The Premise of a New S-Curve in AI

Venture
Booking.com

Since July, have you noticed how much better your AI model has become? Measuring them is hard to do. All we can do is quantify the vibe : is this one better than that one?
Elo is a score that measures how often one model wins against another, as judged by a human. Which model answers the prompt : “Describe the differences in texture between a Pink Lady and a Macoun apple” better? The one with the higher Elo score.1

In the last four months, the top 100 models have improved their Elo by about 60 points, with the top models now at 1339 vs 1287 in July.

The biggest performance gains occurred at the center part of the distribution. Researchers have driven significantly more performance with innovations in algorithms.

Model Size
Win Probability Increase (%)
Definition

Small
32.0%
< 10b parameters

Medium
22.4%
10b – 100b parameters

Large
29.6%
100 – 200b parameters

Mega
25.9%
200b+ parameters

The smallest models have increased performance most. October models have increased their win rates by nearly a third in four months. All of the models have improved their competitive win rates by more than 20%.

In July, we posed the question : what happens when model performance asymptotes? Progress in small, medium, & large models is linear in Elo-terms.
But the mega models show more data points of inflection, suggesting the recent innovations in reasoning & scale (the biggest models have grown from 200b parameters to more than 400b) have produced the beginning of a new high-growth S-curve.

1 See the Bradley-Terry model.
—————
Boost Internet Speed
Free Business Hosting
Free Email Account
Dropcatch
Free Secure Email
Secure Email
Cheap VOIP Calls
Free Hosting
Boost Inflight Wifi
Premium Domains
Free Domains

Related Posts

Boost Inflight Internet- Business Hosting- Secure Email Account- Dropcatch Domain Names- Antisnoop Email- Free Secure Email- Cheap VOIP Calls- Free Hosting and Email- Aero Connectivity- Premium Domains for Sale- Transcom Telecom- Satphone Airtime- Mobile Plans- Free Domain Names- Organic Products- Double Check- Aviation News
Transcom ISP - Transcom VOIP - Free Secure Email - Dropcatch Software - FastApn Inflight - Aero Connect - Premium Domains