Reading Notes on NLP Papers
date
Jun 24, 2024
slug
nlp-papers
status
Published
tags
NLP
summary
type
Post
Instruction Fine-tuing
- The Flan Collection: Designing Data and Methods for Effective Instruction Tuning(Shayne Longpre et.al, Google Research)
- 从 Flan 2022 Collection 中总结的几个有效的 tricks: 混合 zero-shot, few-shots 和 CoT 的数据;增加任务的数量;输入输出反转;平衡不同任务的数据。
![notion image](https://www.notion.so/image/https%3A%2F%2Fprod-files-secure.s3.us-west-2.amazonaws.com%2Ffa25cbb2-3777-441a-a4c8-ae518d510690%2F5a483f4e-c9b4-4d0f-8b30-c7e9d6d8d250%2FUntitled.png?table=block&id=648bcc2e-088d-42fb-be57-aa039f6a5b60&cache=v2)