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ResearchFormerly WizWand

Semantic Textual Similarity on STS16 (test)

77.18Spearman CorrDINO (STS-A-x2)
36.51647.07357.6368.187Apr 15, 2021Feb 9, 2022Dec 7, 2022Oct 4, 2023Jul 30, 2024May 27, 2025Mar 24, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DINO (STS-A-x2)supervision=unsupervised, unlabeled_data=STS2021.0477.18
DINO (STS-A-x1x2)supervision=unsupervised2021.0476.47
Li et al. (2020)supervision=unsupervised, unlabeled_data=STS2021.0475.37
S-BERT (base)supervision=supervised2021.0474.3
S-ROBERTa (base)supervision=supervised2021.0473.69
USEsupervision=supervised2021.0473.18
Li et al. (2020)supervision=unsupervised, unlabeled_data=NLI2021.0471.84
Zhang et al. (2020)supervision=unsupervised, unlabeled_data=NLI2021.0470.16
InferSent, Glovesupervision=supervised2021.0466.87
Avg. GloVesupervision=unsupervised2021.0463.66
Cayley-EncoderBase Model=Llama3-8B, GNN Variant=GIN2026.0363.13
FC-EncoderBase Model=Gemma2-2B, GNN Variant=GCN2026.0362.96
Cayley-EncoderBase Model=Gemma2-2B, GNN Variant=GIN2026.0362.69
Avg. BERTsupervision=unsupervised2021.0461.06
Best-LayerBase Model=Llama3-8B2026.0359.04
WeightedBase Model=Llama3-8B2026.0358.97
Best-LayerBase Model=Gemma2-2B2026.0358.89
Cayley-EncoderBase Model=Pythia-410m, GNN Variant=GIN2026.0358.63
Best-LayerBase Model=Pythia-410m2026.0358.02
FC-EncoderBase Model=Gemma2-2B, GNN Variant=GIN2026.0357.28
FC-EncoderBase Model=Llama3-8B, GNN Variant=GCN2026.0357.25
Cayley-EncoderBase Model=Gemma2-2B, GNN Variant=GCN2026.0357.24
FC-EncoderBase Model=Pythia-410m, GNN Variant=GCN2026.0357.11
Cayley-EncoderBase Model=Pythia-410m, GNN Variant=GCN2026.0356.62
WeightedBase Model=Gemma2-2B2026.0354.91
Last-LayerBase Model=Llama3-8B2026.0354.32
FC-EncoderBase Model=Llama3-8B, GNN Variant=GIN2026.0353.89
WeightedBase Model=Pythia-410m2026.0352.76
MLP Last-LayerBase Model=Llama3-8B2026.0352.55
Last-LayerBase Model=Gemma2-2B2026.0351.4
MLP Last-LayerBase Model=Gemma2-2B2026.0351.16
DWAttBase Model=Gemma2-2B2026.0351.11
Last-LayerBase Model=Pythia-410m2026.0350.37
FC-EncoderBase Model=Pythia-410m, GNN Variant=GIN2026.0349.56
DWAttBase Model=Llama3-8B2026.0348.86
Set-EncoderBase Model=Gemma2-2B2026.0347.34
DWAttBase Model=Pythia-410m2026.0344.8
Cayley-EncoderBase Model=Llama3-8B, GNN Variant=GCN2026.0342.09
Set-EncoderBase Model=Pythia-410m2026.0340.48
MLP Last-LayerBase Model=Pythia-410m2026.0339.84
Set-EncoderBase Model=Llama3-8B2026.0339.5
BERT CLSsupervision=unsupervised2021.0438.08