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How ChatGPT actually works.pdf

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4/23/23, 2:21 PM

How ChatGPT actually works

https://www.assemblyai.com/blog/how-chatgpt-actually-works/?continueFlag=e8b9a5063408f7cd43498176aa606bf5

1/45

DEEP

LEARNING

How

ChatGPT

actually

works

Since its release

the public has

been playing with ChatGPT and

seeing what it can do

but how

does ChatGPT actually work

While the details of its inner

workings have not been published

we can piece together its

functioning principles from recent

research

Marco Ramponi

Developer Educator at

AssemblyAI

Dec

23,

2022

Blog About

AssemblyAI

Try our AI

Models

4/23/23, 2:21 PM

How ChatGPT actually works

https://www.assemblyai.com/blog/how-chatgpt-actually-works/?continueFlag=e8b9a5063408f7cd43498176aa606bf5

2/45

ChatGPT is the latest

language model from

OpenAI and represents

a signi

ﬁ

cant

improvement over its

predecessor GPT

-3.

Similarly to many Large

Language Models

ChatGPT is capable of

generating text in a wide

range of styles and for



erent purposes

but

with remarkably greater

precision

detail

and

coherence

It represents

the next generation in

OpenAI

s line of Large

Language Models

and it

is designed with a strong

focus on interactive

conversations

The creators have used

a combination of both

Supervised Learning and

Reinforcement Learning

ﬁ

tune ChatGPT

but it is the

Reinforcement

Blog About

AssemblyAI

Try our AI

Models

4/23/23, 2:21 PM

How ChatGPT actually works

https://www.assemblyai.com/blog/how-chatgpt-actually-works/?continueFlag=e8b9a5063408f7cd43498176aa606bf5

3/45

Learning component

speci

ﬁ

cally that makes

ChatGPT unique

The

creators use a particular

technique called

Reinforcement Learning

from Human Feedback

(

RLHF

which uses

human feedback in the

training loop to minimize

harmful

untruthful

and

or biased outputs

We are going to examine

GPT

-3'

s limitations and

how they stem from its

training process

before

learning how RLHF

works and

understand

how ChatGPT uses

RLHF to overcome

these issues

We will

conclude by looking at

some of the limitations

of this methodology

Capability vs

Alignment in

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AssemblyAI

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Models

4/23/23, 2:21 PM

How ChatGPT actually works

https://www.assemblyai.com/blog/how-chatgpt-actually-works/?continueFlag=e8b9a5063408f7cd43498176aa606bf5

4/45

alignment vs capability

can be

thought of as a more abstract

analogue of

accuracy vs

precision

In the context of

machine learning

the

term

capability

refers to

a model

s ability to

perform a speci

ﬁ

c task

or set of tasks

model

s capability is

typically evaluated by

how well it is able to

optimize its objective

function

the

mathematical

expression that de

ﬁ

nes

the goal of the model

For example

a model

designed to predict

stock market prices

Large Language

Models

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AssemblyAI

Try our AI

Models

4/23/23, 2:21 PM

How ChatGPT actually works

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5/45

might have an objective

function that measures

the accuracy of the

model

s predictions

the model is able to

accurately predict the

movement of stock

prices over time

would be considered to

have a high level of

capability for this task

Alignment

on the other

hand

is concerned with

what we actually want

the model to do

versus

what it is being trained

to do

It asks the

question

“

is that

objective function

consistent with our

intentions

?”

and refers

to the extent to which a

model

s goals and

behavior align with

human values and

expectations

For a

simple concrete

example

say we train a

Table of contents

Capability vs Alignment in Large Language

Models

How language model training strategies

can produce misalignment

Reinforcement Learning from Human

Feedback

Performance Evaluation

Shortcomings of the methodology

Selected references for further reading

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AssemblyAI

Try our AI

Models

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