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Small Model Hub

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

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