Text Ranking
Transformers
ONNX
Safetensors
sentence-transformers
Transformers.js
English
modernbert
text-classification
text-embeddings-inference
Instructions to use Alibaba-NLP/gte-reranker-modernbert-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Alibaba-NLP/gte-reranker-modernbert-base with Transformers:
# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("Alibaba-NLP/gte-reranker-modernbert-base") model = AutoModelForSequenceClassification.from_pretrained("Alibaba-NLP/gte-reranker-modernbert-base") - sentence-transformers
How to use Alibaba-NLP/gte-reranker-modernbert-base with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("Alibaba-NLP/gte-reranker-modernbert-base") 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) - Transformers.js
How to use Alibaba-NLP/gte-reranker-modernbert-base with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-ranking', 'Alibaba-NLP/gte-reranker-modernbert-base'); - Notebooks
- Google Colab
- Kaggle
Will support flex attention in the future?
#13 opened about 1 year ago
by
xsank
ONNX Example
#12 opened about 1 year ago
by
TamThai
Suspicious files - False positive ?
#11 opened over 1 year ago
by
lrsbrgrn
Slower inference compared to non modernbert model
#10 opened over 1 year ago
by
hveigz
Small error in the sentence transformer example
#9 opened over 1 year ago
by
fbilhaut
How it compares to jinaai/jina-reranker-v2-base-multilingual?
#6 opened over 1 year ago
by
djstrong
Loss function
1
#1 opened over 1 year ago
by
ccdv