What can and can't language models do? Lessons learned from BIGBench
Por um escritor misterioso
Last updated 03 setembro 2024
![What can and can't language models do? Lessons learned from BIGBench](https://www.pasteurscube.com/content/images/2022/11/image-7.png)
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](https://39669.cdn.cke-cs.com/rQvD3VnunXZu34m86e5f/images/70c8755a28fa59a87e4054629936cf88288fb37b2d36c01c.png)
Google's new 540 billion parameter language model — LessWrong
![What can and can't language models do? Lessons learned from BIGBench](https://miro.medium.com/v2/resize:fit:1400/0*-aJmf6WVdQ0y30go.png)
444 Authors From 132 Institutions Release BIG-bench: A 204-Task
![What can and can't language models do? Lessons learned from BIGBench](https://miro.medium.com/v2/resize:fit:1040/0*zgoJ0G6aKXlGlWgy.png)
Evaluating Language Models: An Introduction to Perplexity in NLP
![What can and can't language models do? Lessons learned from BIGBench](https://i1.rgstatic.net/publication/372468680_Challenges_and_Applications_of_Large_Language_Models/links/64b8a4c48de7ed28baadac6a/largepreview.png)
PDF) Challenges and Applications of Large Language Models
![What can and can't language models do? Lessons learned from BIGBench](https://i.imgur.com/ldtM3Qp.png)
Do language models possess knowledge (soundness)? - HackMD
Against LLM Reductionism — LessWrong
![What can and can't language models do? Lessons learned from BIGBench](http://res.cloudinary.com/lesswrong-2-0/image/upload/v1668363068/mirroredImages/LvKmjKMvozpdmiQhP/kgja1ocifipllna4bsef.png)
Inverse scaling can become U-shaped — AI Alignment Forum
![What can and can't language models do? Lessons learned from BIGBench](https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhPrW5Qz2au3fkXwUS8eUUqoP9Afd6Gl7pJPHjGVSPZpwy-7hMwMzKMNOigdEeWJgpQe8ODTTMzAE3h-_BZAbiYIxRqvEj3IDlKXHZpf3INnFx37jJFqIUIO3Ug0HStDtgEVhaugX7WeQowEAiTPVuez3dTwu-A-VpdvmQbmEtUSWrb8_hMy6-sgEnPVw/s1399/BigBenchPerform.png)
Better Language Models Without Massive Compute – Google Research Blog
![What can and can't language models do? Lessons learned from BIGBench](https://www.outsystems.com/blog/-/media/images/blog/posts/neurips-papers-ai-team-choice/neurips-papers-ai-team-choice-2.png?updated=20230310150846)
Key Takeaways from NeurIPS 2022 Top Papers
GitHub - uncbiag/Awesome-Foundation-Models: A curated list of
![What can and can't language models do? Lessons learned from BIGBench](https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5087200-ca4b-4e5d-8169-c5ce1b08c3c3_1052x1068.png)
A Big Year For AI - Ahead of AI #4
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