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Semantic Textual Similarity on BIOSSES

89.6Spearman Correlation

BioHiCL-base

Updated 1mo ago

Evaluation Results

Method	Links
BioHiCL-base 2026.04		89.6
BiCA-base 2026.04		88
BiCA-small 2026.04		87.2
BioLORD 2026.03		87.18
MedEmbed 2026.03		86.99
BioHiCL-large 2026.04		86.8
bge-base-en-v1.5 2026.04		86
BMRetriever-1B 2026.04		85.8
bge-large-en-v1.5 2026.04		84.4
BMRetriever-410M 2026.04		84
PubMedBERT 2026.03		83.96
MedCPT-Query 2026.04		83.7
Contriever 2026.04		83.3
e5-large-v2 2026.04		83
SGPT-1.3B 2026.04		83
SpladeV3 2026.04		82.7
SimCSE + MixSP 2024.06		82.61
SapBERT 2026.03		82.48
MedCPT 2026.03		81.95
DiffAug + MixSP 2024.06		81.23
SimCSE + MixSP 2024.06		80.74
SBERT + MixSP 2024.06		80.58
EmbeddingGemma 2026.03		80.46
DiffAug + MixSP 2024.06		80.35
DiffAug + MoE 2024.06		79.95
QIME-TF-MMR 2026.03		79.66
LDIR-500 2026.03		79.3
BiomedBERT 2026.04		79.1
gtr-t5-xl 2026.04		78.9
SBERT + MoE 2024.06		78.52
SimCSE + MoE 2024.06		77.07
SimCSE + FT 2024.06		76.63
SBERT + MixSP 2024.06		76.01
QIME-TF 2026.03		75.6
SBERT + MoE 2024.06		73.75
SimCSE + FT 2024.06		73.35
SimCSE + MoE 2024.06		72.65
DiffAug + MoE 2024.06		72.65
SBERT 2024.06		72.03
DiffAug + FT 2024.06		71.26
DiffAug + FT 2024.06		71.02
SimCSE (Unsup) 2026.03		68.86
BMRetriever 2026.03		68.85
Bag-of-Words 2026.03		68.78
SimCSE 2024.06		68.38
SimCSE 2024.06		67.75
SimCSE (Sup) 2026.03		67.19
SBERT 2024.06		63.88
QIME 2026.03		61.88
CQG-MBQA 2026.03		54.97
BERT 2026.03		54.7
QA-Emb 2026.03		46.43
GloVe 2026.03		44.93
DiffAug 2024.06		40.12
DiffAug 2024.06		39.15