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ResearchFormerly WizWand

Semantic Textual Similarity on STS15 (test)

0.8049Spearman CorrelationDINO (STS-A-x2)
0.3513560.4691030.586850.704597Apr 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=STS2021.040.8049
DINO (STS-A-x1x2)supervision=unsupervised2021.040.796
S-BERT (base)supervision=supervised2021.040.7909
S-ROBERTa (base)supervision=supervised2021.040.7874
Cayley-EncoderBase Model=Llama3-8B, GNN Variant=GIN2026.030.7696
USEsupervision=supervised2021.040.7683
Zhang et al. (2020)supervision=unsupervised, unlabeled_data=NLI2021.040.7523
FC-EncoderBase Model=Gemma2-2B, GNN Variant=GCN2026.030.7468
Cayley-EncoderBase Model=Gemma2-2B, GNN Variant=GIN2026.030.7394
Li et al. (2020)supervision=unsupervised, unlabeled_data=STS2021.040.7377
FC-EncoderBase Model=Llama3-8B, GNN Variant=GCN2026.030.7369
Li et al. (2020)supervision=unsupervised, unlabeled_data=NLI2021.040.7292
InferSent, Glovesupervision=supervised2021.040.7277
Cayley-EncoderBase Model=Gemma2-2B, GNN Variant=GCN2026.030.708
Avg. GloVesupervision=unsupervised2021.040.6825
DWAttBase Model=Gemma2-2B2026.030.6773
WeightedBase Model=Llama3-8B2026.030.673
FC-EncoderBase Model=Gemma2-2B, GNN Variant=GIN2026.030.6722
Cayley-EncoderBase Model=Pythia-410m, GNN Variant=GIN2026.030.6699
Best-LayerBase Model=Llama3-8B2026.030.6689
DWAttBase Model=Llama3-8B2026.030.66
Best-LayerBase Model=Pythia-410m2026.030.6559
Best-LayerBase Model=Gemma2-2B2026.030.6549
FC-EncoderBase Model=Pythia-410m, GNN Variant=GCN2026.030.6394
FC-EncoderBase Model=Llama3-8B, GNN Variant=GIN2026.030.6327
Avg. BERTsupervision=unsupervised2021.040.6315
MLP Last-LayerBase Model=Llama3-8B2026.030.6119
Cayley-EncoderBase Model=Pythia-410m, GNN Variant=GCN2026.030.6051
Last-LayerBase Model=Llama3-8B2026.030.5807
Set-EncoderBase Model=Llama3-8B2026.030.5612
WeightedBase Model=Gemma2-2B2026.030.5488
FC-EncoderBase Model=Pythia-410m, GNN Variant=GIN2026.030.5454
WeightedBase Model=Pythia-410m2026.030.5372
DWAttBase Model=Pythia-410m2026.030.5251
Cayley-EncoderBase Model=Llama3-8B, GNN Variant=GCN2026.030.5246
MLP Last-LayerBase Model=Gemma2-2B2026.030.5238
Set-EncoderBase Model=Gemma2-2B2026.030.5051
Last-LayerBase Model=Gemma2-2B2026.030.5022
Last-LayerBase Model=Pythia-410m2026.030.4932
Set-EncoderBase Model=Pythia-410m2026.030.4832
MLP Last-LayerBase Model=Pythia-410m2026.030.3775
BERT CLSsupervision=unsupervised2021.040.3688