Prompt Engineering: Prompt based learning in NLP

Prompt Engineering: Prompt based learning in NLP

In this video I explain Prompt-based learning in natural language processing. In Prompt-based learning, instead of adapting pre-trained LMs to downstream tasks via objective engineering, downstream tasks are reformulated to look more like those solved during the original LM training with the help of a textual prompt. I explain what is prompt engineering. I refer to the excellent summary paper by Pengfei Liu et.all from CMU titled “Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing”. (https://arxiv.org/abs/2107.13586 )
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Chapters
00:00 Prompt Engineering for Prompt based learning in NLP
01:25 What is prompt engineering?
02:18 Prompt Shape
04:01 Manual Template Engineering
05:39 Automated Template Engineering
06:30 Discrete Prompts
11:55 Continuous Prompts

Relevant Links:
https://arxiv.org/abs/2107.13586

Видео Prompt Engineering: Prompt based learning in NLP канала Rithesh Sreenivasan