CX_DB8

a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair) (by Hellisotherpeople)

CX_DB8 Alternatives

Similar projects and alternatives to CX_DB8

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better CX_DB8 alternative or higher similarity.

CX_DB8 reviews and mentions

Posts with mentions or reviews of CX_DB8. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-05.
  • Ask HN: What have you built with LLMs?
    43 projects | news.ycombinator.com | 5 Feb 2024
    I was working on this stuff before it was cool, so in the sense of the precursor to LLMs (and sometimes supporting LLMs still) I've built many things:

    1. Games you can play with word2vec or related models (could be drop in replaced with sentence transformer). It's crazy that this is 5 years old now: https://github.com/Hellisotherpeople/Language-games

    2. "Constrained Text Generation Studio" - A research project I wrote when I was trying to solve LLM's inability to follow syntactic, phonetic, or semantic constraints: https://github.com/Hellisotherpeople/Constrained-Text-Genera...

    3. DebateKG - A bunch of "Semantic Knowledge Graphs" built on my pet debate evidence dataset (LLM backed embeddings indexes synchronized with a graphDB and a sqlDB via txtai). Can create compelling policy debate cases https://github.com/Hellisotherpeople/DebateKG

    4. My failed attempt at a good extractive summarizer. My life work is dedicated to one day solving the problems I tried to fix with this project: https://github.com/Hellisotherpeople/CX_DB8

  • How critical theory is radicalizing high school debate
    1 project | news.ycombinator.com | 30 Jul 2023
    I really missed out on this thread despite being likely one of the most important folks to post on it (I turned my time in Policy Debate into an NLP career - see DebateSum: https://huggingface.co/datasets/Hellisotherpeople/DebateSum and CX_DB8: https://github.com/Hellisotherpeople/CX_DB8)

    For those who are interested in the intersection of AI and Debate Evidence, there's a lot more work being done right now. We have a follow-up dataset to DebateSum on its way to a paper at some conference called OpenCaseList: https://huggingface.co/datasets/Yusuf5/OpenCaselist which is basically DebateSum but 40x better in every way. This is also likely the largest and best quality argument mining dataset ever gathered.

    Fun anecdote, when I tried to introduce automatic extractive summarization tools to the debate community, I had parent/judge/teacher groups who were FLIPPING out about this. They were not happy at the idea of automatic debating or computer assisted debating systems.

  • Copy is all you need
    2 projects | news.ycombinator.com | 17 Jul 2023
    This has deep connections with my attempt to implement an effective queryable word-level grammatically correct extractive text summarizer (AKA: The way most people actually summarize documents) - https://github.com/Hellisotherpeople/CX_DB8

    I will try to implement this with the necessary changes to actually make this work properly, where instead of generating a new answer, it simply highlights the most likely text spans.

  • Haystack 1.0 – open-source NLP framework to build NLProc back end applications
    3 projects | news.ycombinator.com | 9 Dec 2021
    Is there any path forward to make Haystack do word-level extractive summarization? e.g. like this: https://github.com/Hellisotherpeople/CX_DB8

    or like this: https://huggingface.co/spaces/Hellisotherpeople/Unsupervised...

    I am trying to find anything better than these two for this task. I feel like Haystack could be an option - but I am not sure.

  • A note from our sponsor - SaaSHub
    www.saashub.com | 4 May 2024
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