What can and can't language models do? Lessons learned from BIGBench
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Descrição
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
First-principles on AI scaling
Language Models Perform Reasoning via Chain of Thought – Google
Google PaLM: Scaling Language Modeling with Pathways
444 Authors From 132 Institutions Release BIG-bench: A 204-Task
PaLM 2 And 19 Other AI Tools For Large Language Models
Frontiers Language models and psychological sciences
Choosing The Right Language Model For Your NLP Use Case
Large language models encode clinical knowledge
Stanford CS25: V2 I Language and Human Alignment
What can and can't language models do? Lessons learned from BIGBench
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