https://github.com/kumar-shridhar/know-your-intent
State of the Art results in Intent Classification using Sematic Hashing for three datasets: AskUbuntu, Chatbot and WebApplication.
https://github.com/kumar-shridhar/know-your-intent
chatbot dataset intent intent-classification jupyter python pytorch semantic-hashing state-of-the-art
Last synced: 6 months ago
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State of the Art results in Intent Classification using Sematic Hashing for three datasets: AskUbuntu, Chatbot and WebApplication.
- Host: GitHub
- URL: https://github.com/kumar-shridhar/know-your-intent
- Owner: kumar-shridhar
- Created: 2018-08-06T21:13:25.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2020-05-05T06:09:45.000Z (over 5 years ago)
- Last Synced: 2025-04-12T18:13:39.188Z (6 months ago)
- Topics: chatbot, dataset, intent, intent-classification, jupyter, python, pytorch, semantic-hashing, state-of-the-art
- Language: Jupyter Notebook
- Homepage:
- Size: 9.86 MB
- Stars: 134
- Watchers: 9
- Forks: 63
- Open Issues: 4
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Metadata Files:
- Readme: README.md
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README
# Know your Intent : Intent Classification Using Semantic Hashing
Implementation of [Subword Semantic Hashing for Intent Classification on Small Datasets](https://arxiv.org/abs/1810.07150).
```
@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](https://github.com/sebischair/NLU-Evaluation-Corpora)
2. [Web Application Corpus](https://github.com/sebischair/NLU-Evaluation-Corpora)
3. [Chatbot Corpus](https://github.com/sebischair/NLU-Evaluation-Corpora)
Read about the details in this [blog](https://medium.com/@shridhar743/know-your-intent-sota-results-in-intent-classification-8e1ca47f364c)
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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: shridhar.stark@gmail.com
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