What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Last updated 04 abril 2025

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

Stanford CS25: V2 I Language and Human Alignment

Large Language Model: Most Up-to-Date Encyclopedia, News & Reviews

What can and can't language models do? Lessons learned from BIGBench

Generative AI AI Perspectives

Using cognitive psychology to understand GPT-3

Language Models Perform Reasoning via Chain of Thought – Google

BIG-Bench: The New Benchmark for Language Models
Xinyun Chen (@xinyun_chen_) / X

The Flan Collection: Advancing open source methods for instruction

2301.00234] A Survey for In-context Learning
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