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Better sentiment analysis model #84

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ayush1999 opened this issue Aug 14, 2018 · 5 comments
Open

Better sentiment analysis model #84

ayush1999 opened this issue Aug 14, 2018 · 5 comments
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help wanted good for beginners

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@ayush1999
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The current sentiment analysis model isn't very good, and needs to be changed (as discussed with @aviks ). Also, following the discussion in #83 , it'd be better to warn the user before skipping works not in vocabulary.

@aviks aviks added the help wanted good for beginners label Jan 15, 2019
@aviks
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aviks commented Jan 15, 2019

Benchmarking our existing model against standard datasets would be good place to start.

@ksteimel
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Sentiment analysis is a task that can be hard to transfer across different domains. Positive movie reviews may use different terminology when compared to positive video game reviews.

Should the emphasis be on making a generalizable model or making a decent model that you can easily augment with your own data in the target domain?

@aviks
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aviks commented Mar 2, 2019

The latter, I would think. In any case, getting a good baseline+testcases would help in either case.

@ksteimel
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I have a repository where I benchmarked the current system.

The performance is very poor at 52% accuracy (only slightly above random chance).

This may be related to issue #129

@Shashi456
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@aviks In issue #129, you said the proposed change breaks the test cases, would you suggest fixing the model or writing a new one from scratch?

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