Sponsored by freebeat AI
Toolify Toolify logo
AI Models
NuSentiment

numind / NuSentiment

Run on huggingface.co
huggingface.co
Total runs: 22
24-hour runs: 0
7-day runs: 0
30-day runs: -3
Model's Last Updated: September 06 2023
feature-extraction

Introduction of NuSentiment

Model Details of NuSentiment

Model

The base version of e5-v2 finetunned on an annotated subset of C4 . This model provides generic embedding for sentiment analysis. Embeddings can be used out of the box or fine-tuned on specific datasets.

Blog post: https://www.numind.ai/blog/creating-task-specific-foundation-models-with-gpt-4

Usage

Below is an example to encode text and get embedding. 

import torch
from transformers import AutoTokenizer, AutoModel


model = AutoModel.from_pretrained("Numind/e5-base-sentiment_analysis")
tokenizer = AutoTokenizer.from_pretrained("Numind/e5-base-sentiment_analysis")
device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu')
model.to(device)

size = 256
text = "This movie is amazing"

encoding = tokenizer(
    text,
    truncation=True, 
    padding='max_length', 
    max_length= size,
)

emb = model(
      torch.reshape(torch.tensor(encoding.input_ids),(1,len(encoding.input_ids))).to(device),output_hidden_states=True
).hidden_states[-1].cpu().detach()

embText = torch.mean(emb,axis = 1)

Runs of numind NuSentiment on huggingface.co

22
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-3
30-day runs

More Information About NuSentiment huggingface.co Model

More NuSentiment license Visit here:

https://choosealicense.com/licenses/mit

NuSentiment huggingface.co

NuSentiment huggingface.co is an AI model on huggingface.co that provides NuSentiment's model effect (), which can be used instantly with this numind NuSentiment model. huggingface.co supports a free trial of the NuSentiment model, and also provides paid use of the NuSentiment. Support call NuSentiment model through api, including Node.js, Python, http.

NuSentiment huggingface.co Url

https://huggingface.co/numind/NuSentiment

numind NuSentiment online free

NuSentiment huggingface.co is an online trial and call api platform, which integrates NuSentiment's modeling effects, including api services, and provides a free online trial of NuSentiment, you can try NuSentiment online for free by clicking the link below.

numind NuSentiment online free url in huggingface.co:

https://huggingface.co/numind/NuSentiment

NuSentiment install

NuSentiment is an open source model from GitHub that offers a free installation service, and any user can find NuSentiment on GitHub to install. At the same time, huggingface.co provides the effect of NuSentiment install, users can directly use NuSentiment installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

NuSentiment install url in huggingface.co:

https://huggingface.co/numind/NuSentiment

Url of NuSentiment

NuSentiment huggingface.co Url

Provider of NuSentiment huggingface.co

numind
ORGANIZATIONS
huggingface.co

Other API from numind

 huggingface.co
numind/NuExtract-v1.5

Total runs: 108.5K
Run Growth: 0
Growth Rate: 0.00%
Updated:November 06 2024
huggingface.co
numind/NuExtract-tiny

Total runs: 17.2K
Run Growth: -465
Growth Rate: -2.71%
Updated:October 17 2024
huggingface.co
numind/NuNER_Zero

Total runs: 14.7K
Run Growth: 1.6K
Growth Rate: 10.83%
Updated:February 26 2025
huggingface.co
numind/NuExtract-1.5

Total runs: 7.1K
Run Growth: -79.0K
Growth Rate: -1108.25%
Updated:July 17 2025
huggingface.co
numind/NuNER-v0.1

Total runs: 7.1K
Run Growth: 1.2K
Growth Rate: 16.59%
Updated:April 30 2024
huggingface.co
numind/NuNER-v2.0

Total runs: 6.6K
Run Growth: 503
Growth Rate: 7.66%
Updated:May 07 2024
huggingface.co
numind/NuExtract

Total runs: 1.4K
Run Growth: 997
Growth Rate: 71.16%
Updated:October 17 2024
huggingface.co
numind/NuNER_Zero-4k

Total runs: 83
Run Growth: 62
Growth Rate: 74.70%
Updated:February 03 2025
huggingface.co
numind/NuNER-v1.0

Total runs: 11
Run Growth: 2
Growth Rate: 18.18%
Updated:April 30 2024
huggingface.co
numind/NuTopic

Total runs: 4
Run Growth: 1
Growth Rate: 25.00%
Updated:August 17 2023
huggingface.co
numind/NuToxicity

Total runs: 1
Run Growth: -1
Growth Rate: -100.00%
Updated:August 17 2023
huggingface.co
numind/VLM-4b

Total runs: 0
Run Growth: 0
Growth Rate: 0.00%
Updated:August 23 2024