kumar-shridhar / Know-Your-Intent

State of the Art results in Intent Classification using Sematic Hashing for three datasets: AskUbuntu, Chatbot and WebApplication.

Know your Intent : Intent Classification Using Semantic Hashing

Implementation of Subword Semantic Hashing for Intent Classification on Small Datasets.

@article{shridhar2018subword,
  title={Subword Semantic Hashing for Intent Classification on Small Datasets},
  author={Shridhar, Kumar and Sahu, Amit and Dash, Ayushman and Alonso, Pedro and Pihlgren, Gustav and Pondeknath, Vinay and Simistira, Fotini and Liwicki, Marcus},
  journal={arXiv preprint arXiv:1810.07150},
  year={2018}
}

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Dataset

Intent Classification using Semantic Hashing as Featurizer was used. We successfully achieved State-of-the-Art results in three datasets:

1. Ask Ubuntu Coprus
2. Web Application Corpus
3. Chatbot Corpus

Read about the details in this blog

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Results

The results were compared with other NLU service providers like Google DialogueFlow, IBM Watson, Recast AI, Botify, RASA, Snips and so on and a comparison was drawn:

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Contact

For any queries, contact: [e-mail]

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