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autonlp-sentiment_detection-1781580
severo/autonlp-sentiment_detection-1781580
autonlp-sentiment_detection-1781580 is a text classification model from severo. Use it when you need a label for a piece of text. It is set up for transformers.
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Model card
From the Hugging Face model README
Model Trained Using AutoNLP
debug - I want to update this model
- Problem type: Binary Classification
- Model ID: 1781580
Validation Metrics
- Loss: 0.16026505827903748
- Accuracy: 0.9426
- Precision: 0.9305057745917961
- Recall: 0.95406288280931
- AUC: 0.9861051024994563
- F1: 0.9421370967741935
Usage
You can use cURL to access this model:
$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/severo/autonlp-sentiment_detection-1781580
Or Python API:
from transformers import AutoModelForSequenceClassification, AutoTokenizer
model = AutoModelForSequenceClassification.from_pretrained("severo/autonlp-sentiment_detection-1781580", use_auth_token=True)
tokenizer = AutoTokenizer.from_pretrained("severo/autonlp-sentiment_detection-1781580", use_auth_token=True)
inputs = tokenizer("I love AutoNLP", return_tensors="pt")
outputs = model(**inputs)
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- Languages
- en
- Created
- Mar 2, 2022
- Updated
- Jul 4, 2023