What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Last updated 21 fevereiro 2025
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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
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Using cognitive psychology to understand GPT-3
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Language Models Perform Reasoning via Chain of Thought – Google
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Hidden abilities of large language models: Is emergence the norm?
GitHub - uncbiag/Awesome-Foundation-Models: A curated list of
A Survey of Large Language Models
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444 Authors From 132 Institutions Release BIG-bench: A 204-Task
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Google PaLM: Scaling Language Modeling with Pathways
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Language Models Perform Reasoning via Chain of Thought – Google
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Emergent Abilities in AI: Are We Chasing a Myth?
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Generative AI and large language models: background and contexts
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