id stringlengths 9 104 | author stringlengths 3 36 | task_category stringclasses 32
values | tags listlengths 1 4.05k | created_time timestamp[ns, tz=UTC]date 2022-03-02 23:29:04 2025-03-18 02:34:30 | last_modified stringdate 2021-02-13 00:06:56 2025-03-18 09:30:19 | downloads int64 0 15.6M | likes int64 0 4.86k | README stringlengths 44 1.01M | matched_bigbio_names listlengths 1 8 |
|---|---|---|---|---|---|---|---|---|---|
WhereIsAI/UAE-Large-V1 | WhereIsAI | feature-extraction | [
"sentence-transformers",
"onnx",
"safetensors",
"openvino",
"bert",
"feature-extraction",
"mteb",
"sentence_embedding",
"feature_extraction",
"transformers",
"transformers.js",
"en",
"arxiv:2309.12871",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference"... | 2023-12-04T02:03:27Z | 2024-12-31T08:00:51+00:00 | 15,561,625 | 220 | ---
language:
- en
license: mit
tags:
- mteb
- sentence_embedding
- feature_extraction
- sentence-transformers
- transformers
- transformers.js
model-index:
- name: UAE-Large-V1
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_... | [
"BIOSSES",
"SCIFACT"
] |
patrickjohncyh/fashion-clip | patrickjohncyh | zero-shot-image-classification | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"clip",
"zero-shot-image-classification",
"vision",
"language",
"fashion",
"ecommerce",
"en",
"license:mit",
"endpoints_compatible",
"region:us"
] | 2023-02-21T19:51:47Z | 2024-09-17T15:19:43+00:00 | 4,122,169 | 211 | ---
language:
- en
library_name: transformers
license: mit
tags:
- vision
- language
- fashion
- ecommerce
widget:
- src: https://cdn-images.farfetch-contents.com/19/76/05/56/19760556_44221665_1000.jpg
candidate_labels: black shoe, red shoe, a cat
example_title: Black Shoe
---
[
type: mteb/amazon_counterfactual
config: en
... | [
"BIOSSES",
"SCIFACT"
] |
Alibaba-NLP/gte-large-en-v1.5 | Alibaba-NLP | sentence-similarity | [
"transformers",
"onnx",
"safetensors",
"new",
"feature-extraction",
"sentence-transformers",
"gte",
"mteb",
"transformers.js",
"sentence-similarity",
"custom_code",
"en",
"dataset:allenai/c4",
"arxiv:2407.19669",
"arxiv:2308.03281",
"license:apache-2.0",
"model-index",
"text-embedd... | 2024-04-20T02:54:30Z | 2024-08-09T03:32:05+00:00 | 3,819,623 | 204 | ---
datasets:
- allenai/c4
language:
- en
library_name: transformers
license: apache-2.0
tags:
- sentence-transformers
- gte
- mteb
- transformers.js
- sentence-similarity
model-index:
- name: gte-large-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassificat... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-small-en-v1.5 | BAAI | feature-extraction | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"en",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"autotrain... | 2023-09-12T05:20:55Z | 2024-02-22T03:36:23+00:00 | 3,522,362 | 297 | ---
language:
- en
license: mit
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- mteb
model-index:
- name: bge-small-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactu... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
avsolatorio/GIST-small-Embedding-v0 | avsolatorio | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence-similarity",
"en",
"arxiv:2402.16829",
"arxiv:2212.09741",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2024-02-03T06:14:01Z | 2024-02-28T00:36:01+00:00 | 3,475,309 | 25 | ---
language:
- en
library_name: sentence-transformers
license: mit
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- mteb
- sentence-similarity
- sentence-transformers
model-index:
- name: GIST-small-Embedding-v0
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfa... | [
"BIOSSES",
"SCIFACT"
] |
answerdotai/answerai-colbert-small-v1 | answerdotai | null | [
"onnx",
"safetensors",
"bert",
"ColBERT",
"RAGatouille",
"passage-retrieval",
"en",
"arxiv:2407.20750",
"license:apache-2.0",
"region:us"
] | 2024-08-12T13:02:24Z | 2024-11-18T23:45:37+00:00 | 2,961,317 | 144 | ---
language:
- en
license: apache-2.0
tags:
- ColBERT
- RAGatouille
- passage-retrieval
---
# answerai-colbert-small-v1
**answerai-colbert-small-v1** is a new, proof-of-concept model by [Answer.AI](https://answer.ai), showing the strong performance multi-vector models with the new [JaColBERTv2.5 training recipe](htt... | [
"SCIFACT"
] |
Alibaba-NLP/gte-base-en-v1.5 | Alibaba-NLP | sentence-similarity | [
"transformers",
"onnx",
"safetensors",
"new",
"feature-extraction",
"sentence-transformers",
"gte",
"mteb",
"transformers.js",
"sentence-similarity",
"custom_code",
"en",
"arxiv:2407.19669",
"arxiv:2308.03281",
"license:apache-2.0",
"model-index",
"text-embeddings-inference",
"endp... | 2024-04-20T02:53:42Z | 2024-11-15T14:10:57+00:00 | 2,607,332 | 63 | ---
language:
- en
library_name: transformers
license: apache-2.0
tags:
- sentence-transformers
- gte
- mteb
- transformers.js
- sentence-similarity
model-index:
- name: gte-base-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mte... | [
"BIOSSES",
"SCIFACT"
] |
mixedbread-ai/mxbai-embed-large-v1 | mixedbread-ai | feature-extraction | [
"sentence-transformers",
"onnx",
"safetensors",
"openvino",
"gguf",
"bert",
"feature-extraction",
"mteb",
"transformers.js",
"transformers",
"en",
"arxiv:2309.12871",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"... | 2024-03-07T15:45:34Z | 2025-03-13T04:15:03+00:00 | 2,390,539 | 639 | ---
language:
- en
library_name: sentence-transformers
license: apache-2.0
pipeline_tag: feature-extraction
tags:
- mteb
- transformers.js
- transformers
model-index:
- name: mxbai-angle-large-v1
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/multilingual-e5-small | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"de",
"el",
"en",
"eo",
"... | 2023-06-30T07:31:03Z | 2025-02-17T03:22:45+00:00 | 2,371,021 | 183 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/multilingual-e5-large | intfloat | feature-extraction | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"xlm-roberta",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"feature-extraction",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"d... | 2023-06-30T07:38:19Z | 2025-02-17T03:50:15+00:00 | 2,239,718 | 894 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-large-en-v1.5 | BAAI | feature-extraction | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"en",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"autotrain... | 2023-09-12T05:20:08Z | 2024-02-21T02:51:44+00:00 | 2,014,014 | 495 | ---
language:
- en
license: mit
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- mteb
model-index:
- name: bge-large-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactu... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
intfloat/e5-large-v2 | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"en",
"arxiv:2212.03533",
"arxiv:2104.08663",
"arxiv:2210.07316",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
... | 2023-05-19T07:23:33Z | 2025-02-17T03:26:51+00:00 | 1,896,878 | 241 | ---
language:
- en
license: mit
tags:
- mteb
- Sentence Transformers
- sentence-similarity
- sentence-transformers
model-index:
- name: e5-large-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: e... | [
"BIOSSES",
"SCIFACT"
] |
opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill | opensearch-project | fill-mask | [
"transformers",
"pytorch",
"safetensors",
"distilbert",
"fill-mask",
"learned sparse",
"opensearch",
"retrieval",
"passage-retrieval",
"document-expansion",
"bag-of-words",
"en",
"arxiv:2411.04403",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2024-07-17T07:51:35Z | 2025-02-24T05:01:33+00:00 | 1,872,096 | 7 | ---
language: en
license: apache-2.0
tags:
- learned sparse
- opensearch
- transformers
- retrieval
- passage-retrieval
- document-expansion
- bag-of-words
---
# opensearch-neural-sparse-encoding-doc-v2-distill
## Select the model
The model should be selected considering search relevance, model inference and retrieva... | [
"SCIFACT"
] |
jinaai/jina-embeddings-v3 | jinaai | feature-extraction | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"feature-extraction",
"sentence-similarity",
"mteb",
"sentence-transformers",
"custom_code",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"de",
"el",
"en",
"... | 2024-09-05T11:56:46Z | 2025-02-24T07:06:37+00:00 | 1,734,211 | 828 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
jinaai/jina-clip-v1 | jinaai | feature-extraction | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"jina_clip",
"feature-extraction",
"sentence-similarity",
"mteb",
"clip",
"vision",
"transformers.js",
"custom_code",
"en",
"arxiv:2405.20204",
"license:apache-2.0",
"region:eu"
] | 2024-05-21T13:52:49Z | 2025-01-06T16:22:30+00:00 | 1,729,560 | 239 | ---
language: en
library_name: transformers
license: apache-2.0
tags:
- feature-extraction
- sentence-similarity
- mteb
- clip
- vision
- transformers.js
inference: false
---
<br><br>
<p align="center">
<img src="https://huggingface.co/datasets/jinaai/documentation-images/resolve/main/logo.webp" alt="Jina AI: Your Se... | [
"SCIFACT"
] |
BAAI/bge-base-en-v1.5 | BAAI | feature-extraction | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"en",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"autotrain... | 2023-09-11T15:04:22Z | 2024-02-21T03:00:19+00:00 | 1,663,008 | 285 | ---
language:
- en
license: mit
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- mteb
model-index:
- name: bge-base-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactua... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
apple/OpenELM-1_1B-Instruct | apple | text-generation | [
"transformers",
"safetensors",
"openelm",
"text-generation",
"custom_code",
"arxiv:2404.14619",
"license:apple-amlr",
"autotrain_compatible",
"region:us"
] | 2024-04-12T21:52:12Z | 2025-02-28T18:31:24+00:00 | 1,520,427 | 60 | ---
license: apple-amlr
license_name: apple-sample-code-license
license_link: LICENSE
---
# OpenELM
*Sachin Mehta, Mohammad Hossein Sekhavat, Qingqing Cao, Maxwell Horton, Yanzi Jin, Chenfan Sun, Iman Mirzadeh, Mahyar Najibi, Dmitry Belenko, Peter Zatloukal, Mohammad Rastegari*
We introduce **OpenELM**, a family of ... | [
"SCIQ"
] |
Alibaba-NLP/gte-multilingual-base | Alibaba-NLP | sentence-similarity | [
"sentence-transformers",
"safetensors",
"new",
"feature-extraction",
"mteb",
"transformers",
"multilingual",
"sentence-similarity",
"custom_code",
"af",
"ar",
"az",
"be",
"bg",
"bn",
"ca",
"ceb",
"cs",
"cy",
"da",
"de",
"el",
"en",
"es",
"et",
"eu",
"fa",
"fi",
... | 2024-07-20T08:37:28Z | 2025-03-17T05:40:01+00:00 | 1,376,850 | 212 | ---
language:
- af
- ar
- az
- be
- bg
- bn
- ca
- ceb
- cs
- cy
- da
- de
- el
- en
- es
- et
- eu
- fa
- fi
- fr
- gl
- gu
- he
- hi
- hr
- ht
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ky
- lo
- lt
- lv
- mk
- ml
- mn
- mr
- ms
- my
- ne
- nl
- 'no'
- pa
- pl
- pt
- qu
- ro
- ru
- si
- sk
- sl
- s... | [
"BIOSSES",
"SCIFACT"
] |
nomic-ai/nomic-embed-text-v1 | nomic-ai | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"nomic_bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"transformers",
"transformers.js",
"custom_code",
"en",
"arxiv:2402.01613",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embeddings-infe... | 2024-01-31T20:26:50Z | 2024-09-26T14:42:37+00:00 | 1,037,781 | 498 | ---
language:
- en
library_name: sentence-transformers
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- sentence-similarity
- mteb
- transformers
- transformers.js
new_version: nomic-ai/nomic-embed-text-v1.5
model-index:
- name: epoch_0_model
results:
- task:
type: Classifica... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-reranker-v2-m3 | BAAI | text-classification | [
"sentence-transformers",
"safetensors",
"xlm-roberta",
"text-classification",
"transformers",
"text-embeddings-inference",
"multilingual",
"arxiv:2312.15503",
"arxiv:2402.03216",
"license:apache-2.0",
"region:us"
] | 2024-03-15T13:32:18Z | 2024-06-24T14:08:45+00:00 | 1,007,185 | 564 | ---
language:
- multilingual
license: apache-2.0
pipeline_tag: text-classification
tags:
- transformers
- sentence-transformers
- text-embeddings-inference
---
# Reranker
**More details please refer to our Github: [FlagEmbedding](https://github.com/FlagOpen/FlagEmbedding/tree/master).**
- [Model List](#model-list)
-... | [
"BEAR"
] |
nomic-ai/nomic-embed-text-v1.5 | nomic-ai | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"nomic_bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"transformers",
"transformers.js",
"custom_code",
"en",
"arxiv:2205.13147",
"arxiv:2402.01613",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embedd... | 2024-02-10T06:32:35Z | 2025-01-16T22:29:18+00:00 | 986,761 | 577 | ---
language:
- en
library_name: sentence-transformers
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- sentence-similarity
- mteb
- transformers
- transformers.js
model-index:
- name: epoch_0_model
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCou... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-reranker-base | BAAI | text-classification | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"xlm-roberta",
"mteb",
"text-embeddings-inference",
"text-classification",
"en",
"zh",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"regio... | 2023-09-11T12:30:04Z | 2024-06-24T14:10:03+00:00 | 979,604 | 176 | ---
language:
- en
- zh
library_name: sentence-transformers
license: mit
pipeline_tag: text-classification
tags:
- mteb
- text-embeddings-inference
model-index:
- name: bge-reranker-base
results:
- task:
type: Reranking
dataset:
name: MTEB CMedQAv1
type: C-MTEB/CMedQAv1-reranking
config:... | [
"BEAR"
] |
BAAI/bge-reranker-large | BAAI | feature-extraction | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"xlm-roberta",
"text-classification",
"mteb",
"feature-extraction",
"en",
"zh",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"autotrain_compatible"... | 2023-09-12T07:39:18Z | 2024-05-11T13:39:02+00:00 | 917,242 | 383 | ---
language:
- en
- zh
license: mit
pipeline_tag: feature-extraction
tags:
- mteb
model-index:
- name: bge-reranker-base
results:
- task:
type: Reranking
dataset:
name: MTEB CMedQAv1
type: C-MTEB/CMedQAv1-reranking
config: default
split: test
revision: None
metrics:
... | [
"BEAR"
] |
microsoft/Phi-3-mini-4k-instruct | microsoft | text-generation | [
"transformers",
"safetensors",
"phi3",
"text-generation",
"nlp",
"code",
"conversational",
"custom_code",
"en",
"fr",
"license:mit",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | 2024-04-22T16:18:17Z | 2024-09-20T18:09:38+00:00 | 903,680 | 1,154 | ---
language:
- en
- fr
license: mit
license_link: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct/resolve/main/LICENSE
pipeline_tag: text-generation
tags:
- nlp
- code
inference:
parameters:
temperature: 0
widget:
- messages:
- role: user
content: Can you provide ways to eat combinations of bananas... | [
"MEDQA"
] |
Xenova/bge-base-en-v1.5 | Xenova | feature-extraction | [
"transformers.js",
"onnx",
"bert",
"feature-extraction",
"base_model:BAAI/bge-base-en-v1.5",
"base_model:quantized:BAAI/bge-base-en-v1.5",
"license:mit",
"region:us"
] | 2023-09-13T15:48:03Z | 2024-12-02T23:46:44+00:00 | 890,755 | 7 | ---
base_model: BAAI/bge-base-en-v1.5
library_name: transformers.js
license: mit
---
https://huggingface.co/BAAI/bge-base-en-v1.5 with ONNX weights to be compatible with Transformers.js.
## Usage (Transformers.js)
If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.... | [
"BEAR"
] |
jinaai/jina-embeddings-v2-small-en | jinaai | feature-extraction | [
"sentence-transformers",
"pytorch",
"coreml",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"custom_code",
"en",
"dataset:jinaai/negation-dataset",
"arxiv:2108.12409",
"arxiv:2310.19923",
"license:apache-2.0",
"model-index",
"autotrain_compatible... | 2023-09-27T20:17:27Z | 2025-01-06T16:26:03+00:00 | 842,417 | 133 | ---
datasets:
- jinaai/negation-dataset
language: en
license: apache-2.0
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
inference: false
model-index:
- name: jina-embedding-s-en-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassifi... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/multilingual-e5-large-instruct | intfloat | feature-extraction | [
"sentence-transformers",
"onnx",
"safetensors",
"xlm-roberta",
"feature-extraction",
"mteb",
"transformers",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"de",
"el",
"en",
"eo",
"es",
"et",
"eu",
"fa",
... | 2024-02-08T12:59:32Z | 2025-02-17T04:16:16+00:00 | 812,767 | 382 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/multilingual-e5-base | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"xlm-roberta",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"de",
"el",
"en",
"e... | 2023-05-19T10:26:40Z | 2025-02-17T03:23:43+00:00 | 578,159 | 263 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
avsolatorio/GIST-Embedding-v0 | avsolatorio | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence-similarity",
"en",
"arxiv:2402.16829",
"arxiv:2212.09741",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2024-01-31T16:41:20Z | 2024-02-28T00:31:27+00:00 | 548,257 | 25 | ---
language:
- en
library_name: sentence-transformers
license: mit
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- mteb
- sentence-similarity
- sentence-transformers
model-index:
- name: GIST-Embedding-v0
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualC... | [
"BIOSSES",
"SCIFACT"
] |
Alibaba-NLP/gte-Qwen2-1.5B-instruct | Alibaba-NLP | sentence-similarity | [
"sentence-transformers",
"safetensors",
"qwen2",
"text-generation",
"mteb",
"transformers",
"Qwen2",
"sentence-similarity",
"custom_code",
"arxiv:2308.03281",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-generation-inference",
"text-embeddings-inference",
"endpoin... | 2024-06-29T08:02:40Z | 2025-01-11T07:09:40+00:00 | 533,442 | 190 | ---
license: apache-2.0
tags:
- mteb
- sentence-transformers
- transformers
- Qwen2
- sentence-similarity
model-index:
- name: gte-qwen2-7B-instruct
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: ... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-large-en | BAAI | feature-extraction | [
"transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence-transfomres",
"en",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-08-02T07:11:51Z | 2023-10-12T03:35:38+00:00 | 516,687 | 206 | ---
language:
- en
license: mit
tags:
- mteb
- sentence-transfomres
- transformers
model-index:
- name: bge-large-en
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
split: test
revis... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
thenlper/gte-large | thenlper | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"sentence-similarity",
"Sentence Transformers",
"en",
"arxiv:2308.03281",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-07-27T09:55:39Z | 2024-11-15T14:10:31+00:00 | 460,453 | 272 | ---
language:
- en
license: mit
tags:
- mteb
- sentence-similarity
- sentence-transformers
- Sentence Transformers
model-index:
- name: gte-large
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
... | [
"BIOSSES",
"SCIFACT"
] |
thenlper/gte-base | thenlper | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"sentence-similarity",
"Sentence Transformers",
"en",
"arxiv:2308.03281",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-07-27T03:21:20Z | 2024-11-16T08:09:34+00:00 | 424,333 | 113 | ---
language:
- en
license: mit
tags:
- mteb
- sentence-similarity
- sentence-transformers
- Sentence Transformers
model-index:
- name: gte-base
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
... | [
"BIOSSES",
"SCIFACT"
] |
BAAI/bge-small-en | BAAI | feature-extraction | [
"transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence transformers",
"en",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-08-05T08:04:07Z | 2023-12-13T03:53:21+00:00 | 419,855 | 74 | ---
language:
- en
license: mit
tags:
- mteb
- sentence transformers
model-index:
- name: bge-small-en
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
split: test
revision: e8379541a... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
Snowflake/snowflake-arctic-embed-m | Snowflake | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"arctic",
"snowflake-arctic-embed",
"transformers.js",
"arxiv:2407.18887",
"arxiv:2405.05374",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embeddings-infe... | 2024-04-11T11:07:56Z | 2024-12-13T20:51:22+00:00 | 418,779 | 153 | ---
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- arctic
- snowflake-arctic-embed
- transformers.js
new_version: Snowflake/snowflake-arctic-embed-m-v2.0
model-index:
- name: snowflake-arctic-embed-m
results:
- task:
type... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/e5-base-v2 | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"en",
"arxiv:2212.03533",
"arxiv:2104.08663",
"arxiv:2210.07316",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
... | 2023-05-19T07:21:14Z | 2025-02-17T03:25:40+00:00 | 396,638 | 110 | ---
language:
- en
license: mit
tags:
- mteb
- Sentence Transformers
- sentence-similarity
- sentence-transformers
model-index:
- name: e5-base-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en... | [
"BIOSSES",
"SCIFACT"
] |
minishlab/potion-base-8M | minishlab | null | [
"model2vec",
"onnx",
"safetensors",
"embeddings",
"static-embeddings",
"mteb",
"sentence-transformers",
"license:mit",
"model-index",
"region:us"
] | 2024-10-29T09:35:47Z | 2025-01-21T17:53:06+00:00 | 325,384 | 50 | ---
library_name: model2vec
license: mit
tags:
- embeddings
- static-embeddings
- mteb
- sentence-transformers
model-index:
- name: potion-base-8M
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en-ext)
type: mteb/amazon_counterfactual
config... | [
"BIOSSES",
"SCIFACT"
] |
NovaSearch/stella_en_400M_v5 | NovaSearch | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"new",
"feature-extraction",
"mteb",
"transformers",
"sentence-similarity",
"custom_code",
"arxiv:2412.19048",
"arxiv:2205.13147",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible... | 2024-07-12T15:52:33Z | 2025-03-05T13:57:29+00:00 | 315,187 | 192 | ---
license: mit
tags:
- mteb
- sentence-transformers
- transformers
- sentence-similarity
model-index:
- name: stella_en_400M_v5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
split: tes... | [
"BIOSSES",
"SCIFACT"
] |
intfloat/e5-base | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"en",
"arxiv:2212.03533",
"arxiv:2104.08663",
"arxiv:2210.07316",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible"... | 2022-12-26T05:58:05Z | 2023-08-07T04:59:19+00:00 | 294,150 | 20 | ---
language:
- en
license: mit
tags:
- mteb
- Sentence Transformers
- sentence-similarity
- sentence-transformers
model-index:
- name: e5-base
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
... | [
"BIOSSES",
"SCIFACT"
] |
Snowflake/snowflake-arctic-embed-xs | Snowflake | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"arctic",
"snowflake-arctic-embed",
"transformers.js",
"arxiv:2407.18887",
"arxiv:2405.05374",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_com... | 2024-04-12T13:54:17Z | 2024-12-13T20:54:05+00:00 | 270,601 | 35 | ---
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- arctic
- snowflake-arctic-embed
- transformers.js
model-index:
- name: snowflake-snowflake-arctic-embed-xs
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfa... | [
"BIOSSES",
"SCIFACT"
] |
jukofyork/creative-writing-control-vectors-v3.0 | jukofyork | null | [
"gguf",
"control-vector",
"creative-writing",
"license:apache-2.0",
"region:us"
] | 2024-08-28T10:16:32Z | 2025-03-17T09:40:52+00:00 | 256,033 | 30 | ---
license: apache-2.0
tags:
- control-vector
- creative-writing
---

This repo contains pre-generated control vectors in [GGUF](https://github.com/ggerganov/ggml/blob/master/docs/gguf.md) format for... | [
"CRAFT"
] |
nvidia/NV-Embed-v2 | nvidia | feature-extraction | [
"transformers",
"safetensors",
"nvembed",
"feature-extraction",
"mteb",
"sentence-transformers",
"custom_code",
"en",
"arxiv:2405.17428",
"arxiv:2407.15831",
"license:cc-by-nc-4.0",
"model-index",
"region:us"
] | 2024-08-29T13:00:32Z | 2025-02-23T18:17:44+00:00 | 231,116 | 397 | ---
language:
- en
library_name: transformers
license: cc-by-nc-4.0
tags:
- mteb
- sentence-transformers
model-index:
- name: NV-Embed-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
sp... | [
"BIOSSES",
"SCIFACT"
] |
microsoft/Phi-4-mini-instruct | microsoft | text-generation | [
"transformers",
"safetensors",
"phi3",
"text-generation",
"nlp",
"code",
"conversational",
"custom_code",
"multilingual",
"ar",
"zh",
"cs",
"da",
"nl",
"en",
"fi",
"fr",
"de",
"he",
"hu",
"it",
"ja",
"ko",
"no",
"pl",
"pt",
"ru",
"es",
"sv",
"th",
"tr",
... | 2025-02-19T01:00:58Z | 2025-03-10T22:22:22+00:00 | 228,671 | 368 | ---
language:
- multilingual
- ar
- zh
- cs
- da
- nl
- en
- fi
- fr
- de
- he
- hu
- it
- ja
- ko
- 'no'
- pl
- pt
- ru
- es
- sv
- th
- tr
- uk
library_name: transformers
license: mit
license_link: https://huggingface.co/microsoft/Phi-4-mini-instruct/resolve/main/LICENSE
pipeline_tag: text-generation
tags:
- nlp
- co... | [
"MEDQA"
] |
jinaai/jina-embeddings-v2-base-en | jinaai | feature-extraction | [
"sentence-transformers",
"pytorch",
"coreml",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"custom_code",
"en",
"dataset:allenai/c4",
"arxiv:2108.12409",
"arxiv:2310.19923",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-em... | 2023-09-27T17:04:00Z | 2025-01-06T16:24:38+00:00 | 227,825 | 716 | ---
datasets:
- allenai/c4
language: en
license: apache-2.0
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
inference: false
model-index:
- name: jina-embedding-b-en-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
... | [
"BIOSSES",
"SCIFACT"
] |
EleutherAI/gpt-neo-1.3B | EleutherAI | text-generation | [
"transformers",
"pytorch",
"jax",
"rust",
"safetensors",
"gpt_neo",
"text-generation",
"text generation",
"causal-lm",
"en",
"dataset:EleutherAI/pile",
"arxiv:2101.00027",
"license:mit",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04Z | 2024-01-31T20:30:21+00:00 | 221,024 | 291 | ---
datasets:
- EleutherAI/pile
language:
- en
license: mit
tags:
- text generation
- pytorch
- causal-lm
---
# GPT-Neo 1.3B
## Model Description
GPT-Neo 1.3B is a transformer model designed using EleutherAI's replication of the GPT-3 architecture. GPT-Neo refers to the class of models, while 1.3B represents the num... | [
"PUBMEDQA"
] |
BAAI/bge-large-zh-v1.5 | BAAI | feature-extraction | [
"sentence-transformers",
"pytorch",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"zh",
"arxiv:2401.03462",
"arxiv:2312.15503",
"arxiv:2311.13534",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"autotrain_compatible",
"text-embeddings-inference",
"endpoi... | 2023-09-12T05:22:11Z | 2024-04-02T14:00:04+00:00 | 210,152 | 490 | ---
language:
- zh
license: mit
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
<h1 align="center">FlagEmbedding</h1>
<h4 align="center">
<p>
<a href=#model-list>Model List</a> |
<a href=#frequently-asked-questions>FAQ</a> |
<a href=#usage>Usa... | [
"BEAR"
] |
intfloat/e5-small-v2 | intfloat | sentence-similarity | [
"sentence-transformers",
"pytorch",
"tf",
"onnx",
"safetensors",
"openvino",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"en",
"arxiv:2212.03533",
"arxiv:2104.08663",
"arxiv:2210.07316",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-infe... | 2023-05-19T06:45:35Z | 2025-02-17T03:24:44+00:00 | 209,296 | 85 | ---
language:
- en
license: mit
tags:
- mteb
- Sentence Transformers
- sentence-similarity
- sentence-transformers
model-index:
- name: e5-small-v2
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: e... | [
"BIOSSES",
"SCIFACT"
] |
hkunlp/instructor-large | hkunlp | sentence-similarity | [
"sentence-transformers",
"pytorch",
"t5",
"text-embedding",
"embeddings",
"information-retrieval",
"beir",
"text-classification",
"language-model",
"text-clustering",
"text-semantic-similarity",
"text-evaluation",
"prompt-retrieval",
"text-reranking",
"feature-extraction",
"sentence-si... | 2022-12-20T05:31:06Z | 2023-04-21T06:04:33+00:00 | 200,795 | 506 | ---
language: en
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- text-embedding
- embeddings
- information-retrieval
- beir
- text-classification
- language-model
- text-clustering
- text-semantic-similarity
- text-evaluation
- prompt-retrieval
- text-reranking
- sentence-transformers
- feature-extraction... | [
"BIOSSES",
"SCIFACT"
] |
EleutherAI/pythia-70m-deduped | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/the_pile_deduplicated",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endp... | 2023-02-13T16:01:41Z | 2023-07-09T16:07:33+00:00 | 191,714 | 25 | ---
datasets:
- EleutherAI/the_pile_deduplicated
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models... | [
"SCIQ"
] |
intfloat/e5-mistral-7b-instruct | intfloat | feature-extraction | [
"sentence-transformers",
"pytorch",
"safetensors",
"mistral",
"feature-extraction",
"mteb",
"transformers",
"en",
"arxiv:2401.00368",
"arxiv:2104.08663",
"arxiv:2210.07316",
"license:mit",
"model-index",
"autotrain_compatible",
"text-generation-inference",
"text-embeddings-inference",
... | 2023-12-20T10:17:02Z | 2024-04-23T08:03:51+00:00 | 183,947 | 502 | ---
language:
- en
license: mit
tags:
- mteb
- sentence-transformers
- transformers
model-index:
- name: e5-mistral-7b-instruct
results:
- task:
type: STS
dataset:
name: MTEB AFQMC
type: C-MTEB/AFQMC
config: default
split: validation
revision: None
metrics:
- type: co... | [
"BIOSSES",
"SCIFACT"
] |
NovaSearch/stella_en_1.5B_v5 | NovaSearch | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"qwen2",
"text-generation",
"mteb",
"transformers",
"sentence-similarity",
"custom_code",
"arxiv:2412.19048",
"arxiv:2205.13147",
"license:mit",
"model-index",
"autotrain_compatible",
"text-generation-inference",
"text-embedd... | 2024-07-12T15:52:09Z | 2025-03-05T13:58:41+00:00 | 179,630 | 234 | ---
license: mit
tags:
- mteb
- sentence-transformers
- transformers
- sentence-similarity
model-index:
- name: stella_en_1.5B_v5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
split: tes... | [
"BIOSSES",
"SCIFACT"
] |
microsoft/BiomedParse | microsoft | null | [
"dataset:microsoft/BiomedParseData",
"license:cc-by-nc-sa-4.0",
"region:us"
] | 2024-11-04T21:32:56Z | 2024-12-20T20:15:52+00:00 | 178,879 | 68 | ---
datasets:
- microsoft/BiomedParseData
license: cc-by-nc-sa-4.0
---
This is the official model checkpoint repo for "A foundation model for joint segmentation, detection and recognition of biomedical objects across nine modalities".
[[`Code`](https://github.com/microsoft/BiomedParse)] [[`Paper`](https://aka.ms/biom... | [
"BEAR"
] |
LongSafari/evo-1-8k-crispr | LongSafari | text-generation | [
"transformers",
"safetensors",
"stripedhyena",
"text-generation",
"long context",
"deep signal processing",
"hybrid",
"biology",
"genomics",
"custom_code",
"arxiv:2302.10866",
"arxiv:2203.14343",
"arxiv:2310.18780",
"arxiv:2206.11893",
"arxiv:2303.06349",
"arxiv:2102.02611",
"arxiv:2... | 2024-06-20T04:13:38Z | 2024-06-20T06:12:51+00:00 | 176,498 | 2 | ---
license: apache-2.0
tags:
- stripedhyena
- long context
- deep signal processing
- hybrid
- biology
- genomics
---
## Evo-1 (CRISPR-Cas)
<p align="center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/62a1306bbe7fa896d2c8de44/JoEHcvLTUlHoMcgh3mmAz.png" width="70%" />
</p>
... | [
"CAS"
] |
BAAI/bge-multilingual-gemma2 | BAAI | feature-extraction | [
"sentence-transformers",
"safetensors",
"gemma2",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"arxiv:2402.03216",
"arxiv:2309.07597",
"license:gemma",
"model-index",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | 2024-07-25T16:55:46Z | 2024-07-31T08:07:09+00:00 | 167,139 | 174 | ---
license: gemma
tags:
- feature-extraction
- sentence-similarity
- sentence-transformers
- transformers
- mteb
model-index:
- name: bge-multilingual-gemma2
results:
- task:
type: Retrieval
dataset:
name: MTEB NFCorpus
type: mteb/nfcorpus
config: default
split: test
revisio... | [
"BIOSSES",
"SCIFACT"
] |
avsolatorio/NoInstruct-small-Embedding-v0 | avsolatorio | sentence-similarity | [
"sentence-transformers",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence-similarity",
"transformers",
"en",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2024-05-01T16:21:05Z | 2024-05-04T02:11:03+00:00 | 163,145 | 22 | ---
language:
- en
library_name: sentence-transformers
license: mit
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- mteb
- sentence-similarity
- sentence-transformers
- transformers
model-index:
- name: NoInstruct-small-Embedding-v0
results:
- task:
type: Classification
dataset:
name:... | [
"BIOSSES",
"SCIFACT"
] |
Snowflake/snowflake-arctic-embed-m-v2.0 | Snowflake | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"gte",
"feature-extraction",
"sentence-similarity",
"mteb",
"arctic",
"snowflake-arctic-embed",
"transformers.js",
"custom_code",
"af",
"ar",
"az",
"be",
"bg",
"bn",
"ca",
"ceb",
"cs",
"cy",
"da",
"de",
"el",
"en",
"es... | 2024-11-08T16:52:25Z | 2024-12-14T00:20:05+00:00 | 161,691 | 63 | ---
language:
- af
- ar
- az
- be
- bg
- bn
- ca
- ceb
- cs
- cy
- da
- de
- el
- en
- es
- et
- eu
- fa
- fi
- fr
- gl
- gu
- he
- hi
- hr
- ht
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ky
- lo
- lt
- lv
- mk
- ml
- mn
- mr
- ms
- my
- ne
- nl
- pa
- pl
- pt
- qu
- ro
- ru
- si
- sk
- sl
- so
- sq
... | [
"BIOSSES",
"SCIFACT"
] |
cointegrated/rubert-base-cased-nli-threeway | cointegrated | zero-shot-classification | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"text-classification",
"rubert",
"russian",
"nli",
"rte",
"zero-shot-classification",
"ru",
"dataset:cointegrated/nli-rus-translated-v2021",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:05Z | 2024-04-05T09:31:57+00:00 | 159,831 | 33 | ---
datasets:
- cointegrated/nli-rus-translated-v2021
language: ru
pipeline_tag: zero-shot-classification
tags:
- rubert
- russian
- nli
- rte
- zero-shot-classification
widget:
- text: Я хочу поехать в Австралию
candidate_labels: спорт,путешествия,музыка,кино,книги,наука,политика
hypothesis_template: Тема текста -... | [
"SCITAIL"
] |
Alibaba-NLP/gte-reranker-modernbert-base | Alibaba-NLP | sentence-similarity | [
"transformers",
"onnx",
"safetensors",
"modernbert",
"text-classification",
"sentence-transformers",
"transformers.js",
"sentence-similarity",
"en",
"arxiv:2308.03281",
"base_model:answerdotai/ModernBERT-base",
"base_model:finetune:answerdotai/ModernBERT-base",
"license:apache-2.0",
"autot... | 2025-01-20T05:46:18Z | 2025-01-24T12:31:47+00:00 | 148,999 | 46 | ---
base_model:
- answerdotai/ModernBERT-base
language:
- en
library_name: transformers
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- transformers.js
base_model_relation: finetune
---
# gte-reranker-modernbert-base
We are excited to introduce the `gte-modernbert` series of mode... | [
"SCIFACT"
] |
microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract | microsoft | fill-mask | [
"transformers",
"pytorch",
"jax",
"bert",
"fill-mask",
"exbert",
"en",
"arxiv:2007.15779",
"license:mit",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:05Z | 2023-11-06T18:04:15+00:00 | 134,643 | 72 | ---
language: en
license: mit
tags:
- exbert
widget:
- text: '[MASK] is a tyrosine kinase inhibitor.'
---
## MSR BiomedBERT (abstracts only)
<div style="border: 2px solid orange; border-radius:10px; padding:0px 10px; width: fit-content;">
* This model was previously named **"PubMedBERT (abstracts)"**.
* You can eith... | [
"BLURB"
] |
Alibaba-NLP/gte-modernbert-base | Alibaba-NLP | sentence-similarity | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"modernbert",
"feature-extraction",
"sentence-transformers",
"mteb",
"embedding",
"transformers.js",
"sentence-similarity",
"en",
"arxiv:2308.03281",
"base_model:answerdotai/ModernBERT-base",
"base_model:finetune:answerdotai/ModernBERT-ba... | 2025-01-20T03:03:48Z | 2025-01-24T12:31:23+00:00 | 134,607 | 119 | ---
base_model:
- answerdotai/ModernBERT-base
language:
- en
library_name: transformers
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- mteb
- embedding
- transformers.js
base_model_relation: finetune
---
# gte-modernbert-base
We are excited to introduce the `gte-modernbert` seri... | [
"SCIFACT"
] |
EleutherAI/pythia-160m | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/pile",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible"... | 2023-02-08T19:25:46Z | 2023-07-09T15:52:09+00:00 | 134,206 | 30 | ---
datasets:
- EleutherAI/pile
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models of sizes
70M, 1... | [
"SCIQ"
] |
nomic-ai/modernbert-embed-base | nomic-ai | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"modernbert",
"feature-extraction",
"sentence-similarity",
"mteb",
"transformers.js",
"en",
"arxiv:2402.01613",
"base_model:answerdotai/ModernBERT-base",
"base_model:finetune:answerdotai/ModernBERT-base",
"license:apache-2.0",
"model-index",
... | 2024-12-29T23:51:30Z | 2025-01-24T15:31:46+00:00 | 132,008 | 199 | ---
base_model:
- answerdotai/ModernBERT-base
- nomic-ai/modernbert-embed-unsupervised
language:
- en
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- transformers.js
base_model_relation: finetune
model-index:
- name: binarize_False
... | [
"BIOSSES",
"SCIFACT"
] |
facebook/mms-1b-all | facebook | automatic-speech-recognition | [
"transformers",
"pytorch",
"safetensors",
"wav2vec2",
"automatic-speech-recognition",
"mms",
"ab",
"af",
"ak",
"am",
"ar",
"as",
"av",
"ay",
"az",
"ba",
"bm",
"be",
"bn",
"bi",
"bo",
"sh",
"br",
"bg",
"ca",
"cs",
"ce",
"cv",
"ku",
"cy",
"da",
"de",
"dv... | 2023-05-27T11:43:21Z | 2023-06-15T10:45:44+00:00 | 130,893 | 131 | ---
datasets:
- google/fleurs
language:
- ab
- af
- ak
- am
- ar
- as
- av
- ay
- az
- ba
- bm
- be
- bn
- bi
- bo
- sh
- br
- bg
- ca
- cs
- ce
- cv
- ku
- cy
- da
- de
- dv
- dz
- el
- en
- eo
- et
- eu
- ee
- fo
- fa
- fj
- fi
- fr
- fy
- ff
- ga
- gl
- gn
- gu
- zh
- ht
- ha
- he
- hi
- sh
- hu
- hy
- ig
- ia
- ms
... | [
"CAS"
] |
microsoft/Phi-3-mini-128k-instruct | microsoft | text-generation | [
"transformers",
"safetensors",
"phi3",
"text-generation",
"nlp",
"code",
"conversational",
"custom_code",
"en",
"license:mit",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible",
"region:us"
] | 2024-04-22T16:26:23Z | 2025-03-02T22:28:37+00:00 | 128,236 | 1,637 | ---
language:
- en
license: mit
license_link: https://huggingface.co/microsoft/Phi-3-mini-128k-instruct/resolve/main/LICENSE
pipeline_tag: text-generation
tags:
- nlp
- code
widget:
- messages:
- role: user
content: Can you provide ways to eat combinations of bananas and dragonfruits?
---
🎉**Phi-4**: [[multimoda... | [
"MEDQA"
] |
neuralmagic/bge-large-en-v1.5-quant | neuralmagic | feature-extraction | [
"transformers",
"onnx",
"bert",
"feature-extraction",
"sparse",
"sparsity",
"quantized",
"embeddings",
"int8",
"mteb",
"deepsparse",
"en",
"license:mit",
"model-index",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-10-03T15:50:50Z | 2023-11-13T17:05:07+00:00 | 126,932 | 21 | ---
language:
- en
license: mit
tags:
- sparse
- sparsity
- quantized
- onnx
- embeddings
- int8
- mteb
- deepsparse
model-index:
- name: bge-large-en-v1.5-quant
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
... | [
"BIOSSES"
] |
shibing624/text2vec-base-multilingual | shibing624 | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"text2vec",
"mteb",
"zh",
"en",
"de",
"fr",
"it",
"nl",
"pt",
"pl",
"ru",
"dataset:shibing624/nli-zh-all",
"license:apache-2.0",
"model-index",
... | 2023-06-22T06:28:12Z | 2024-07-31T09:01:11+00:00 | 125,023 | 53 | ---
datasets:
- shibing624/nli-zh-all
language:
- zh
- en
- de
- fr
- it
- nl
- pt
- pl
- ru
library_name: sentence-transformers
license: apache-2.0
metrics:
- spearmanr
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- text2vec
- mteb
model-inde... | [
"BIOSSES"
] |
microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext | microsoft | fill-mask | [
"transformers",
"pytorch",
"jax",
"bert",
"fill-mask",
"exbert",
"en",
"arxiv:2007.15779",
"license:mit",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:05Z | 2023-11-06T18:03:43+00:00 | 124,839 | 227 | ---
language: en
license: mit
tags:
- exbert
widget:
- text: '[MASK] is a tumor suppressor gene.'
---
## MSR BiomedBERT (abstracts + full text)
<div style="border: 2px solid orange; border-radius:10px; padding:0px 10px; width: fit-content;">
* This model was previously named **"PubMedBERT (abstracts + full text)"**.... | [
"BLURB"
] |
BAAI/bge-base-zh-v1.5 | BAAI | feature-extraction | [
"sentence-transformers",
"pytorch",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"zh",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-09-12T05:21:53Z | 2023-10-12T03:35:51+00:00 | 122,857 | 78 | ---
language:
- zh
license: mit
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
---
<h1 align="center">FlagEmbedding</h1>
<h4 align="center">
<p>
<a href=#model-list>Model List</a> |
<a href=#frequently-asked-questions>FAQ</a> |
<a href=#usage>Usa... | [
"BEAR"
] |
ali-vilab/In-Context-LoRA | ali-vilab | text-to-image | [
"diffusers",
"text-to-image",
"lora",
"template:diffusion-lora",
"arxiv:2410.23775",
"arxiv:2410.15027",
"base_model:black-forest-labs/FLUX.1-dev",
"base_model:adapter:black-forest-labs/FLUX.1-dev",
"license:mit",
"region:us"
] | 2024-11-07T05:47:16Z | 2024-12-17T06:13:20+00:00 | 116,222 | 569 | ---
base_model: black-forest-labs/FLUX.1-dev
license: mit
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
---
📢 [[Project Page](https://ali-vilab.github.io/In-Context-LoRA-Page/)] [[Github Repo](https://github.com/ali-vilab/In-Context-LoRA)] [[Paper](https://arxiv.org/abs/2410.23775)]
# 🔥 Latest Ne... | [
"BEAR",
"CRAFT"
] |
avsolatorio/GIST-large-Embedding-v0 | avsolatorio | sentence-similarity | [
"sentence-transformers",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"sentence-similarity",
"en",
"arxiv:2402.16829",
"arxiv:2212.09741",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2024-02-14T18:26:25Z | 2024-02-28T00:34:23+00:00 | 112,672 | 14 | ---
language:
- en
library_name: sentence-transformers
license: mit
pipeline_tag: sentence-similarity
tags:
- feature-extraction
- mteb
- sentence-similarity
- sentence-transformers
model-index:
- name: GIST-large-Embedding-v0
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfa... | [
"BIOSSES",
"SCIFACT"
] |
Alibaba-NLP/gte-Qwen2-7B-instruct | Alibaba-NLP | sentence-similarity | [
"sentence-transformers",
"safetensors",
"qwen2",
"text-generation",
"mteb",
"transformers",
"Qwen2",
"sentence-similarity",
"custom_code",
"arxiv:2308.03281",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-generation-inference",
"text-embeddings-inference",
"endpoin... | 2024-06-15T11:24:21Z | 2025-01-11T08:10:51+00:00 | 110,385 | 348 | ---
license: apache-2.0
tags:
- mteb
- sentence-transformers
- transformers
- Qwen2
- sentence-similarity
model-index:
- name: gte-qwen2-7B-instruct
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: ... | [
"BIOSSES",
"SCIFACT"
] |
TaylorAI/bge-micro-v2 | TaylorAI | sentence-similarity | [
"sentence-transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"license:mit",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-10-11T05:55:09Z | 2024-06-06T22:44:08+00:00 | 105,079 | 46 | ---
license: mit
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- mteb
model-index:
- name: bge_micro
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_c... | [
"BIOSSES",
"SCIFACT"
] |
DavidAU/Llama-3.2-8X3B-MOE-Dark-Champion-Instruct-uncensored-abliterated-18.4B-GGUF | DavidAU | text-generation | [
"gguf",
"mixture of experts",
"moe",
"8x3B",
"Llama 3.2 MOE",
"128k context",
"creative",
"creative writing",
"fiction writing",
"plot generation",
"sub-plot generation",
"story generation",
"scene continue",
"storytelling",
"fiction story",
"science fiction",
"romance",
"all genre... | 2024-12-10T13:12:37Z | 2025-02-12T04:15:50+00:00 | 103,070 | 159 | ---
language:
- en
license: apache-2.0
pipeline_tag: text-generation
tags:
- mixture of experts
- moe
- 8x3B
- Llama 3.2 MOE
- 128k context
- creative
- creative writing
- fiction writing
- plot generation
- sub-plot generation
- story generation
- scene continue
- storytelling
- fiction story
- science fiction
- roman... | [
"BEAR"
] |
pszemraj/long-t5-tglobal-base-sci-simplify | pszemraj | summarization | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"longt5",
"text2text-generation",
"lay summaries",
"paper summaries",
"biology",
"medical",
"summarization",
"en",
"dataset:pszemraj/scientific_lay_summarisation-plos-norm",
"base_model:google/long-t5-tglobal-base",
"base_model:quantized:... | 2023-04-06T23:40:30Z | 2023-09-23T20:42:40+00:00 | 98,677 | 10 | ---
base_model: google/long-t5-tglobal-base
datasets:
- pszemraj/scientific_lay_summarisation-plos-norm
language:
- en
library_name: transformers
license: apache-2.0
pipeline_tag: summarization
tags:
- lay summaries
- paper summaries
- biology
- medical
widget:
- text: large earthquakes along a given fault segment do n... | [
"BEAR"
] |
allenai/OLMo-1B-0724-hf | allenai | text-generation | [
"transformers",
"safetensors",
"olmo",
"text-generation",
"en",
"dataset:allenai/dolma",
"arxiv:2402.00838",
"license:apache-2.0",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2024-06-15T00:16:05Z | 2024-08-05T20:14:39+00:00 | 98,484 | 19 | ---
datasets:
- allenai/dolma
language:
- en
license: apache-2.0
---
<img src="https://allenai.org/olmo/olmo-7b-animation.gif" alt="OLMo Logo" width="800" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
# Model Card for OLMo 1B July 2024
OLMo 1B July 2024 is the latest version of the original [OLMo... | [
"SCIQ"
] |
FremyCompany/BioLORD-2023-C | FremyCompany | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"mpnet",
"feature-extraction",
"sentence-similarity",
"medical",
"biology",
"en",
"dataset:FremyCompany/BioLORD-Dataset",
"dataset:FremyCompany/AGCT-Dataset",
"arxiv:2311.16075",
"license:other",
"autotrain_compatible",
"endpoints_compat... | 2024-02-12T18:54:09Z | 2025-01-09T19:25:52+00:00 | 96,636 | 3 | ---
datasets:
- FremyCompany/BioLORD-Dataset
- FremyCompany/AGCT-Dataset
language: en
license: other
license_name: ihtsdo-and-nlm-licences
license_link: https://www.nlm.nih.gov/databases/umls.html
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- medical
- biol... | [
"EHR-REL"
] |
BAAI/bge-base-en | BAAI | feature-extraction | [
"transformers",
"pytorch",
"onnx",
"safetensors",
"bert",
"feature-extraction",
"mteb",
"en",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"model-index",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-08-05T08:03:50Z | 2024-04-17T13:00:18+00:00 | 94,739 | 57 | ---
language:
- en
license: mit
tags:
- mteb
model-index:
- name: bge-base-en
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mteb/amazon_counterfactual
config: en
split: test
revision: e8379541af4e31359cca9fbcf4b00f2671... | [
"BEAR",
"BIOSSES",
"SCIFACT"
] |
evo-design/evo-1.5-8k-base | evo-design | null | [
"pytorch",
"safetensors",
"stripedhyena",
"long context",
"deep signal processing",
"hybrid",
"biology",
"genomics",
"custom_code",
"license:apache-2.0",
"region:us"
] | 2024-12-07T04:31:48Z | 2024-12-10T02:20:56+00:00 | 94,459 | 1 | ---
license: apache-2.0
tags:
- stripedhyena
- long context
- deep signal processing
- hybrid
- biology
- genomics
---
## Evo 1.5
<p align="center">
<img src="https://cdn-uploads.huggingface.co/production/uploads/62a1306bbe7fa896d2c8de44/JoEHcvLTUlHoMcgh3mmAz.png" width="70%" />
</p>
### About
... | [
"CAS"
] |
ibm-granite/granite-embedding-30m-english | ibm-granite | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"roberta",
"feature-extraction",
"language",
"granite",
"embeddings",
"mteb",
"transformers",
"sentence-similarity",
"en",
"arxiv:0000.00000",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
... | 2024-12-04T20:28:47Z | 2025-03-04T15:10:29+00:00 | 90,310 | 9 | ---
language:
- en
library_name: sentence-transformers
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- language
- granite
- embeddings
- mteb
- transformers
model-index:
- name: ibm-granite/granite-embedding-30m-english
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCo... | [
"BIOSSES",
"SCIFACT"
] |
tasksource/deberta-small-long-nli | tasksource | zero-shot-classification | [
"transformers",
"pytorch",
"safetensors",
"deberta-v2",
"text-classification",
"deberta-v3-small",
"deberta-v3",
"deberta",
"nli",
"natural-language-inference",
"multitask",
"multi-task",
"pipeline",
"extreme-multi-task",
"extreme-mtl",
"tasksource",
"zero-shot",
"rlhf",
"zero-sh... | 2024-01-31T12:02:12Z | 2024-08-28T15:06:37+00:00 | 89,304 | 42 | ---
base_model: microsoft/deberta-v3-small
datasets:
- nyu-mll/glue
- aps/super_glue
- facebook/anli
- tasksource/babi_nli
- sick
- snli
- scitail
- hans
- alisawuffles/WANLI
- tasksource/recast
- sileod/probability_words_nli
- joey234/nan-nli
- pietrolesci/nli_fever
- pietrolesci/breaking_nli
- pietrolesci/conj_nli
- ... | [
"HEAD-QA",
"MEDQA",
"SCICITE",
"SCIFACT",
"SCIQ",
"SCITAIL"
] |
EleutherAI/gpt-neo-2.7B | EleutherAI | text-generation | [
"transformers",
"pytorch",
"jax",
"rust",
"safetensors",
"gpt_neo",
"text-generation",
"text generation",
"causal-lm",
"en",
"dataset:EleutherAI/pile",
"arxiv:2101.00027",
"license:mit",
"autotrain_compatible",
"endpoints_compatible",
"region:us"
] | 2022-03-02T23:29:04Z | 2023-07-09T15:52:52+00:00 | 87,905 | 478 | ---
datasets:
- EleutherAI/pile
language:
- en
license: mit
tags:
- text generation
- pytorch
- causal-lm
---
# GPT-Neo 2.7B
## Model Description
GPT-Neo 2.7B is a transformer model designed using EleutherAI's replication of the GPT-3 architecture. GPT-Neo refers to the class of models, while 2.7B represents the num... | [
"PUBMEDQA"
] |
abhinand/MedEmbed-large-v0.1 | abhinand | null | [
"sentence-transformers",
"safetensors",
"bert",
"medembed",
"medical-embedding",
"clinical-embedding",
"information-retrieval",
"en",
"dataset:MedicalQARetrieval",
"dataset:NFCorpus",
"dataset:PublicHealthQA",
"dataset:TRECCOVID",
"dataset:ArguAna",
"base_model:BAAI/bge-large-en-v1.5",
"... | 2024-10-20T11:43:03Z | 2024-10-21T06:49:18+00:00 | 85,805 | 18 | ---
base_model:
- BAAI/bge-large-en-v1.5
datasets:
- MedicalQARetrieval
- NFCorpus
- PublicHealthQA
- TRECCOVID
- ArguAna
language: en
license: apache-2.0
metrics:
- nDCG
- MAP
- Recall
- Precision
- MRR
tags:
- medembed
- medical-embedding
- clinical-embedding
- information-retrieval
- sentence-transformers
---
# Med... | [
"MEDICAL DATA"
] |
EleutherAI/pythia-70m | EleutherAI | null | [
"gpt-neox",
"pytorch",
"safetensors",
"gpt_neox",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/pile",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"region:us"
] | 2023-02-13T14:54:51Z | 2023-11-21T19:04:09+00:00 | 85,506 | 64 | ---
datasets:
- EleutherAI/pile
language:
- en
library_name: gpt-neox
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight ... | [
"SCIQ"
] |
EleutherAI/pythia-1.4b | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/the_pile",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compati... | 2023-02-09T14:08:20Z | 2023-07-09T16:01:57+00:00 | 83,953 | 23 | ---
datasets:
- EleutherAI/the_pile
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models of sizes
70... | [
"SCIQ"
] |
Snowflake/snowflake-arctic-embed-l-v2.0 | Snowflake | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"xlm-roberta",
"feature-extraction",
"sentence-similarity",
"mteb",
"arctic",
"snowflake-arctic-embed",
"transformers.js",
"af",
"ar",
"az",
"be",
"bg",
"bn",
"ca",
"ceb",
"cs",
"cy",
"da",
"de",
"el",
"en",
"es",
"et"... | 2024-11-08T16:55:31Z | 2024-12-14T00:18:38+00:00 | 78,528 | 132 | ---
language:
- af
- ar
- az
- be
- bg
- bn
- ca
- ceb
- cs
- cy
- da
- de
- el
- en
- es
- et
- eu
- fa
- fi
- fr
- gl
- gu
- he
- hi
- hr
- ht
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ky
- lo
- lt
- lv
- mk
- ml
- mn
- mr
- ms
- my
- ne
- nl
- pa
- pl
- pt
- qu
- ro
- ru
- si
- sk
- sl
- so
- sq
... | [
"BIOSSES",
"SCIFACT"
] |
minishlab/M2V_base_output | minishlab | null | [
"model2vec",
"onnx",
"safetensors",
"embeddings",
"static-embeddings",
"mteb",
"sentence-transformers",
"en",
"base_model:BAAI/bge-base-en-v1.5",
"base_model:quantized:BAAI/bge-base-en-v1.5",
"license:mit",
"model-index",
"region:us"
] | 2024-09-19T18:03:34Z | 2025-01-21T19:16:22+00:00 | 76,963 | 10 | ---
base_model:
- BAAI/bge-base-en-v1.5
language:
- en
library_name: model2vec
license: mit
tags:
- embeddings
- static-embeddings
- mteb
- sentence-transformers
model-index:
- name: M2V_base_output
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en-ext)... | [
"BIOSSES",
"SCIFACT"
] |
openbmb/MiniCPM-V-2_6 | openbmb | image-text-to-text | [
"transformers",
"safetensors",
"minicpmv",
"feature-extraction",
"minicpm-v",
"vision",
"ocr",
"multi-image",
"video",
"custom_code",
"image-text-to-text",
"conversational",
"multilingual",
"dataset:openbmb/RLAIF-V-Dataset",
"arxiv:2408.01800",
"region:us"
] | 2024-08-04T06:24:29Z | 2025-01-15T10:21:13+00:00 | 73,195 | 956 | ---
datasets:
- openbmb/RLAIF-V-Dataset
language:
- multilingual
library_name: transformers
pipeline_tag: image-text-to-text
tags:
- minicpm-v
- vision
- ocr
- multi-image
- video
- custom_code
---
<h1>A GPT-4V Level MLLM for Single Image, Multi Image and Video on Your Phone</h1>
[GitHub](https://github.com/OpenBMB/M... | [
"MEDAL"
] |
BAAI/bge-small-zh-v1.5 | BAAI | feature-extraction | [
"transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"zh",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-09-12T05:22:29Z | 2023-10-12T03:35:59+00:00 | 72,966 | 53 | ---
language:
- zh
license: mit
---
<h1 align="center">FlagEmbedding</h1>
<h4 align="center">
<p>
<a href=#model-list>Model List</a> |
<a href=#frequently-asked-questions>FAQ</a> |
<a href=#usage>Usage</a> |
<a href="#evaluation">Evaluation</a> |
<a href="#train">Train<... | [
"BEAR"
] |
deepvk/USER-bge-m3 | deepvk | sentence-similarity | [
"sentence-transformers",
"safetensors",
"xlm-roberta",
"sentence-similarity",
"feature-extraction",
"ru",
"dataset:deepvk/ru-HNP",
"dataset:deepvk/ru-WANLI",
"dataset:Shitao/bge-m3-data",
"dataset:RussianNLP/russian_super_glue",
"dataset:reciTAL/mlsum",
"dataset:Milana/russian_keywords",
"da... | 2024-07-05T16:48:46Z | 2024-07-18T12:12:51+00:00 | 72,709 | 55 | ---
datasets:
- deepvk/ru-HNP
- deepvk/ru-WANLI
- Shitao/bge-m3-data
- RussianNLP/russian_super_glue
- reciTAL/mlsum
- Milana/russian_keywords
- IlyaGusev/gazeta
- d0rj/gsm8k-ru
- bragovo/dsum_ru
- CarlBrendt/Summ_Dialog_News
language:
- ru
library_name: sentence-transformers
license: apache-2.0
pipeline_tag: sentence-... | [
"MEDNLI"
] |
sdadas/mmlw-roberta-base | sdadas | sentence-similarity | [
"sentence-transformers",
"pytorch",
"safetensors",
"roberta",
"feature-extraction",
"sentence-similarity",
"transformers",
"mteb",
"pl",
"arxiv:2402.13350",
"license:apache-2.0",
"model-index",
"autotrain_compatible",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-11-17T19:04:53Z | 2024-10-24T13:05:51+00:00 | 72,641 | 3 | ---
language: pl
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- transformers
- mteb
widget:
- source_sentence: 'zapytanie: Jak dożyć 100 lat?'
sentences:
- Trzeba zdrowo się odżywiać i uprawiać sport.
- Trzeba pić alkohol, imprezowa... | [
"SCIFACT"
] |
BAAI/llm-embedder | BAAI | feature-extraction | [
"transformers",
"pytorch",
"safetensors",
"bert",
"feature-extraction",
"arxiv:2310.07554",
"arxiv:2309.07597",
"license:mit",
"text-embeddings-inference",
"endpoints_compatible",
"region:us"
] | 2023-10-09T09:46:10Z | 2023-11-14T10:11:55+00:00 | 68,786 | 118 | ---
license: mit
---
<h1 align="center">FlagEmbedding</h1>
<h4 align="center">
<p>
<a href=#model-list>Model List</a> |
<a href=#frequently-asked-questions>FAQ</a> |
<a href=#usage>Usage</a> |
<a href="#evaluation">Evaluation</a> |
<a href="#train">Train</a> |
<... | [
"BEAR"
] |
beademiguelperez/sentence-transformers-multilingual-e5-small | beademiguelperez | sentence-similarity | [
"sentence-transformers",
"safetensors",
"bert",
"mteb",
"Sentence Transformers",
"sentence-similarity",
"multilingual",
"af",
"am",
"ar",
"as",
"az",
"be",
"bg",
"bn",
"br",
"bs",
"ca",
"cs",
"cy",
"da",
"de",
"el",
"en",
"eo",
"es",
"et",
"eu",
"fa",
"fi",
... | 2024-03-25T14:48:23Z | 2024-03-25T14:56:59+00:00 | 68,126 | 0 | ---
language:
- multilingual
- af
- am
- ar
- as
- az
- be
- bg
- bn
- br
- bs
- ca
- cs
- cy
- da
- de
- el
- en
- eo
- es
- et
- eu
- fa
- fi
- fr
- fy
- ga
- gd
- gl
- gu
- ha
- he
- hi
- hr
- hu
- hy
- id
- is
- it
- ja
- jv
- ka
- kk
- km
- kn
- ko
- ku
- ky
- la
- lo
- lt
- lv
- mg
- mk
- ml
- mn
- mr
- ms
- my
-... | [
"BIOSSES",
"SCIFACT"
] |
Alibaba-NLP/gme-Qwen2-VL-2B-Instruct | Alibaba-NLP | sentence-similarity | [
"sentence-transformers",
"safetensors",
"qwen2_vl",
"image-text-to-text",
"mteb",
"transformers",
"Qwen2-VL",
"sentence-similarity",
"vidore",
"en",
"zh",
"arxiv:2412.16855",
"base_model:Qwen/Qwen2-VL-2B-Instruct",
"base_model:finetune:Qwen/Qwen2-VL-2B-Instruct",
"license:apache-2.0",
... | 2024-12-21T03:45:36Z | 2025-01-21T11:54:11+00:00 | 65,883 | 47 | ---
base_model:
- Qwen/Qwen2-VL-2B-Instruct
language:
- en
- zh
license: apache-2.0
tags:
- mteb
- sentence-transformers
- transformers
- Qwen2-VL
- sentence-similarity
- vidore
model-index:
- name: external
results:
- task:
type: STS
dataset:
name: MTEB AFQMC
type: C-MTEB/AFQMC
config: ... | [
"BIOSSES",
"SCIFACT"
] |
EleutherAI/pythia-1b | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:the_pile",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible",
"re... | 2023-03-10T21:42:46Z | 2023-07-09T16:05:58+00:00 | 64,849 | 37 | ---
datasets:
- the_pile
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models of sizes
70M, 160M, 41... | [
"SCIQ"
] |
Snowflake/snowflake-arctic-embed-m-v1.5 | Snowflake | sentence-similarity | [
"sentence-transformers",
"onnx",
"safetensors",
"gguf",
"bert",
"feature-extraction",
"sentence-similarity",
"mteb",
"arctic",
"snowflake-arctic-embed",
"transformers.js",
"arxiv:2412.04506",
"arxiv:2407.18887",
"arxiv:2405.05374",
"arxiv:2205.13147",
"license:apache-2.0",
"model-ind... | 2024-07-03T18:46:29Z | 2024-12-13T22:45:35+00:00 | 63,055 | 57 | ---
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- arctic
- snowflake-arctic-embed
- transformers.js
model-index:
- name: snowflake-arctic-embed-m-v1.5
results:
- task:
type: Retrieval
dataset:
name: MTEB ArguAn... | [
"BIOSSES",
"SCIFACT"
] |
OrcaDB/gte-base-en-v1.5 | OrcaDB | sentence-similarity | [
"transformers",
"safetensors",
"new",
"feature-extraction",
"sentence-transformers",
"gte",
"mteb",
"transformers.js",
"sentence-similarity",
"custom_code",
"en",
"arxiv:2407.19669",
"arxiv:2308.03281",
"license:apache-2.0",
"model-index",
"text-embeddings-inference",
"endpoints_comp... | 2024-11-08T19:45:52Z | 2024-11-08T22:34:51+00:00 | 62,202 | 0 | ---
language:
- en
library_name: transformers
license: apache-2.0
tags:
- sentence-transformers
- gte
- mteb
- transformers.js
- sentence-similarity
model-index:
- name: gte-base-en-v1.5
results:
- task:
type: Classification
dataset:
name: MTEB AmazonCounterfactualClassification (en)
type: mte... | [
"BIOSSES",
"SCIFACT"
] |
EleutherAI/pythia-160m-deduped | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/the_pile_deduplicated",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endp... | 2023-02-08T21:50:19Z | 2023-07-09T16:04:57+00:00 | 61,847 | 3 | ---
datasets:
- EleutherAI/the_pile_deduplicated
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models... | [
"SCIQ"
] |
microsoft/maira-2 | microsoft | text-generation | [
"transformers",
"safetensors",
"maira2",
"text-generation",
"conversational",
"custom_code",
"arxiv:2406.04449",
"arxiv:1910.09700",
"license:other",
"autotrain_compatible",
"region:us"
] | 2024-07-29T15:24:21Z | 2025-02-19T10:33:01+00:00 | 61,451 | 49 | ---
library_name: transformers
license: other
license_name: msrla
license_link: https://huggingface.co/microsoft/maira-2/blob/main/LICENSE
extra_gated_prompt: 'Please confirm that you have read and agree to the following
disclaimer.
The model(s) and/or software described in this repository are provided for researc... | [
"BEAR"
] |
EleutherAI/pythia-6.9b | EleutherAI | text-generation | [
"transformers",
"pytorch",
"safetensors",
"gpt_neox",
"text-generation",
"causal-lm",
"pythia",
"en",
"dataset:EleutherAI/pile",
"arxiv:2304.01373",
"arxiv:2101.00027",
"arxiv:2201.07311",
"license:apache-2.0",
"autotrain_compatible",
"text-generation-inference",
"endpoints_compatible"... | 2023-02-14T04:18:48Z | 2025-03-10T18:30:39+00:00 | 60,726 | 50 | ---
datasets:
- EleutherAI/pile
language:
- en
license: apache-2.0
tags:
- pytorch
- causal-lm
- pythia
---
The *Pythia Scaling Suite* is a collection of models developed to facilitate
interpretability research [(see paper)](https://arxiv.org/pdf/2304.01373.pdf).
It contains two sets of eight models of sizes
70M, 1... | [
"SCIQ"
] |
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