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Encoding text into dense vector representations that capture semantic meaning, enabling similarity comparison and downstream tasks.

Leaderboard

85 models total

Benchmarks

STS-B
SICK-R
STS12
STS13
STS14
STS15
STS16
MTEB
mrpc
ALBERT
STS-13
STS-14
STS-12
STS-15
STS-16
STSB
C-STS
sick
Brysbaert et al. (2014) concreteness ratings
STS tasks
MRC Psycholinguistics Database
sts17
Geo-Tagged NUS-WIDE (GPS + Visual)
GeoCLIP
SICKR
STS-BENCHMARK
Geo-Tagged NUS-WIDE (GPS Only)
Invasion Biology Abstracts
LSTSB
STS12, STS13, STS14, STS15, STS16, STS-B, SICK-R
str24
Annotated corpus for semantic similarity of clinical trial outcomes (expanded corpus)
FinMTEB
STS22
BIOSSES
Tatoeba
Annotated corpus for semantic similarity of clinical trial outcomes (original corpus)
Code (MTEB)
ChemTEB
DWUG
CoSimLex
MTEB-MINI
Ohsumed
Recipe
Reuters
BBCSport
MTEB(eng, v2)
Soft-STS-15
Simlex
big-bench
Diachronic Word Usage Graph (DWUG) English version 3
I.STSB
LongEmbed
MRPC Dev
Synthesizer (R+V)
SkMTEB
MTEB(Multilingual, v2)
MTEB v2 English
SemRel
WS353
Wordsim-S
Wordsim-R
Claire
CodeSage extended dataset
CodeSearchNet
CoSQA
FOLLOWIR
ruMTEB
MEN
AdvTest
MTEB Chinese
MTEB English