediction on MNLI source domains (in-domain)
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0.699
ROC AUC
Cosine distance (fine-tuned)
0.465
0.52575
0.5865
0.64725
May 26, 2023
ROC AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
ROC AUC
Cosine distance (fine-tuned)
Model dependency=model...
2023.05
0.699
Vocabulary, structural, semantic drift
Model dependency=model...
2023.05
0.525
Combined prev. model-agnostic
Model dependency=model...
2023.05
0.52
Structural drift
Model dependency=model...
2023.05
0.516
Semantic drift
Model dependency=model...
2023.05
0.516
Baseline (no-performance drop)
Model dependency=model...
2023.05
0.5
Token frequency cross-entropy
Model dependency=model...
2023.05
0.5
Token frequency JS-div
Model dependency=model...
2023.05
0.496
Cosine distance (pre-trained)
Model dependency=model...
2023.05
0.484
Vocabulary drift
Model dependency=model...
2023.05
0.474
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