Melanie Mitchell

Professor at the Santa Fe Institute, AI and cognitive science

Why they matter

Professor at the Santa Fe Institute, AI and cognitive science with public evidence across AI research.

AI signals
2
past 30d
Sources
1
distinct domains
Discussions
4
past 30d
Latest signal
13d ago
View every signal from Melanie Mitchell →
Professor, Santa Fe Institute. Research on AI, cognitive science, and complex systems. Website: https://melaniemitchell.me Substack: https://aiguide.substack.com/

Articles & links

I wrote a piece for the Yale Review on AI and "jagged intelligence". (Note: headline was not written by me.) yalereview.org/article/mela...

Melanie Mitchell: The Dangerous Unknowns at the Heart of LLMs yalereview.org
AI Weekly's analysis
  • AI systems excel on some tasks while failing surprisingly on similar ones, a pattern Mitchell calls 'jagged intelligence.'
  • Ilya Sutskever, OpenAI cofounder, is quoted saying LLMs 'generalize dramatically worse than people' in a way that is 'very fundamental.'
  • Mitchell says AI researchers, herself included, are still struggling to design effective evaluation methods for LLMs' uneven capabilities.
Read full analysis →
View on Bluesky · ♥ 126 ↻ 36 ↩ 8 · 5 from the directory shared this · 50d ago

Also, Shannon's original proposals for language modeling? And even earlier, Markov chains? In case it's helpful, I wrote a bit about the history here: oecs.mit.edu/pub/zp5n8ivs...

oecs.mit.edu
View on Bluesky · ♥ 11 ↻ 0 ↩ 0 · 13d ago
Melanie Mitchell reposted
@oecs-bot.bsky.social

Large language models represent a shift from rigid statistical frequency tables to neural networks that learn the probability distributions of… Large Language Models by Melanie Mitchell https://doi.org/10.21428/e2759450.2bb20e3c #CognitiveScience

oecs.mit.edu View on Bluesky →

Recent commentary

The ultimate tldr on the OpenAI "rogue model" hacking incident 😅 (h/t @linege1 on X) But it would be useful to know the prompts OpenAI gave to the model....

View on Bluesky · ♥ 136 ↻ 47 ↩ 8 · 6d ago

Why is Google AI Overview still so incredibly bad??

View on Bluesky · ♥ 39 ↻ 2 ↩ 12 · 29d ago

In Melanie Mitchell's orbit

Center = Melanie Mitchell. Left = members they follow (green edges). Right = members who follow them (blue edges). Top = mutual follows (orange edges, slightly larger). Drag any node to reposition; click to open that profile.