data-analytics
CX_DB8
data-analytics | CX_DB8 | |
---|---|---|
4 | 4 | |
6 | 222 | |
- | - | |
6.4 | 0.0 | |
3 months ago | over 1 year ago | |
Python | Python | |
- | GNU General Public License v3.0 only |
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data-analytics
CX_DB8
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Ask HN: What have you built with LLMs?
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
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How critical theory is radicalizing high school debate
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.
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Copy is all you need
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.
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Haystack 1.0 – open-source NLP framework to build NLProc back end applications
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.
What are some alternatives?
gpt_jailbreak_status - This is a repository that aims to provide updates on the status of jailbreaking the OpenAI GPT language model.
newscatcher - Programmatically collect normalized news from (almost) any website.
datadm - DataDM is your private data assistant. Slide into your data's DMs
reddit-thread-summarizer - A Reddit thread summarizer is a tool that generates a summary of the main points or themes discussed in a Reddit thread
joia - A ChatGPT alternative designed for team collaboration. Lightweight, privacy-friendly and open source.
frogbase - Transform audio-visual content into navigable knowledge.
script-toolbox - This repository contains a collection of scripts and tools that I have written to solve various problems that I have come across.
CNNMRF - code for paper "Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis"
lambdaprompt - λprompt - A functional programming interface for building AI systems
haystack - :mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
sketch - AI code-writing assistant that understands data content