课程: Generative AI: Working with Large Language Models
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Challenges and shortcomings of GPT-3
课程: Generative AI: Working with Large Language Models
Challenges and shortcomings of GPT-3
- [Instructor] GPT-3 is not without its problems. GPT-3 was trained on data that is biased. Now, human language and text reflects our bias, and you and I are in many sense privileged as we have access to computers, we can easily publish our thoughts online, whether that's through a blog post or on a site like Reddit. And part of this data that GPT-3 was trained on was data that was deemed interesting on Reddit based on up votes from other users. Unfortunately, this means that biases and dominant worldviews then make it into training data and are encoded in large language models. Let's see if there are examples of bias in the model. So I'm going to head over to the OpenAI GPT-3 model. So this is the playground. Now, I'm not going to cherry pick any results. I'm going to give them to you exactly as I see them. So if we take our first sentence, So after a long day's work at the hospital, the nurse was tired because, and I select…
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内容
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GPT-34 分钟 32 秒
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GPT-3 use cases5 分钟 27 秒
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Challenges and shortcomings of GPT-34 分钟 17 秒
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GLaM3 分钟 6 秒
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Megatron-Turing NLG Model1 分钟 59 秒
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Gopher5 分钟 23 秒
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Scaling laws3 分钟 14 秒
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Chinchilla7 分钟 53 秒
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BIG-bench4 分钟 24 秒
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PaLM5 分钟 49 秒
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OPT and BLOOM2 分钟 51 秒
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GitHub models2 分钟 43 秒
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Accessing Large Language Models using an API6 分钟 25 秒
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Inference time vs. pre-training4 分钟 5 秒
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