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

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Last updated 05 julho 2024
What can and can't language models do? Lessons learned from BIGBench
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
Language Models Perform Reasoning via Chain of Thought – Google
What can and can't language models do? Lessons learned from BIGBench
DeWeese Lab (@DeWeeseLab) / X
What can and can't language models do? Lessons learned from BIGBench
444 Authors From 132 Institutions Release BIG-bench: A 204-Task
What can and can't language models do? Lessons learned from BIGBench
Google explores emergent abilities in large AI models
What can and can't language models do? Lessons learned from BIGBench
Google PaLM: Scaling Language Modeling with Pathways
What can and can't language models do? Lessons learned from BIGBench
BIG-Bench: The New Benchmark for Language Models
What can and can't language models do? Lessons learned from BIGBench
Specialized LLMs: ChatGPT, LaMDA, Galactica, Codex, Sparrow, and More
What can and can't language models do? Lessons learned from BIGBench
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What can and can't language models do? Lessons learned from BIGBench
What can and can't language models do? Lessons learned from BIGBench
What can and can't language models do? Lessons learned from BIGBench
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