Detailed Sentiment Score in Stanford CoreNLP

3
votes

On the StanfordCore NLP website there is the following demo:http://nlp.stanford.edu:8080/sentiment/rntnDemo.html

The demo gives a sentence a detailed sentiment score from 0 to 4.

I understand how to get a "positive" or "negative" assessment using command line, similar to this: Screenshot from corenlp.run showing a positive sentiment analysis

I have seen this question already, but I am interested how the analysis shown in the attached screenshot is created. Getting sentiment analysis result using stanford core nlp java code

Is there a way in Stanford CoreNLP to return a score (i.e. 0-4) for a given sentence so show its degree of positivity or negativity?

Thanks!

1
javastanford-nlpsentiment-analysis

1 Answers

6
votes

There are multiple ways to get that kind of info.

Also I should note that the there is a direct mapping:

"Very negative" = 0 "Negative" = 1 "Neutral" = 2 "Positive" = 3 "Very positive" = 4

Here is a sample command:

java -Xmx8g edu.stanford.nlp.pipeline.StanfordCoreNLP -annotators tokenize,ssplit,pos,lemma,ner,parse,sentiment -file example-1.txt -outputFormat json

In the file example-1.txt.json you'll see a lot of sentiment related fields for the sentence, including sentimentValue.

There is more info about this at this GitHub issue:

https://github.com/stanfordnlp/CoreNLP/issues/465