11: large language models

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10 Terms

1
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not the same but similar

Large language models and chatbots are?

2
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chatbots

By fine-tuning LLM we can get?

3
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GPT

Which is the prototypical LLM based chatbot?

4
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175B

How many parameters does GPT-3 have?

5
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Open source LLM’s

Llama and MistalAI är examples of?

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hallucination, reasoning abilities, lack of robustness

What are three limitations of chatbots?

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scale in approximately equal porportions

According to the Chinchilla Scaling Law, given an increased budget limit in flops, the number of parameters and number of tokens for training should?

8
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low bit quantization

In order to fine tune LLM we need to fit it on GPU, what can we do?

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LoRA

For efficient fine tuning we can use?

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RAG models

extended chatbots and Q&A systems with capacity to:

  • retrieve content in real time

  • and generate responses based on retrieved content