168 evaluations · 168 results. Different protocols are not a single leaderboard.
Filter evaluations Tested model or methodAll ESM-2 150M, the CLS token embedding, fine-tuned (PRIME) ESM-2 150M, the CLS token embedding, not fine-tuned (PRIME) ESM-2 150M, the mean over residue embeddings, fine-tuned (PRIME) ESM-2 150M, the mean over residue embeddings, not fine-tuned (PRIME) ESM-2 650M, the CLS token embedding, fine-tuned (PRIME) ESM-2 650M, the CLS token embedding, not fine-tuned (PRIME) ESM-2 650M, the mean over residue embeddings, fine-tuned (PRIME) ESM-2 650M, the mean over residue embeddings, not fine-tuned (PRIME) ESM-2 8M, the CLS token embedding, fine-tuned (PRIME) ESM-2 8M, the CLS token embedding, not fine-tuned (PRIME) ESM-2 8M, the mean over residue embeddings, fine-tuned (PRIME) ESM-2 8M, the mean over residue embeddings, not fine-tuned (PRIME) ESM-C 300M, the CLS token embedding, fine-tuned (PRIME) ESM-C 300M, the CLS token embedding, not fine-tuned (PRIME) ESM-C 300M, the mean over residue embeddings, fine-tuned (PRIME) ESM-C 300M, the mean over residue embeddings, not fine-tuned (PRIME) ESM-C 600M, the CLS token embedding, fine-tuned (PRIME) ESM-C 600M, the CLS token embedding, not fine-tuned (PRIME) ESM-C 600M, the mean over residue embeddings, fine-tuned (PRIME) ESM-C 600M, the mean over residue embeddings, not fine-tuned (PRIME) One-hot mean representation (PRIME) ProtocolAll PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, R² PRIME ACE2 binding regression, Position-stratified split holding out whole mutated positions, RMSE PRIME RBD expression regression, Position-stratified split holding out whole mutated positions, R² PRIME RBD expression regression, Position-stratified split holding out whole mutated positions, RMSE PRIME ACE2 binding regression, Random split over RBD mutants, R² PRIME ACE2 binding regression, Random split over RBD mutants, RMSE PRIME RBD expression regression, Random split over RBD mutants, R² PRIME RBD expression regression, Random split over RBD mutants, RMSE DatasetAll SARS-CoV-2 RBD mutant binding and expression measurements Evaluation setupAll ESM-2 150M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 150M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 150M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 150M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 650M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 650M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 650M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 650M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 8M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 8M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 8M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 8M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 300M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 300M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 300M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 300M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 600M CLS finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 600M CLS frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 600M Mean finetuned: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-C 600M Mean frozen: ACE2 binding R², Position-stratified split holding out whole mutated positions One-Hot Mean: ACE2 binding R², Position-stratified split holding out whole mutated positions ESM-2 150M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M CLS finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M CLS frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M Mean finetuned: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M Mean frozen: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions One-Hot Mean: ACE2 binding RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M CLS finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 150M CLS frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 150M Mean finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 150M Mean frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 650M CLS finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 650M CLS frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 650M Mean finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 650M Mean frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 8M CLS finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 8M CLS frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 8M Mean finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 8M Mean frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 300M CLS finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 300M CLS frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 300M Mean finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 300M Mean frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 600M CLS finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 600M CLS frozen: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 600M Mean finetuned: RBD expression R², Position-stratified split holding out whole mutated positions ESM-C 600M Mean frozen: RBD expression R², Position-stratified split holding out whole mutated positions One-Hot Mean: RBD expression R², Position-stratified split holding out whole mutated positions ESM-2 150M CLS finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M CLS frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M Mean finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M Mean frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M CLS finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M CLS frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M Mean finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 650M Mean frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M CLS finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M CLS frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M Mean finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 8M Mean frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M CLS finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M CLS frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M Mean finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 300M Mean frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M CLS finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M CLS frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M Mean finetuned: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-C 600M Mean frozen: RBD expression RMSE, Position-stratified split holding out whole mutated positions One-Hot Mean: RBD expression RMSE, Position-stratified split holding out whole mutated positions ESM-2 150M CLS finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 150M CLS frozen: ACE2 binding R², Random split over RBD mutants ESM-2 150M Mean finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 150M Mean frozen: ACE2 binding R², Random split over RBD mutants ESM-2 650M CLS finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 650M CLS frozen: ACE2 binding R², Random split over RBD mutants ESM-2 650M Mean finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 650M Mean frozen: ACE2 binding R², Random split over RBD mutants ESM-2 8M CLS finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 8M CLS frozen: ACE2 binding R², Random split over RBD mutants ESM-2 8M Mean finetuned: ACE2 binding R², Random split over RBD mutants ESM-2 8M Mean frozen: ACE2 binding R², Random split over RBD mutants ESM-C 300M CLS finetuned: ACE2 binding R², Random split over RBD mutants ESM-C 300M CLS frozen: ACE2 binding R², Random split over RBD mutants ESM-C 300M Mean finetuned: ACE2 binding R², Random split over RBD mutants ESM-C 300M Mean frozen: ACE2 binding R², Random split over RBD mutants ESM-C 600M CLS finetuned: ACE2 binding R², Random split over RBD mutants ESM-C 600M CLS frozen: ACE2 binding R², Random split over RBD mutants ESM-C 600M Mean finetuned: ACE2 binding R², Random split over RBD mutants ESM-C 600M Mean frozen: ACE2 binding R², Random split over RBD mutants One-Hot Mean: ACE2 binding R², Random split over RBD mutants ESM-2 150M CLS finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 150M CLS frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-2 150M Mean finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 150M Mean frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-2 650M CLS finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 650M CLS frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-2 650M Mean finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 650M Mean frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-2 8M CLS finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 8M CLS frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-2 8M Mean finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-2 8M Mean frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-C 300M CLS finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-C 300M CLS frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-C 300M Mean finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-C 300M Mean frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-C 600M CLS finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-C 600M CLS frozen: ACE2 binding RMSE, Random split over RBD mutants ESM-C 600M Mean finetuned: ACE2 binding RMSE, Random split over RBD mutants ESM-C 600M Mean frozen: ACE2 binding RMSE, Random split over RBD mutants One-Hot Mean: ACE2 binding RMSE, Random split over RBD mutants ESM-2 150M CLS finetuned: RBD expression R², Random split over RBD mutants ESM-2 150M CLS frozen: RBD expression R², Random split over RBD mutants ESM-2 150M Mean finetuned: RBD expression R², Random split over RBD mutants ESM-2 150M Mean frozen: RBD expression R², Random split over RBD mutants ESM-2 650M CLS finetuned: RBD expression R², Random split over RBD mutants ESM-2 650M CLS frozen: RBD expression R², Random split over RBD mutants ESM-2 650M Mean finetuned: RBD expression R², Random split over RBD mutants ESM-2 650M Mean frozen: RBD expression R², Random split over RBD mutants ESM-2 8M CLS finetuned: RBD expression R², Random split over RBD mutants ESM-2 8M CLS frozen: RBD expression R², Random split over RBD mutants ESM-2 8M Mean finetuned: RBD expression R², Random split over RBD mutants ESM-2 8M Mean frozen: RBD expression R², Random split over RBD mutants ESM-C 300M CLS finetuned: RBD expression R², Random split over RBD mutants ESM-C 300M CLS frozen: RBD expression R², Random split over RBD mutants ESM-C 300M Mean finetuned: RBD expression R², Random split over RBD mutants ESM-C 300M Mean frozen: RBD expression R², Random split over RBD mutants ESM-C 600M CLS finetuned: RBD expression R², Random split over RBD mutants ESM-C 600M CLS frozen: RBD expression R², Random split over RBD mutants ESM-C 600M Mean finetuned: RBD expression R², Random split over RBD mutants ESM-C 600M Mean frozen: RBD expression R², Random split over RBD mutants One-Hot Mean: RBD expression R², Random split over RBD mutants ESM-2 150M CLS finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 150M CLS frozen: RBD expression RMSE, Random split over RBD mutants ESM-2 150M Mean finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 150M Mean frozen: RBD expression RMSE, Random split over RBD mutants ESM-2 650M CLS finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 650M CLS frozen: RBD expression RMSE, Random split over RBD mutants ESM-2 650M Mean finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 650M Mean frozen: RBD expression RMSE, Random split over RBD mutants ESM-2 8M CLS finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 8M CLS frozen: RBD expression RMSE, Random split over RBD mutants ESM-2 8M Mean finetuned: RBD expression RMSE, Random split over RBD mutants ESM-2 8M Mean frozen: RBD expression RMSE, Random split over RBD mutants ESM-C 300M CLS finetuned: RBD expression RMSE, Random split over RBD mutants ESM-C 300M CLS frozen: RBD expression RMSE, Random split over RBD mutants ESM-C 300M Mean finetuned: RBD expression RMSE, Random split over RBD mutants ESM-C 300M Mean frozen: RBD expression RMSE, Random split over RBD mutants ESM-C 600M CLS finetuned: RBD expression RMSE, Random split over RBD mutants ESM-C 600M CLS frozen: RBD expression RMSE, Random split over RBD mutants ESM-C 600M Mean finetuned: RBD expression RMSE, Random split over RBD mutants ESM-C 600M Mean frozen: RBD expression RMSE, Random split over RBD mutants One-Hot Mean: RBD expression RMSE, Random split over RBD mutants MetricAll R² RMSE Evidence originAll Author-reported evaluation
Reset filters Source checking is not independent reproduction. Release 2026-10-22-1b7cf027e4f6.