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

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Last updated 23 abril 2025
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
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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
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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
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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
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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
R] 85% of the variance in language model performance is explained
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
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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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