Text Ranking
Transformers
PyTorch
ONNX
Safetensors
Transformers.js
sentence-transformers
multilingual
text-classification
reranker
cross-encoder
custom_code
🇪🇺 Region: EU
Instructions to use jinaai/jina-reranker-v2-base-multilingual with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jinaai/jina-reranker-v2-base-multilingual with Transformers:
# Load model directly from transformers import AutoModelForSequenceClassification model = AutoModelForSequenceClassification.from_pretrained("jinaai/jina-reranker-v2-base-multilingual", trust_remote_code=True, device_map="auto") - Transformers.js
How to use jinaai/jina-reranker-v2-base-multilingual with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-ranking', 'jinaai/jina-reranker-v2-base-multilingual'); - sentence-transformers
How to use jinaai/jina-reranker-v2-base-multilingual with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("jinaai/jina-reranker-v2-base-multilingual", trust_remote_code=True) query = "Which planet is known as the Red Planet?" passages = [ "Venus is often called Earth's twin because of its similar size and proximity.", "Mars, known for its reddish appearance, is often referred to as the Red Planet.", "Jupiter, the largest planet in our solar system, has a prominent red spot.", "Saturn, famous for its rings, is sometimes mistaken for the Red Planet." ] scores = model.predict([(query, passage) for passage in passages]) print(scores) - Notebooks
- Google Colab
- Kaggle
Update Transformers.js usage (update import v2 -> v3)
#42 opened 6 months ago
by
Xenova
jinaai/jina-reranker-v2-base-multilingual Online API Failed
#41 opened 9 months ago
by
TFQiaJia
add AIBOM
#38 opened about 1 year ago
by
sabato-nocera
Maximuim input tokens: 1024 or 8k ?!
👍 2
#37 opened over 1 year ago
by
Amir313
How to reproduce jina-reranker-v2-base-multilinguale's evaluation results on BEIR or MLDR dataset?
👍 1
#36 opened over 1 year ago
by
Nicola007
position embedding 1026 while sequence length allowed 1024?
#34 opened over 1 year ago
by
wahaha1987
Finetuning possible?
#33 opened over 1 year ago
by
Florianoli
ONNX conversion code
#32 opened over 1 year ago
by
kovcharenko51
Request: DOI
#31 opened almost 2 years ago
by
Neohosseinism
how to create ONNX version of a modified pytorch version of this reranker?
#30 opened almost 2 years ago
by
tiendung
js example cannot be abnormal
#29 opened almost 2 years ago
by
Johnlyon
Supported languages
👍 1
1
#28 opened almost 2 years ago
by
cahya
Long Context Size Chunk
#27 opened almost 2 years ago
by
CVHvn
HugginFace text-embeddings-inference (TEI) support
3
#26 opened almost 2 years ago
by
leversberg
Jina rerank api response time suddenly very slow, and on instances not responding at all
#25 opened about 2 years ago
by
arabikar
vocab.txt missing with jina reranker file
➕ 2
1
#23 opened about 2 years ago
by
Anshu
How's the performance when query is english and docs are mainly in Japanese?
#22 opened about 2 years ago
by
shengluo
OSError: Consistency check failed: file should be of size 561622266 but has size 13542 ((…)ST4gkP16HvQ__&Key-Pair-Id=K34327DB1ZDDBL)
#21 opened about 2 years ago
by
lww929343413
"_amp_foreach_non_finite_check_and_unscale_cuda" not implemented for 'BFloat16'
1
#19 opened about 2 years ago
by
zyzz0625
data did not match any variant of untagged enum PyPreTokenizerTypeWrapper at line 69 column 3
🚀 3
3
#17 opened about 2 years ago
by
sigridjineth
Running inference code on README.md has an error
1
#15 opened about 2 years ago
by
sigridjineth
How to use sigmoid() to filter irrelevant documents out
2
#11 opened about 2 years ago
by
shaunxu