AI language models can exceed PNG and FLAC in lossless compression, says study
arstechnica.com
external-link
Is compression equivalent to general intelligence? DeepMind digs up more potential clues.

This would lead to some very large cost savings if AI could compress video/audio even better than current compression algorithms. Data borders unite!

AutoTL;DR
bot account
link
fedilink
English
41Y

🤖 I’m a bot that provides automatic summaries for articles:

Click here to see the summary

When an algorithm or model can accurately guess the next piece of data in a sequence, it shows it’s good at spotting these patterns.

The study’s results suggest that even though Chinchilla 70B was mainly trained to deal with text, it’s surprisingly effective at compressing other types of data as well, often better than algorithms specifically designed for those tasks.

This opens the door for thinking about machine learning models as not just tools for text prediction and writing but also as effective ways to shrink the size of various types of data.

Over the past two decades, some computer scientists have proposed that the ability to compress data effectively is akin to a form of general intelligence.

The idea is rooted in the notion that understanding the world often involves identifying patterns and making sense of complexity, which, as mentioned above, is similar to what good data compression does.

The relationship between compression and intelligence is a matter of ongoing debate and research, so we’ll likely see more papers on the topic emerge soon.


Saved 75% of original text.

The bot compresses an article about how AI are good at compression… how deep does this go?

@Fixbeat@lemmy.ml
link
fedilink
English
61Y

Como?

m-p{3}
link
fedilink
21Y

OP made a typo, it’s compression.

I think they used a slightly lossy algorithm on the title.

Data borders divide.

Create a post

A nice place to discuss rumors, happenings, innovations, and challenges in the technology sphere. We also welcome discussions on the intersections of technology and society. If it’s technological news or discussion of technology, it probably belongs here.

Remember the overriding ethos on Beehaw: Be(e) Nice. Each user you encounter here is a person, and should be treated with kindness (even if they’re wrong, or use a Linux distro you don’t like). Personal attacks will not be tolerated.

Subcommunities on Beehaw:


This community’s icon was made by Aaron Schneider, under the CC-BY-NC-SA 4.0 license.

  • 1 user online
  • 144 users / day
  • 275 users / week
  • 709 users / month
  • 2.87K users / 6 months
  • 1 subscriber
  • 3.1K Posts
  • 65K Comments
  • Modlog