Instruction Superb-Tuning and In-Context Studying of LLM (w/ Symbols)

New insights in “Instruction Superb-Tuning” and “In-Context Studying” of LLM: The evolution to “Image Superb Tuning” of LLMs. From FLAN-PaLM 8B to FLAN-PaLM 540B fashions.

This video summarizes 4 scientific pre-prints on Instruction fine-tuning LLM and immediate engineering (ICL in-context studying) of Giant Language Fashions (LLMS):

In-Context Retrieval-Augmented Language FashionsOri Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Yoav Shoham by AI21 Labshttps://arxiv.org/abs/2302.00083

What studying algorithm is in-context studying? Investigations with linear fashionsEkin Akyurek Dale Schuurmans Jacob Andreas Tengyu Ma Denny Zhouhttps://arxiv.org/abs/2211.15661

Could 16, 2023SYMBOL TUNING IMPROVES IN-CONTEXT LEARNINGIN LANGUAGE MODELSJerry Wei Le Hou Andrew Lampinen Xiangning Chen Da HuangYi Tay Xinyun Chen Yifeng Lu Denny Zhou Tengyu Ma Quoc V. Lehttps://arxiv.org/pdf/2305.08298.pdf

March 9, 2023LARGER LANGUAGE MODELS DO IN-CONTEXTLEARNING DIFFERENTLYJerry Wei Jason Wei Yi Tay Dustin Tran Albert WebsonYifeng Lu Xinyun Chen Hanxiao Liu Da Huang Denny ZhouTengyu Mahttps://arxiv.org/pdf/2303.03846.pdf

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