What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Descrição
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
Specialized LLMs: ChatGPT, LaMDA, Galactica, Codex, Sparrow, and
Benchmark of LLMs (Part 1): Glue & SuperGLUE, Adversarial NLI, Big
Patterns for Building LLM-based Systems & Products
Against LLM Reductionism — LessWrong
When training AI, we should escalate the frequency capability tests
A Big Year For AI - Ahead of AI #4
A Survey of Large Language Models
2205.11916] Large Language Models are Zero-Shot Reasoners
What can and can't language models do? Lessons learned from BIGBench
de
por adulto (o preço varia de acordo com o tamanho do grupo)