TLDR AI

TLDR AI 2023-10-26

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01GENERAL

02HEADLINES & LAUNCHES

IVP

techstartups.com3 min read

03RESEARCH & INNOVATION

ANSWERING QUESTIONS OVER LONG, STRUCTURED DOCUMENTS

Retrieving information from structured text documents is a well-studied problem that gets much harder when the documents are PDFs. Adobe Research has introduced a tool that allows you to condition either structure or text for retrieval. It also released a benchmark dataset for further study.

arxiv.org25 min read

VIDCHAPTERS-7M: A NEW TOOL FOR EASIER VIDEO NAVIGATION

VidChapters-7M is a big collection of videos with 7 million user-made chapter marks. This new dataset helps in the creation and testing of methods for splitting videos into chapters and naming them, making it simpler for viewers to find what they're looking for.

antoyang.github.io4 min read

BOOSTING RECOMMENDER SYSTEMS WITH LLMS

This project introduced RLMRec, a framework that combines LLMs with recommender systems, capturing the deeper meanings of user behaviors and preferences and enhancing the quality of recommendations.

github.comGitHub repository

04ENGINEERING & RESOURCES

REACTAGENT

ReactAgent is an experimental autonomous agent that uses GPT-4 to generate and compose React components from user stories.

github.comGitHub repository

SPELLTEST

AI-to-AI testing for LLM-based applications.

github.comGitHub repository

POLYFIRE

An all-in-one managed backend for AI apps.

github.comGitHub repository

05MISCELLANEOUS

PEAK DATA

Peak Data explores how an internet increasingly filled with internet data might lead to model collapse, its effect on apps like ChatGPT, and possible solutions that foundation model vendors might adopt to overcome model collapse.

eastwind.substack.com7 min read

60% FASTER AND 50% SMALLER SDXL MODEL

A distillation of the current leading open source text to image model. The researchers claim a minimal reduction in image quality with a dramatic speed-up at inference time.

huggingface.co3 min read