| Configuration: ESM-2 150M, the CLS token embedding, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 2.0022 ± 0.04 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned) unit-unreported · lower Uncertainty: SD 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 150M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 150M, the CLS token embedding, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9777 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen) unit-unreported · lower Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 150M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 150M, the mean over residue embeddings, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7863 ± 0.01 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned) unit-unreported · lower Uncertainty: SD 0.01 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 150M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 150M, the mean over residue embeddings, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.8359 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen) unit-unreported · lower Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 150M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 150M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 650M, the CLS token embedding, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.8084 ± 0.06 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned) unit-unreported · lower Uncertainty: SD 0.06 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 650M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 650M, the CLS token embedding, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9063 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen) unit-unreported · lower Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 650M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 650M, the mean over residue embeddings, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7200 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned) unit-unreported · lower Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 650M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 650M, the mean over residue embeddings, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.8488 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen) unit-unreported · lower Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 650M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 650M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 8M, the CLS token embedding, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9653 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned) unit-unreported · lower Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 8M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 8M, the CLS token embedding, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9452 ± 0.04 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen) unit-unreported · lower Uncertainty: SD 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 8M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 8M, the mean over residue embeddings, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7688 ± 0.06 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned) unit-unreported · lower Uncertainty: SD 0.06 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 8M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-2 8M, the mean over residue embeddings, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7519 ± 0.01 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen) unit-unreported · lower Uncertainty: SD 0.01 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-2 8M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-2 8M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 300M, the CLS token embedding, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7766 ± 0.04 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned) unit-unreported · lower Uncertainty: SD 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 300M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 300M, the CLS token embedding, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9366 ± 0.04 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen) unit-unreported · lower Uncertainty: SD 0.04 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 300M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 300M, the mean over residue embeddings, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.5918 ± 0.03 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned) unit-unreported · lower Uncertainty: SD 0.03 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 300M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 300M, the mean over residue embeddings, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.7874 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen) unit-unreported · lower Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 300M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 300M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 600M, the CLS token embedding, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.6616 ± 0.05 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, fine-tuned) unit-unreported · lower Uncertainty: SD 0.05 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 600M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'CLS' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 600M, the CLS token embedding, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.8726 ± 0.00 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the CLS token embedding, frozen) unit-unreported · lower Uncertainty: SD 0.00 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 600M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'CLS' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 600M, the mean over residue embeddings, fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.5745 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, fine-tuned) unit-unreported · lower Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 600M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'Mean' / '✓', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: ESM-C 600M, the mean over residue embeddings, not fine-tuned (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.8558 ± 0.02 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; the mean over residue embeddings, frozen) unit-unreported · lower Uncertainty: SD 0.02 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceESM-C 600M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'ESM-C 600M' / 'Mean' / '×', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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| Configuration: One-hot mean representation (PRIME) | Protocol: PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE Dataset: SARS-CoV-2 RBD mutant binding and expression measurements | 1.9754 ± 0.00 RMSE (ACE2 binding; Position-stratified split holding out whole mutated positions; one-hot mean representation) unit-unreported · lower Uncertainty: SD 0.00 Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceOne-Hot Mean: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions lit-protein-20261011-prime-protocol-position-stratified-binding-rmse Aggregation: Not reported PRIME: An evaluation framework for protein representation inference and generalization in viral mutation space · Table 1, row 'One-Hot Mean', columns 'Position-Stratified Split' / 'Binding' / 'RMSE' |
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