ChatGPT is a large language model developed by OpenAI. It is a state-of-the-art AI system that can generate human-like responses to various queries and topics. The model is based on the transformer architecture and has been trained on a massive amount of text data. ChatGPT has several models of different sizes, from the smallest one with 124 million parameters to the largest one with 1.6 billion parameters. These models can be fine-tuned for specific tasks such as language translation, text completion, question answering, and more. With its impressive capabilities, ChatGPT has become a popular tool for researchers, developers, and businesses in various industries. Wanna learn more about ChatGPT and its benefits, “Understanding ChatGPT and Its Implications”

1. ChatGPT
UNDERSTANDING CHATGPT
AND ITS IMPLICATIONS

2. Introduction
A chatbot named ChatGPT was released
by OpenAI in November 2022. It can be
trained using supervised and
reinforcement learning methods and is
based on the Open AI GPT-3.5 families of
big language models. Both methods
employed human trainers to boost the
model's performance. There are some
restrictions on what ChatGPT can
accomplish with minimal input, such as
Validation Rules, Apex Code, or even a
blog post.
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3. A set of models that can
understand and generate
natural language.
For example: - text-DaVinci-
003, text-curie-001.
A set of models that can
understand and generate
code, including translating
natural language to code.
For example: - code-DaVinci-
002.
A fine-tuned model that can
detect whether text may be
sensitive or unsafe.
Three Bases of Provided by OpenAI
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4. How does it
work
Step 1
Collect demonstration data and train a supervised policy
Explain reinforcement
learning to a 6 year old
A prompt is sampled from
our prompt dataset.
We give treats and
punishments to teach..
A labeler demonstrates the
desired output behavior.
This data is used to fine-tune
GPT-3.5 with supervised
learning.
SFT
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5. How does it
work
Step 2
Collect comparison data and train a reward model.
Explain reinforcement
learning to a 6 year old
A prompt and several model
outputs are sampled.
In reinforcement
learning the agent is..
Explain rewards
In machine
learning..
We give treats and
punishments to teach..
> >
>
RM
> >
>
A labeler ranks the outputs
from best to worst.
This data is used to train our
reward model.
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6. How does it
work
Step 3
Optimize a policy against the reward model using the PPO reinforcement learning algorithm.
Write a story
about otters.
A prompt and several
model outputs are
sampled.
PPO
The PPO model is
initialized from the
supervised policy.
Once upon a
time..
The policy generates
an output.
RM
rk
The reward model
calculates a reward for
the output.
The reward is used
to update the policy
using PPO.
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7. What are the implications of
ChatGPT?
For Cyber security
ChatGPT is capable of creating viruses and phishing emails, particularly when used with
OpenAI Codex. Sam Altman, the CEO of OpenAI, cautioned that new software could pose a
"tremendous cybersecurity risk." Even if chatGPT was "obviously not near to AGI,“
The end of Salesforce developers
A Formula, Validation Rule, Apex Class, Lightning Web Component (LWC), or Unit Test for a
LWC can all be generated by ChatGPT. It can generate the XML produced by an action but
not a Flow or other declarative consequence. Results from ChatGPT are textual, not
graphical, making them ideal for coding.
The end of Salesforce developers
By posing a query and then reviewing the ChatGPT response, young developers can use
ChatGPT to hone their coding abilities. The other choice is for them to pursue Prompt
Engineer training.
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8. Limitations
Result Created by chatGPT are not Validated byMillions of websites.
ChatGPT and LLMs reinforce social biases, frequently disparaging women and people
of colour and fabricating historical and biographical data to support false and
dangerous claims.
The obvious application of ChatGPT is generating specified content, such as a Formula,
rather than soliciting feedback.
ChatGPT is not a replacement for experience.
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workplace
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by providing excellence in project, process, & product
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