sumanthd17 / paper-tracker

Track all seminal papers across domains of NLP and Speech

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Paper Tracker

Motivation

Over the last few months we've AI4Bharat read many papers in differnt domains and found that the journey to learn a new topic is a long one. In many cases it is not easy to find a good paper to start with and sometimes we overlook good papers. I've found that keeping a tab of the all the papers we read, with a brief summary and all the resources available can help other leaners to navigate the new space much easier.

Topics of Interest

  • NLP Pretraining
  • Automatic Speech Recogntion
  • Machine Translation
  • Prompting
  • Probing
  • Indic SNLP
  • Datasets
  • Evaluation Metrics

Why use or contribute to this project?

  • The primary goal for me is it to help myself, having good list of papers and their summaries in one place will make my life easier when writing papers, theis etc.
  • Many websites/tools like paperswithcode, connectedpapers, mendeley already provide some of these functionalities. But the reason why I want to do this is to take ownership of the project and to make it more open.
  • I want to make it flexible enough to add my own features and not complain about these sites not having them. And this will not be just a static list of topics/papers.
  • We will also be having regular reading group sessions to discuss the topics and will include the slides, notes and video recordsings to make this more richer.
  • I would like researchers to take ownership of topic(s) and personalise the list based on their learnings (so far!).

ToDos

  • Note: The website is still under construction.
  • Automate filling metadata fields by creating custom scrapers for ArXiv, ACL Anthology, IEEE, etc.
  • I have plans to ackowledge the contribution of the community members.
  • Add a twitter bot to notify about new papers.
  • Make the GUI better.

Contributing

While the above topics are something that I'm work on, I'm also interested in other topics that are not directly related to the above. I'm open to new contributions from fellow lerners on new topics below (but not limited to).

  • Bias in NLP
  • Natural Language Generation
  • Speech-to-Speech Translation
  • Model Interpretation

Guidelines

  • If you would like to suggest a paper to be added please submit the google form with the required details.
  • If you would like to add a new topics / a bunch of papers you can reach out to me on mail or twitter
  • I would be happy if people who work on topics not listed here to take charge on leading the effort.
  • I have some ideas on how to make the UI more user friendly. But given the my lack of experience I'm open to take any suggestions.

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Track all seminal papers across domains of NLP and Speech

License:MIT License


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