What can and can't language models do? Lessons learned from BIGBench
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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
Evaluating Language Models: An Introduction to Perplexity in NLP
Large Language Model: Most Up-to-Date Encyclopedia, News & Reviews
MPT-7B and The Beginning of Context=Infinity — with Jonathan
444 Authors From 132 Institutions Release BIG-bench: A 204-Task
2205.11916] Large Language Models are Zero-Shot Reasoners
A Survey of Large Language Models
Shibo Hao @ NeurIPS 2023 (@Ber18791531) / X
Extrapolating GPT-N performance — AI Alignment Forum
What can and can't language models do? Lessons learned from BIGBench
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