All language subtitles for 01 - What is reasoning in LLM

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Would you like to inspect the original subtitles? These are the user uploaded subtitles that are being translated: 1 00:00:00,005 --> 00:00:03,001 - [Narrator] Remember the definition of agent AI? 2 00:00:03,001 --> 00:00:05,000 It is automation of AI 3 00:00:05,000 --> 00:00:08,006 using the reasoning power of large language models. 4 00:00:08,006 --> 00:00:14,001 What does reasoning in LLMs mean? Let's find out. 5 00:00:14,001 --> 00:00:16,003 LLMs are summarizing texts 6 00:00:16,003 --> 00:00:18,008 and writing marketing copy for us. 7 00:00:18,008 --> 00:00:22,003 They chat with us for customer support or legion. 8 00:00:22,003 --> 00:00:24,005 Are these LLMs reasoning? 9 00:00:24,005 --> 00:00:27,009 No, they're not reasoning in these examples. 10 00:00:27,009 --> 00:00:29,009 What is reasoning? 11 00:00:29,009 --> 00:00:34,005 Write your thoughts on what is reasoning on a notepad. 12 00:00:34,005 --> 00:00:37,006 Reasoning is the ability of the LLM 13 00:00:37,006 --> 00:00:39,009 to make decisions like a human 14 00:00:39,009 --> 00:00:43,001 in the absence of the human. 15 00:00:43,001 --> 00:00:45,007 When we chat with an intelligent chatbot, 16 00:00:45,007 --> 00:00:49,006 is the chatbot learning live from our conversations? 17 00:00:49,006 --> 00:00:52,008 When you ask a chatbot about a product or country, 18 00:00:52,008 --> 00:00:56,007 it might give incorrect answers sometimes. 19 00:00:56,007 --> 00:00:59,006 When you chat back saying that is not right, 20 00:00:59,006 --> 00:01:04,001 it will apologize and try to get you another answer, 21 00:01:04,001 --> 00:01:08,007 but the chatbot does not learn from the past mistakes. 22 00:01:08,007 --> 00:01:10,005 Do you know why an intelligent chatbot 23 00:01:10,005 --> 00:01:12,003 cannot learn from its mistakes 24 00:01:12,003 --> 00:01:14,009 even if it apologizes in the chat? 25 00:01:14,009 --> 00:01:17,006 Write your thoughts in your notepad. 26 00:01:17,006 --> 00:01:20,005 The chatbot is not learning from its mistakes 27 00:01:20,005 --> 00:01:24,003 because it is built upon an LLM model that is not changing. 28 00:01:24,003 --> 00:01:27,008 When you chat with the chatbot, the model is fixed 29 00:01:27,008 --> 00:01:31,007 and the chatbot is an application built on top of it. 30 00:01:31,007 --> 00:01:35,004 One of the abilities of making a LLM do reasoning 31 00:01:35,004 --> 00:01:38,005 is by building agent AI 32 00:01:38,005 --> 00:01:41,002 and giving it the ability to reason 33 00:01:41,002 --> 00:01:43,003 and correct its mistakes. 34 00:01:43,003 --> 00:01:46,009 To do this, the agent AI has to access 35 00:01:46,009 --> 00:01:49,003 new data sources and services 36 00:01:49,003 --> 00:01:52,006 and debate or ponder its decisions 37 00:01:52,006 --> 00:01:55,000 to choose the correct course of action. 38 00:01:55,000 --> 00:01:58,003 That is the ability of reasoning. 39 00:01:58,003 --> 00:02:03,000 Next, we'll learn how LLM reasoning can be achieved. 3063

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