Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile
Ravid Shwartz Ziv

@ziv_ravid

Faculty Fellow and Assistant Professor at @NYUDataScience, working with @ylecun

ID: 1287669805592576000

linkhttps://www.ravid-shwartz-ziv.com/ calendar_today27-07-2020 08:43:10

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A research idea! One problem when you talk about deep networks and information theory (and other related fields) is that you don't have the "real" distributions of your data. You don't know what P(y,x) is, but you only have a rough estimation/approximation of it.

Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

LLM people - In the past, it was very common to prompt the model as an expert in a specific field: "You are an expert data scientist, analyze this data...". Is it something that people are also using with recent LLMs? Has someone checked if it actually improves the results?

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ืืคืฉืจ ืœื”ื’ื™ื“ ื”ืจื‘ื” ื“ื‘ืจื™ื ืจืขื™ื ืขืœ ื”ืจื’ื•ืœืฆื™ื” ื‘ื™ืฉืจืืœ, ืื‘ืœ ืžื™ืฉื”ื• ืฉื”ืงื™ื ืืช ื›ืœ ื”ื—ื‘ืจื•ืช ืฉืœื• ื‘ื–ืžืŸ ืฉื”ื•ื ืคืจื•ืคืกื•ืจ ื•ืžืงื‘ืœ ืฉื›ืจ ืžื”ืžื“ื™ื ื” ื‘ื“ื™ื•ืง ืขืœ ืžื ืช ืœื—ืฉื•ื‘ ืขืœ ืจืขื™ื•ื ื•ืช ื›ืืœื” ื•ืฉื”ืžื•ืŸ ืžื”ืกื˜ื•ื“ื ื˜ื™ื ืฉืœื• (ืฉื ื”ื ื• ืžืกื‘ืกื•ื“ ื›ื‘ื“ ืฉืœ ื”ืžื“ื™ื ื”) ื”ื™ื• ื”ืขื•ื‘ื“ื™ื ื”ืจืืฉื•ื ื™ื ื”ื—ื‘ืจื•ืช ื”ืืœื• ืœื ื™ื›ื•ืœ ืœื”ื’ื™ื“ ืฉื”ืžื“ื™ื ื” ืœื ืขื–ืจื” ืœื•

Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

ืคื™ื“ ืขื™ืจื•ื ื™ื•ืช- ื”ื™ื™ืชื™ ื‘ื™ื•ื ื‘ื‘ื™ื’ ื‘ื’ืœื™ืœื•ืช ื•ื–ื” ืคืฉื•ื˜ ืžื˜ื•ืจืฃ ืฉืœืžืจื•ืช ืฉื”ื‘ื™ื ื• ืฉืื ืฉื™ื ืžืขื“ื™ืคื™ื ืจื—ื•ื‘, ื‘ื ื• ืืช ื–ื” ื‘ืืžืฆืข ืฉื•ื ืžืงื•ื ื‘ืฆื•ืจื” ืฆืคื•ืคื” ื•ืขืžื•ืกื” ื•ืœื ื‘ืชื•ืš ื”ืขื™ืจ

Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

ืชื ื• ืœื™ ืืช ื”ืžืกืงื ื” ื”ืจืฆื•ื™ื” ื•ืื ื™ ื›ื‘ืจ ืืชืŸ ืœื›ื ืืช ื”ืกื˜ื˜ื™ืกื˜ื™ืงื” ื”ื ื“ืจืฉืช...

Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

ืชื•ื›ื ื” ืฉื‘ื•ื ื” ืชื•ื›ื ื”? ื ืฉืžืข ื›ืžื• ื”ืฉืœื‘ ืœืคื ื™ 'ืชื•ื›ื ื” ืฉืžืชืงื ืช ืืช ื”ื‘ืื’ื™ื ืฉืœ ื”ืชื•ื›ื ื” ืฉื‘ื ืชื” ืชื•ื›ื ื”'

ืชื•ื›ื ื” ืฉื‘ื•ื ื” ืชื•ื›ื ื”? ื ืฉืžืข ื›ืžื• ื”ืฉืœื‘ ืœืคื ื™ 'ืชื•ื›ื ื” ืฉืžืชืงื ืช ืืช ื”ื‘ืื’ื™ื ืฉืœ ื”ืชื•ื›ื ื” ืฉื‘ื ืชื” ืชื•ื›ื ื”'
Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

ืžื“ื‘ืจ ืขื ื™ื–ื ืฉืขืฉื” ื›ื‘ืจ ื›ืžื” ืืงื–ื™ื˜ื™ื ืขืœ ื™ื–ื ืื—ืจ ืฉืขืฉื” ื›ื‘ืจ ื›ืžื” ืืงื–ื™ื˜ื™ื: ื”ื™ื–ื: ืื ื™ ืžื›ื™ืจ ืื•ืชื•, ืื ื—ื ื• ื ืคื’ืฉื™ื ื‘ืื™ื–ื” ืžื•ืขื“ื•ืŸ ืืงืกืœื•ืกื™ื‘ื™. ืื ื™: ืžื•ืขื“ื•ืŸ ืฉืœ ื™ื–ืžื™ื ืฉืขืฉื• ืืงื–ื™ื˜ ื‘ืžืขืœ 100 ืžื™ืœื™ื•ืŸ? ื”ื™ื–ื: ืื ื™ ืœื ื™ื›ื•ืœ ืœื ืœืืฉืจ ื•ืœื ืœื”ื›ื—ื™ืฉ ๐Ÿ˜ฑ๐Ÿ˜ฑ๐Ÿ˜ฑ

Ravid Shwartz Ziv (@ziv_ravid) 's Twitter Profile Photo

The second episode of our podcast is out ๐Ÿฅณ๐Ÿฅณ๐Ÿฅณ the-information-bottleneck.com/ep2-peft/ In this episode, we discussed various topics, such as the bitter lesson, why LLMs are like prisoners in Plato's Cave, and we dived into parameter-efficient fine-tuning. We would love to hear your feedback!