/Know-Your-Intent

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

Primary LanguageJupyter Notebook

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}
}

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

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:

Comparison Results Table

Contact

For any queries, contact: shridhar.stark@gmail.com