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Small Model Hub

3,378 efficient AI models across 7 domains · Charts · API

ScorePercentile rank within each task — comparable across domains
Showing 207 models
#ModelDomainTaskParams ↑GFLOPsVRAMContextSpeedArchSource
1
NeuML/pubmedbert-base-embeddings-1M
EmbeddingText Embedding1.00M2 MBdenseMTEB
2
NeuML/pubmedbert-base-embeddings-500K
EmbeddingText Embedding1.00M2 MBdenseMTEB
3
axiotic/ogma-micro
EmbeddingText Embedding2.00M9 MBdenseMTEB
4
minishlab/potion-base-2M
EmbeddingText Embedding2.00M7 MBdenseMTEB
5
NeuML/pubmedbert-base-embeddings-2M
EmbeddingText Embedding2.00M7 MBdenseMTEB
6
axiotic/ogma-mini
EmbeddingText Embedding4.00M13 MBdenseMTEB
7
minishlab/potion-base-4M
EmbeddingText Embedding4.00M14 MBdenseMTEB
8
cross-encoder/ms-marco-TinyBERT-L2-v2
EmbeddingText Embedding4.00M17 MBcross-encoderMTEB
9
google/yamnet
EmbeddingText Embedding4.00M14 MBdenseMTEB
10
minishlab/M2V_base_output
EmbeddingText Embedding8.00M29 MBdenseMTEB
11
minishlab/potion-base-8M
EmbeddingText Embedding8.00M29 MBdenseMTEB
12
NeuML/pubmedbert-base-embeddings-8M
EmbeddingText Embedding8.00M30 MBdenseMTEB
13
axiotic/ogma-small
EmbeddingText Embedding9.00M33 MBdenseMTEB
14
cointegrated/rubert-tiny
EmbeddingText Embedding12.0M45 MBdenseMTEB
15
axiotic/ogma-base
EmbeddingText Embedding13.0M51 MBdenseMTEB
16
Mihaiii/Squirtle
EmbeddingText Embedding16.0M60 MBdenseMTEB
17
Mihaiii/Venusaur
EmbeddingText Embedding16.0M60 MBdenseMTEB
18
minishlab/potion-code-16M-v2
EmbeddingText Embedding16.0M62 MBdenseMTEB
19
cross-encoder/ms-marco-MiniLM-L2-v2
EmbeddingText Embedding16.0M60 MBcross-encoderMTEB
20
RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en
EmbeddingText Embedding16.0M8 MBdenseMTEB
21
RikkaBotan/stable-static-embedding-fast-retrieval-mrl-en
EmbeddingText Embedding16.0M60 MBdenseMTEB
22
RikkaBotan/stable-static-embedding-fast-retrieval-mrl-en-v2
EmbeddingText Embedding16.0M60 MBdenseMTEB
23
cross-encoder/ettin-reranker-17m-v1
EmbeddingText Embedding17.0M64 MBcross-encoderMTEB
24
Mihaiii/Bulbasaur
EmbeddingText Embedding17.0M66 MBdenseMTEB
25
Mihaiii/Wartortle
EmbeddingText Embedding17.0M66 MBdenseMTEB
26
Mihaiii/gte-micro
EmbeddingText Embedding17.0M66 MBdenseMTEB
27
mixedbread-ai/mxbai-edge-colbert-v0-17m
EmbeddingText Embedding17.0M64 MBlate-interactionMTEB
28
lightonai/LateOn-Code-edge
EmbeddingText Embedding17.0M64 MBlate-interactionMTEB
29
lightonai/LateOn-Code-edge-pretrain
EmbeddingText Embedding17.0M64 MBlate-interactionMTEB
30
RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-ja
EmbeddingText Embedding17.0M9 MBdenseMTEB
31
RikkaBotan/stable-static-embedding-fast-retrieval-mrl-ja
EmbeddingText Embedding17.0M64 MBdenseMTEB
32
Mihaiii/gte-micro-v4
EmbeddingText Embedding19.0M73 MBdenseMTEB
33
cross-encoder/ms-marco-MiniLM-L4-v2
EmbeddingText Embedding19.0M73 MBcross-encoderMTEB
34
asapp/sew-d-tiny-100k-ft-ls100h
EmbeddingText Embedding20.0M92 MBdenseMTEB
35
facebook/dinov2-small
EmbeddingText Embedding22.0M84 MBdenseMTEB
36
facebook/dinov3-vits16-pretrain-lvd1689m
EmbeddingText Embedding22.0M82 MBdenseMTEB
37
matthewagi/HeAR-s1.1
EmbeddingText Embedding22.0M84 MBdenseMTEB
38
Snowflake/snowflake-arctic-embed-xs
EmbeddingText Embedding23.0M86 MBdenseMTEB
39
facebook/encodec_24khz
EmbeddingText Embedding23.0M88 MBdenseMTEB
40
geoffsee/auto-g-embed-st
EmbeddingText Embedding23.0M87 MBdenseMTEB
41
MongoDB/mdbr-leaf-ir
EmbeddingText Embedding23.0M86 MBdenseMTEB
42
MongoDB/mdbr-leaf-mt
EmbeddingText Embedding23.0M86 MBdenseMTEB
43
Mihaiii/Ivysaur
EmbeddingText Embedding23.0M87 MBdenseMTEB
44
avsolatorio/GIST-all-MiniLM-L6-v2
EmbeddingText Embedding23.0M87 MBdenseMTEB
45
brahmairesearch/slx-v0.1
EmbeddingText Embedding23.0M87 MBdenseMTEB
46
opensearch-project/opensearch-neural-sparse-encoding-doc-v2-mini
EmbeddingText Embedding23.0M86 MBsparseMTEB
47
rasgaard/m2v-dfm-large
EmbeddingText Embedding23.0M87 MBdenseMTEB
48
cross-encoder/ms-marco-MiniLM-L6-v2
EmbeddingText Embedding23.0M87 MBcross-encoderMTEB
49
sentence-transformers/all-MiniLM-L6-v2
EmbeddingText Embedding23.0M87 MBdenseMTEB
50
sentence-transformers/multi-qa-MiniLM-L6-cos-v1
EmbeddingText Embedding23.0M87 MBdenseMTEB
51
mixedbread-ai/mxbai-embed-xsmall-v1
EmbeddingText Embedding24.0M58 MBdenseMTEB
52
moka-ai/m3e-small
EmbeddingText Embedding24.0M58 MBdenseMTEB
53
facebook/dinov3-vits16plus-pretrain-lvd1689m
EmbeddingText Embedding29.0M109 MBdenseMTEB
54
cointegrated/rubert-tiny2
EmbeddingText Embedding29.0M112 MBdenseMTEB
55
sergeyzh/rubert-tiny-turbo
EmbeddingText Embedding29.0M111 MBdenseMTEB
56
thenlper/gte-small-zh
EmbeddingText Embedding30.0M58 MBdenseMTEB
57
ibm-granite/granite-embedding-30m-english
EmbeddingText Embedding30.0M58 MBdenseMTEB
58
sentence-transformers/static-retrieval-mrl-en-v1
EmbeddingText Embedding31.0M119 MBdenseMTEB
59
cross-encoder/ettin-reranker-32m-v1
EmbeddingText Embedding32.0M122 MBcross-encoderMTEB
60
mixedbread-ai/mxbai-edge-colbert-v0-32m
EmbeddingText Embedding32.0M122 MBlate-interactionMTEB
61
minishlab/potion-base-32M
EmbeddingText Embedding32.0M123 MBdenseMTEB
62
minishlab/potion-retrieval-32M
EmbeddingText Embedding32.0M123 MBdenseMTEB
63
sergeyzh/rubert-mini-frida
EmbeddingText Embedding32.0M123 MBdenseMTEB
64
Snowflake/snowflake-arctic-embed-s
EmbeddingText Embedding33.0M127 MBdenseMTEB
65
BAAI/bge-small-en
EmbeddingText Embedding33.0M127 MBdenseMTEB
66
BAAI/bge-small-en-v1.5
EmbeddingText Embedding33.0M127 MBdenseMTEB
67
BAAI/bge-small-zh
EmbeddingText Embedding33.0M127 MBdenseMTEB
68
BAAI/bge-small-zh-v1.5
EmbeddingText Embedding33.0M91 MBdenseMTEB
69
intfloat/e5-small
EmbeddingText Embedding33.0M127 MBdenseMTEB
70
intfloat/e5-small-v2
EmbeddingText Embedding33.0M127 MBdenseMTEB
71
jinaai/jina-embeddings-v2-small-en
EmbeddingText Embedding33.0M62 MBdenseMTEB
72
ManiacLabs/miniac-embed
EmbeddingText Embedding33.0M127 MBdenseMTEB
73
abhinand/MedEmbed-small-v0.1
EmbeddingText Embedding33.0M127 MBdenseMTEB
74
avsolatorio/GIST-small-Embedding-v0
EmbeddingText Embedding33.0M127 MBdenseMTEB
75
avsolatorio/NoInstruct-small-Embedding-v0
EmbeddingText Embedding33.0M127 MBdenseMTEB
76
thenlper/gte-small
EmbeddingText Embedding33.0M64 MBdenseMTEB
77
cross-encoder/ms-marco-MiniLM-L12-v2
EmbeddingText Embedding33.0M127 MBcross-encoderMTEB
78
sentence-transformers/all-MiniLM-L12-v2
EmbeddingText Embedding33.0M127 MBdenseMTEB
79
deepvk/USER2-small
EmbeddingText Embedding34.0M131 MBdenseMTEB
80
jinaai/jina-embedding-s-en-v1
EmbeddingText Embedding35.0M134 MBdenseMTEB
81
cl-nagoya/ruri-v3-30m
EmbeddingText Embedding37.0M140 MBdenseMTEB
82
exp-models/dragonkue-KoEn-E5-Tiny
EmbeddingText Embedding38.0M143 MBdenseMTEB
83
openai/whisper-tiny
EmbeddingText Embedding39.0M144 MBdenseMTEB
84
clips/e5-small-trm-nl
EmbeddingText Embedding41.0M78 MBdenseMTEB
85
andersborges/model2vecdk
EmbeddingText Embedding48.0M183 MBdenseMTEB
86
ibm-granite/granite-embedding-small-english-r2
EmbeddingText Embedding48.0M91 MBdenseMTEB
87
andersborges/model2vecdk-stem
EmbeddingText Embedding49.0M185 MBdenseMTEB
88
RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-bilingual-ja-en
EmbeddingText Embedding50.0M25 MBdenseMTEB
89
RikkaBotan/stable-static-embedding-fast-retrieval-mrl-bilingual-ja-en
EmbeddingText Embedding50.0M189 MBdenseMTEB
90
BorisTM/starse
EmbeddingText Embedding62.0M8 MBdenseMTEB
91
opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill
EmbeddingText Embedding66.0M267 MBsparseMTEB
92
opensearch-project/opensearch-neural-sparse-encoding-doc-v3-distill
EmbeddingText Embedding66.0M267 MBsparseMTEB
93
prdev/mini-gte
EmbeddingText Embedding66.0M253 MBdenseMTEB
94
cross-encoder/ettin-reranker-68m-v1
EmbeddingText Embedding68.0M260 MBcross-encoderMTEB
95
dmedhi/PawanEmbd-68M
EmbeddingText Embedding68.0M260 MBdenseMTEB
96
cl-nagoya/ruri-small
EmbeddingText Embedding68.0M130 MBdenseMTEB
97
cl-nagoya/ruri-small-v2
EmbeddingText Embedding68.0M260 MBdenseMTEB
98
nanovdr/NanoVDR-S-Multi
EmbeddingText Embedding69.0M282 MBdenseMTEB
99
cl-nagoya/ruri-v3-70m
EmbeddingText Embedding70.0M140 MBdenseMTEB
100
mixedbread-ai/mxbai-rerank-xsmall-v1
EmbeddingText Embedding71.0M135 MBcross-encoderMTEB
101
google/vggish
EmbeddingText Embedding72.0M275 MBdenseMTEB
102
DMetaSoul/Dmeta-embedding-zh-small
EmbeddingText Embedding74.0M283 MBdenseMTEB
103
openai/whisper-base
EmbeddingText Embedding74.0M277 MBdenseMTEB
104
codefuse-ai/F2LLM-v2-80M
EmbeddingText Embedding80.0M305 MBdenseMTEB
105
speechbrain/cnn14-esc50
EmbeddingText Embedding81.0M308 MBdenseMTEB
106
facebook/dinov3-vitb16-pretrain-lvd1689m
EmbeddingText Embedding86.0M327 MBdenseMTEB
107
MIT/ast-finetuned-audioset-10-10-0.4593
EmbeddingText Embedding87.0M330 MBdenseMTEB
108
facebook/dinov2-base
EmbeddingText Embedding87.0M330 MBdenseMTEB
109
nyu-visionx/moco-v3-vit-b
EmbeddingText Embedding87.0M330 MBdenseMTEB
110
facebook/data2vec-audio-base-960h
EmbeddingText Embedding93.0M355 MBdenseMTEB
111
nomic-ai/nomic-embed-vision-v1.5
EmbeddingText Embedding93.0M355 MBdenseMTEB
112
microsoft/unispeech-sat-base-100h-libri-ft
EmbeddingText Embedding94.0M359 MBdenseMTEB
113
facebook/hubert-base-ls960
EmbeddingText Embedding95.0M360 MBdenseMTEB
114
facebook/wav2vec2-base
EmbeddingText Embedding95.0M362 MBdenseMTEB
115
facebook/wav2vec2-base-960h
EmbeddingText Embedding95.0M360 MBdenseMTEB
116
microsoft/wavlm-base
EmbeddingText Embedding95.0M361 MBdenseMTEB
117
microsoft/wavlm-base-plus
EmbeddingText Embedding95.0M361 MBdenseMTEB
118
microsoft/wavlm-base-plus-sd
EmbeddingText Embedding95.0M361 MBdenseMTEB
119
microsoft/wavlm-base-plus-sv
EmbeddingText Embedding95.0M361 MBdenseMTEB
120
microsoft/wavlm-base-sd
EmbeddingText Embedding95.0M361 MBdenseMTEB
121
microsoft/wavlm-base-sv
EmbeddingText Embedding95.0M361 MBdenseMTEB
122
ibm-granite/granite-embedding-97m-multilingual-r2
EmbeddingText Embedding97.0M186 MBdenseMTEB
123
Quazim0t0/Byrne-Embed
EmbeddingText Embedding98.0M327 MBdenseMTEB
124
malenia1/ternary-weight-embedding
EmbeddingText Embedding99.0M158 MBdenseMTEB
125
thenlper/gte-base-zh
EmbeddingText Embedding102.0M195 MBdenseMTEB
126
DMetaSoul/sbert-chinese-general-v1
EmbeddingText Embedding102.0M245 MBdenseMTEB
127
minishlab/M2V_base_glove
EmbeddingText Embedding102.0M391 MBdenseMTEB
128
moka-ai/m3e-base
EmbeddingText Embedding102.0M390 MBdenseMTEB
129
sensenova/piccolo-base-zh
EmbeddingText Embedding102.0M245 MBdenseMTEB
130
shibing624/text2vec-base-chinese
EmbeddingText Embedding102.0M390 MBdenseMTEB
131
minishlab/M2V_base_glove_subword
EmbeddingText Embedding103.0M391 MBdenseMTEB
132
infgrad/stella-base-zh-v3-1792d
EmbeddingText Embedding104.0M250 MBdenseMTEB
133
ibm-granite/granite-embedding-107m-multilingual
EmbeddingText Embedding107.0M204 MBdenseMTEB
134
DeepPavlov/distilrubert-small-cased-conversational
EmbeddingText Embedding107.0M408 MBdenseMTEB
135
DeepPavlov/rubert-base-cased-sentence
EmbeddingText Embedding107.0M408 MBdenseMTEB
136
sentence-transformers/static-similarity-mrl-multilingual-v1
EmbeddingText Embedding108.0M413 MBdenseMTEB
137
Snowflake/snowflake-arctic-embed-m
EmbeddingText Embedding109.0M415 MBdenseMTEB
138
Snowflake/snowflake-arctic-embed-m-v1.5
EmbeddingText Embedding109.0M415 MBdenseMTEB
139
BAAI/bge-base-en
EmbeddingText Embedding109.0M390 MBdenseMTEB
140
BAAI/bge-base-en-v1.5
EmbeddingText Embedding109.0M390 MBdenseMTEB
141
BAAI/bge-base-zh
EmbeddingText Embedding109.0M390 MBdenseMTEB
142
BAAI/bge-base-zh-v1.5
EmbeddingText Embedding109.0M416 MBdenseMTEB
143
bisectgroup/BiCA-base
EmbeddingText Embedding109.0M418 MBdenseMTEB
144
manveertamber/cadet-embed-base-v1
EmbeddingText Embedding109.0M418 MBdenseMTEB
145
intfloat/e5-base
EmbeddingText Embedding109.0M418 MBdenseMTEB
146
intfloat/e5-base-v2
EmbeddingText Embedding109.0M418 MBdenseMTEB
147
Omartificial-Intelligence-Space/Arabic-mpnet-base-all-nli-triplet
EmbeddingText Embedding109.0M418 MBdenseMTEB
148
avsolatorio/GIST-Embedding-v0
EmbeddingText Embedding109.0M418 MBdenseMTEB
149
infgrad/stella-base-en-v2
EmbeddingText Embedding109.0M262 MBdenseMTEB
150
thenlper/gte-base
EmbeddingText Embedding109.0M209 MBdenseMTEB
151
PORTULAN/serafim-100m-portuguese-pt-sentence-encoder
EmbeddingText Embedding109.0M416 MBdenseMTEB
152
PORTULAN/serafim-100m-portuguese-pt-sentence-encoder-ir
EmbeddingText Embedding109.0M416 MBdenseMTEB
153
colbert-ir/colbertv2.0
EmbeddingText Embedding109.0M418 MBlate-interactionMTEB
154
sentence-transformers/all-mpnet-base-v2
EmbeddingText Embedding109.0M418 MBdenseMTEB
155
sentence-transformers/multi-qa-mpnet-base-dot-v1
EmbeddingText Embedding109.0M418 MBdenseMTEB
156
spartan8806/atles-champion-embedding
EmbeddingText Embedding109.0M420 MBdenseMTEB
157
jinaai/jina-embedding-b-en-v1
EmbeddingText Embedding110.0M420 MBdenseMTEB
158
sentence-transformers/gtr-t5-base
EmbeddingText Embedding110.0M209 MBdenseMTEB
159
jhgan/ko-sroberta-multitask
EmbeddingText Embedding111.0M422 MBdenseMTEB
160
cl-nagoya/ruri-base
EmbeddingText Embedding111.0M212 MBdenseMTEB
161
cl-nagoya/ruri-base-v2
EmbeddingText Embedding111.0M424 MBdenseMTEB
162
dwzhu/e5-base-4k
EmbeddingText Embedding112.0M269 MBdenseMTEB
163
VoiceNet/voiceclap-small
EmbeddingText Embedding113.0M432 MBdenseMTEB
164
intfloat/multilingual-e5-small
EmbeddingText Embedding118.0M449 MBdenseMTEB
165
m3hrdadfi/bert-zwnj-wnli-mean-tokens
EmbeddingText Embedding118.0M451 MBdenseMTEB
166
m3hrdadfi/roberta-zwnj-wnli-mean-tokens
EmbeddingText Embedding118.0M451 MBdenseMTEB
167
mteb/baseline-hybrid-dbsf-baseline-bm25s-multilingual-e5-small
EmbeddingText Embedding118.0M449 MBhybridMTEB
168
mteb/baseline-hybrid-rrf-baseline-bm25s-multilingual-e5-small
EmbeddingText Embedding118.0M449 MBhybridMTEB
169
mteb/baseline-hybrid-rsf-baseline-bm25s-multilingual-e5-small
EmbeddingText Embedding118.0M449 MBhybridMTEB
170
dragonkue/multilingual-e5-small-ko
EmbeddingText Embedding118.0M449 MBdenseMTEB
171
Lajavaness/bilingual-embedding-small
EmbeddingText Embedding118.0M449 MBdenseMTEB
172
Omartificial-Intelligence-Space/Arabic-MiniLM-L12-v2-all-nli-triplet
EmbeddingText Embedding118.0M449 MBdenseMTEB
173
sdadas/mmlw-e5-small
EmbeddingText Embedding118.0M449 MBdenseMTEB
174
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
EmbeddingText Embedding118.0M449 MBdenseMTEB
175
shibing624/text2vec-base-chinese-paraphrase
EmbeddingText Embedding118.0M450 MBdenseMTEB
176
shibing624/text2vec-base-multilingual
EmbeddingText Embedding118.0M449 MBdenseMTEB
177
PartAI/TookaBERT-Base
EmbeddingText Embedding123.0M469 MBdenseMTEB
178
PartAI/Tooka-SBERT-V2-Small
EmbeddingText Embedding123.0M496 MBdenseMTEB
179
clips/e5-base-trm-nl
EmbeddingText Embedding124.0M237 MBdenseMTEB
180
sbunlp/fabert
EmbeddingText Embedding124.0M475 MBdenseMTEB
181
KennethEnevoldsen/dfm-sentence-encoder-medium
EmbeddingText Embedding124.0M475 MBdenseMTEB
182
sdadas/mmlw-roberta-base
EmbeddingText Embedding124.0M475 MBdenseMTEB
183
deepvk/deberta-v1-base
EmbeddingText Embedding124.0M473 MBdenseMTEB
184
ibm-granite/granite-embedding-125m-english
EmbeddingText Embedding125.0M238 MBdenseMTEB
185
KBLab/sentence-bert-swedish-cased
EmbeddingText Embedding125.0M476 MBdenseMTEB
186
codesage/codesage-small-v2
EmbeddingText Embedding128.0M496 MBdenseMTEB
187
minishlab/M2V_multilingual_output
EmbeddingText Embedding128.0M489 MBdenseMTEB
188
minishlab/potion-multilingual-128M
EmbeddingText Embedding128.0M489 MBdenseMTEB
189
sergeyzh/BERTA
EmbeddingText Embedding128.0M489 MBdenseMTEB
190
cointegrated/LaBSE-en-ru
EmbeddingText Embedding129.0M492 MBdenseMTEB
191
sergeyzh/LaBSE-ru-turbo
EmbeddingText Embedding129.0M490 MBdenseMTEB
192
cl-nagoya/ruri-v3-130m
EmbeddingText Embedding132.0M504 MBdenseMTEB
193
opensearch-project/opensearch-neural-sparse-encoding-doc-v1
EmbeddingText Embedding133.0M507 MBsparseMTEB
194
Alibaba-NLP/gte-base-en-v1.5
EmbeddingText Embedding137.0M329 MBdenseMTEB
195
jinaai/jina-embeddings-v2-base-en
EmbeddingText Embedding137.0M262 MBdenseMTEB
196
Hum-Works/lodestone-base-4096-v1
EmbeddingText Embedding137.0M329 MBdenseMTEB
197
nomic-ai/nomic-embed-text-v1-ablated
EmbeddingText Embedding137.0M329 MBdenseMTEB
198
nomic-ai/nomic-embed-text-v1-unsupervised
EmbeddingText Embedding137.0M329 MBdenseMTEB
199
Alibaba-NLP/gte-modernbert-base
EmbeddingText Embedding149.0M284 MBdenseMTEB
200
ibm-granite/granite-embedding-english-r2
EmbeddingText Embedding149.0M284 MBdenseMTEB
201
BAAI/BGE-VL-base
EmbeddingText Embedding150.0M285 MBdenseMTEB
202
mixedbread-ai/mxbai-rerank-base-v1
EmbeddingText Embedding184.0M352 MBcross-encoderMTEB
203
jinaai/jina-embeddings-v5-text-nano
EmbeddingText Embedding212.0M404 MBdenseMTEB
204
sentence-transformers/sentence-t5-base
EmbeddingText Embedding223.0M209 MBdenseMTEB
205
BidirLM/BidirLM-270M-Embedding
EmbeddingText Embedding268.0M511 MBdenseMTEB
206
microsoft/harrier-oss-v1-270m
EmbeddingText Embedding268.0M512 MBdenseMTEB
207
deepvk/USER-base
EmbeddingText Embedding427.0M473 MBdenseMTEB