Extracting Neutral sentiment from Hugginface model
Hi, I am using Hugging-face pipeline for the sentiment analysis task, which gives me Positive/Negative sentiment along with a confidence score. In my case, I need three outputs (Positive/Neutral/Negative). The problem is that hugging-face is giving me high confidence score even with neutral sentences (such as : 'He have she has')? Any suggestions? 

    from transformers import pipeline
    model = pipeline(task = 'sentiment-analysis')
    sentence = 'some text to evaluate'
    predicted = model(sentence)
    print(predicted)

Here are some output samples:

    ----------------------------------------------
    sentence = 'I love you'
    predicted = model(sentence)
    predicted
    [{'label': 'POSITIVE', 'score': 0.9998656511306763}]
    ----------------------------------------------
    sentence = 'I hate you'
    predicted = model(sentence)
    predicted
    [{'label': 'NEGATIVE', 'score': 0.9991129040718079}]
    ----------------------------------------------
    sentence = 'I have she had'
    predicted = model(sentence)
    predicted
    [{'label': 'POSITIVE', 'score': 0.9821817874908447}]
    ----------------------------------------------
    sentence = 'I go to work'
    predicted = model(sentence)
    predicted
    [{'label': 'POSITIVE', 'score': 0.9457777738571167}]
    ----------------------------------------------
    sentence = 'This movie was actually neither that funny, nor super witty.'
    predicted = model(sentence)
    predicted
    [{'label': 'NEGATIVE', 'score': 0.9997298121452332}]


Hello @banyous! The pipeline can be configured to use any model on the hub that works with this task. If the current model isn't working well for you, I invite you to take a look at the different models on the model hub and select one that fits your use-case: https://huggingface.co/models<|||||>Thanks @LysandreJik <|||||>This issue has been automatically marked as stale because it has not had recent activity. If you think this still needs to be addressed please comment on this thread.

Please note that issues that do not follow the [contributing guidelines](https://github.com/huggingface/transformers/blob/master/CONTRIBUTING.md) are likely to be ignored.