What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Last updated 26 dezembro 2024
So what exactly can and can’t language models do? What's the least impressive thing GPT-4 won't be able to do? What will GPT-4 be incapable of?
BIGBench is kind of a way to figure this out. BigBench, aka “The Beyond the Imitation Game” Benchmark, is an attempt to explore the capabilities of large language models over a wide variety of tasks. All the tasks are enumerated here.
I looked through every BIGBench task and took the ones that compared both GPT3 and PaLM against humans.
* Spreadsheet
What can and can't language models do? Lessons learned from BIGBench
Specialized LLMs: ChatGPT, LaMDA, Galactica, Codex, Sparrow, and More
Better Language Models Without Massive Compute – Google Research Blog
444 Authors From 132 Institutions Release BIG-bench: A 204-Task
Do language models possess knowledge (soundness)? - HackMD
Large Language Model: Most Up-to-Date Encyclopedia, News & Reviews
New Benchmarks Test the Limits of Large Language Models
All Alignment Jam projects
Xinyun Chen (@xinyun_chen_) / X
A New AI Trend: Chinchilla (70B) Greatly Outperforms GPT-3 (175B
PDF) Language Models Don't Always Say What They Think: Unfaithful
Sebastian Raschka, PhD on LinkedIn: In the new Language Models
PaLM 2 And 19 Other AI Tools For Large Language Models
Lessons Learned from Developing a Product with Large Language
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