What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Last updated 06 junho 2024
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
Large language models encode clinical knowledge
linkpost] The final AI benchmark: BIG-bench — LessWrong
Sebastian Raschka, PhD on LinkedIn: In the new Language Models
Benchmark of LLMs (Part 1): Glue & SuperGLUE, Adversarial NLI, Big
PaLM 2 And 19 Other AI Tools For Large Language Models
Language Models Perform Reasoning via Chain of Thought – Google
TECHTALK. AI scientists are studying the “emergent” abilities of
BIG-Bench: The New Benchmark for Language Models
Large Language Model: Most Up-to-Date Encyclopedia, News & Reviews
Pathways Language Model (PaLM): Scaling to 540 Billion Parameters
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