Toolformer: Language Models Can Teach Themselves to Use Tools | 5 Minute Paper Podcast

Описание: 📄 Toolformer: Language Models Can Teach Themselves to Use Tools

👥 Authors: Timo Schick, Jane Dwivedi-Yu, Roberto Dessì, Roberta Raileanu, Maria Lomeli (+3 more)
📅 Published: 2023 | arXiv:cs.CL
🏷️ Topics: language, models, much, apis, best

ABSTRACT:
Language models (LMs) exhibit remarkable abilities to solve new tasks from just a few examples or textual instructions, especially at scale. They also, paradoxically, struggle with basic functionality, such as arithmetic or factual lookup, where much simpler and smaller models excel. In this paper, we show that LMs can teach themselves to use external tools via simple APIs and achieve the best of both worlds. We introduce Toolformer, a model trained to decide which APIs to call, when to call the...

TIMESTAMPS:
00:00 - Introduction
01:11 - Actually, heres the thing: their...
02:22 - Interesting! So, in this diagram,...
03:34 - Okay, so it generates potential...
04:52 - Precisely! Its an elegant way...
06:16 - Thats a huge claim! A...
07:23 - This is massive for creating...
08:23 - My pleasure, Chuck! Always a...

DISCLAIMER:
This video contains AI-generated synthetic voices inspired by public figures. These voices are artificially created and do not represent the real persons. This content is for educational and research purposes only and is not affiliated with, endorsed by, or sponsored by Chuck Nice, Neil deGrasse Tyson, or any associated organizations.

#AIResearch #MachineLearning #DeepLearning #ResearchPaper #PaperSummary #NaturalLanguageProcessing