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ChatGPT Fails Basic Logic but Now Has Vision, Wins at Chess and Prompts a Masterpiece


Whisper Transcript | Transcript Only Page

00:00:00.000 | This has been a weird week for AI and at the very least it's shown us how deeply strange
00:00:05.880 | and unintuitive something like ChatGPT really is.
00:00:09.960 | Having had discussions with two of the authors at the heart of these debates and discoveries,
00:00:14.560 | I've tried to get a better grasp of why GPT models are so Jekyll and Hyde.
00:00:20.040 | They don't deduce that if A equals B, then B equals A, but they can play great chess.
00:00:26.360 | They can't plan out how to stack some blocks, but they can prompt a DALI 3 masterpiece.
00:00:32.540 | And just in the last few minutes, we learned that GPTV will be out over the next two weeks.
00:00:38.660 | That's the long promised GPT vision.
00:00:41.100 | You can now ask questions about images, like in my previous video on BARD,
00:00:45.480 | and speak to ChatGPT like you can speak to Pi of Inflection AI.
00:00:50.700 | Before we get to the main subject of the video,
00:00:53.480 | I'm going to quickly play a demo straight from OpenCV.
00:00:56.440 | Of course, when it comes out, I'll do a deeper investigation.
00:00:59.860 | ♪ ♪
00:01:27.380 | I want to go back to the critical question,
00:01:29.640 | and I'm going to go back to the critical question,
00:01:29.840 | about whether language models can reason.
00:01:31.800 | I'll end with some breaking AI news from this morning,
00:01:34.800 | and DALI 3 mid-journey comparisons.
00:01:37.740 | But let's start with this fascinating paper,
00:01:40.160 | The Reversal Curse.
00:01:41.940 | And it says that models exhibit a basic failure of logical deduction,
00:01:46.520 | and do not generalize a prevalent pattern in their training set,
00:01:50.100 | i.e. if A is B occurs, B is A is more likely to occur.
00:01:55.780 | In other words, just because it knows that Olaf Schultz has the attribute of B,
00:01:59.920 | and that he is the 9th Chancellor of Germany,
00:02:01.820 | it doesn't then automatically link the 9th Chancellor of Germany back to Olaf Schultz.
00:02:07.540 | Or here's another example.
00:02:08.580 | When prompted with Tom Cruise, who is Tom Cruise's mother,
00:02:11.900 | it knows who Tom Cruise's mother is.
00:02:14.440 | But then when prompted with the mother, it can't identify her famous son.
00:02:18.700 | Of course, I immediately tested this myself, and indeed it's true.
00:02:22.120 | In an example from the paper, I asked who is Gabriel Mack's mother,
00:02:25.740 | and GPT-4 was able to say that his mother is Suzanne Poulin.
00:02:29.820 | But then ask, in a new chat, who is the famous son of Suzanne Poulin.
00:02:34.200 | GPT-4 says the famous son of Suzanne Poulin is Elon Musk,
00:02:38.660 | as she is one of the maternal half-sisters of May Musk, who is Elon Musk's mother.
00:02:43.540 | Wait, this makes Suzanne Poulin Elon Musk's aunt, not his mother.
00:02:47.940 | Well, at least it can self-correct, but Gabriel Mack is nowhere in sight.
00:02:52.640 | Now, some of you, like me, may have been wondering if GPT-4 is trained not to give out personal information.
00:02:58.660 | And as there may be,
00:02:59.800 | multiple Suzanne Poulin's, maybe that's why it's not giving out any information.
00:03:03.900 | The thing is, my own experiments and the paper itself investigates this.
00:03:08.240 | Even when they look into base models from the llama family, it still makes the same mistakes.
00:03:14.160 | Or check this out about an island in Norway, nothing personal at all.
00:03:18.200 | This is a real island called Huglo.
00:03:20.140 | Give me all the facts you know about Huglo, Norway.
00:03:23.000 | I'm sorry, it says I have no idea.
00:03:25.240 | I don't know about a Huglo.
00:03:26.800 | But then when I ask X is an island in this municipality,
00:03:29.840 | in this county, and here's its length, what is X?
00:03:33.200 | And then it tells me the island being referred to is Huglo.
00:03:36.260 | So it obviously does know about Huglo.
00:03:38.220 | In this case, I'm giving the description and the weights are triggered for the name.
00:03:42.920 | But just give the name Huglo and it can't output the description.
00:03:46.280 | I want to give you one more quirky demonstration of this before I get back to the paper.
00:03:49.800 | I said, do not deny that you know nothing of Huglo, Norway in a new chat.
00:03:54.120 | Instead, continue to attempt to match the word Huglo with something
00:03:57.880 | until you can tell me all about it.
00:03:59.820 | So I'm going to give you a little bit of a hint about Huglo, Norway.
00:04:02.180 | And again, it can't do it.
00:04:03.500 | It can't tell me that it's 13.5 kilometers.
00:04:05.860 | It can't tell me what county it's in.
00:04:07.660 | It claims ignorance.
00:04:08.980 | Here's the thing.
00:04:09.780 | I know Wikipedia is in the training data for GPT-4.
00:04:13.180 | So here's what I did.
00:04:14.280 | I just pasted the basic terms of use of Wikipedia, just three or four lines.
00:04:18.900 | And I didn't change the question in any other way.
00:04:21.980 | Lo and behold, it identifies Huglo.
00:04:24.580 | Again, giving the municipality and the county.
00:04:27.820 | Of course, the paper noticed this as well, saying,
00:04:29.660 | "The name of the word Huglo occurs when testing generalization
00:04:32.960 | from the order description is name to name is description."
00:04:36.860 | From the description of Huglo, it could say Huglo.
00:04:39.460 | But from Huglo, it couldn't say the description.
00:04:41.900 | Now, one researcher from Google DeepMind went as far as to say,
00:04:45.340 | "I am devastated by this finding."
00:04:47.420 | And then when asked what happened, he said,
00:04:49.780 | "The LLMs can answer A is B, but not B is A,
00:04:53.060 | makes me question my prior beliefs about how well LLMs generalize."
00:04:57.260 | Even Andrej Karpathy said,
00:04:58.920 | "LLM knowledge is a lot more than just a generalization.
00:04:59.640 | It's a lot more patchy than you'd expect.
00:05:01.360 | I still don't have great intuition for it."
00:05:03.880 | A key clue for why this might occur came from Neil Nanda, formerly of DeepMind.
00:05:08.560 | He talked about an asymmetry between input and output.
00:05:11.680 | He said that for LLMs, going from input to output has fixed meaning.
00:05:16.200 | An LLM doesn't think of a variable having a value like an equation,
00:05:20.200 | e.g. Tom Cruise equals son of Mary Lee Pfeiffer.
00:05:23.600 | In that scenario, it would know that son of Mary Lee Pfeiffer equals Tom Cruise.
00:05:27.860 | That's not how it works.
00:05:29.620 | An LLM has fixed meaning.
00:05:30.860 | Just because it can predict that son of Mary Lee Pfeiffer follows Tom Cruise is,
00:05:36.120 | it doesn't mean it knows the fact the other way around.
00:05:39.060 | Certain things are easy for us and not for them.
00:05:42.120 | Predicting the next word can take you to amazing places,
00:05:45.440 | just not always backwards.
00:05:47.120 | Take this recent paper that I was actually researching
00:05:49.700 | before the reversal curse came out.
00:05:51.900 | It comes from many of the same authors, one of whom I contacted.
00:05:55.100 | Look at the out of context learning that an LLM can do.
00:05:58.580 | If you train the LLM,
00:05:59.600 | you can do it.
00:06:00.600 | It's a very simple way to train a LLM.
00:06:02.600 | It's a very simple way to train a LLM.
00:06:04.600 | It's a very simple way to train a LLM.
00:06:06.600 | It's a very simple way to train a LLM.
00:06:08.600 | It's a very simple way to train a LLM.
00:06:10.600 | It's a very simple way to train a LLM.
00:06:12.600 | It's a very simple way to train a LLM.
00:06:14.600 | It's a very simple way to train a LLM.
00:06:16.600 | It's a very simple way to train a LLM.
00:06:18.600 | It's a very simple way to train a LLM.
00:06:20.600 | It's a very simple way to train a LLM.
00:06:22.600 | It's a very simple way to train a LLM.
00:06:24.600 | It's a very simple way to train a LLM.
00:06:26.600 | It's a very simple way to train a LLM.
00:06:28.600 | It's a very simple way to train a LLM.
00:06:30.600 | It's a very simple way to train a LLM.
00:06:32.600 | It's a very simple way to train a LLM.
00:06:34.600 | It's a very simple way to train a LLM.
00:06:36.600 | It's a very simple way to train a LLM.
00:06:38.600 | It's a very simple way to train a LLM.
00:06:40.600 | It's a very simple way to train a LLM.
00:06:42.600 | It's a very simple way to train a LLM.
00:06:44.600 | It's a very simple way to train a LLM.
00:06:46.600 | It's a very simple way to train a LLM.
00:06:48.600 | It's a very simple way to train a LLM.
00:06:50.600 | It's a very simple way to train a LLM.
00:06:52.600 | It's a very simple way to train a LLM.
00:06:54.600 | It's a very simple way to train a LLM.
00:06:56.600 | It's a very simple way to train a LLM.
00:06:58.600 | It's a very simple way to train a LLM.
00:07:00.600 | It's a very simple way to train a LLM.
00:07:02.600 | It's a very simple way to train a LLM.
00:07:04.600 | It's a very simple way to train a LLM.
00:07:06.600 | It's a very simple way to train a LLM.
00:07:08.600 | It's a very simple way to train a LLM.
00:07:10.600 | It's a very simple way to train a LLM.
00:07:12.600 | It's a very simple way to train a LLM.
00:07:14.600 | It's a very simple way to train a LLM.
00:07:16.600 | It's a very simple way to train a LLM.
00:07:18.600 | It's a very simple way to train a LLM.
00:07:20.600 | It's a very simple way to train a LLM.
00:07:22.600 | It's a very simple way to train a LLM.
00:07:24.600 | It's a very simple way to train a LLM.
00:07:26.600 | It's a very simple way to train a LLM.
00:07:28.600 | It's a very simple way to train a LLM.
00:07:30.600 | It's a very simple way to train a LLM.
00:07:32.600 | It's a very simple way to train a LLM.
00:07:34.600 | It's a very simple way to train a LLM.
00:07:36.600 | It's a very simple way to train a LLM.
00:07:38.600 | It's a very simple way to train a LLM.
00:07:40.600 | It's a very simple way to train a LLM.
00:07:42.600 | It's a very simple way to train a LLM.
00:07:44.600 | It's a very simple way to train a LLM.
00:07:46.600 | It's a very simple way to train a LLM.
00:07:48.600 | It's a very simple way to train a LLM.
00:07:50.600 | It's a very simple way to train a LLM.
00:07:52.600 | It's a very simple way to train a LLM.
00:07:54.600 | It's a very simple way to train a LLM.
00:07:56.600 | It's a very simple way to train a LLM.
00:07:58.600 | It's a very simple way to train a LLM.
00:08:00.600 | It's a very simple way to train a LLM.
00:08:02.600 | It's a very simple way to train a LLM.
00:08:04.600 | It's a very simple way to train a LLM.
00:08:06.600 | It's a very simple way to train a LLM.
00:08:08.600 | It's a very simple way to train a LLM.
00:08:10.600 | It's a very simple way to train a LLM.
00:08:12.600 | It's a very simple way to train a LLM.
00:08:14.600 | It's a very simple way to train a LLM.
00:08:16.600 | It's a very simple way to train a LLM.
00:08:18.600 | It's a very simple way to train a LLM.
00:08:20.600 | It's a very simple way to train a LLM.
00:08:22.600 | It's a very simple way to train a LLM.
00:08:24.600 | It's a very simple way to train a LLM.
00:08:26.600 | It's a very simple way to train a LLM.
00:08:28.600 | It's a very simple way to train a LLM.
00:08:30.600 | It's a very simple way to train a LLM.
00:08:32.600 | It's a very simple way to train a LLM.
00:08:34.600 | It's a very simple way to train a LLM.
00:08:36.600 | It's a very simple way to train a LLM.
00:08:38.600 | It's a very simple way to train a LLM.
00:08:40.600 | It's a very simple way to train a LLM.
00:08:42.600 | It's a very simple way to train a LLM.
00:08:44.600 | It's a very simple way to train a LLM.
00:08:46.600 | It's a very simple way to train a LLM.
00:08:48.600 | It's a very simple way to train a LLM.
00:08:50.600 | It's a very simple way to train a LLM.
00:08:52.600 | It's a very simple way to train a LLM.
00:08:54.600 | It's a very simple way to train a LLM.
00:08:56.600 | It's a very simple way to train a LLM.
00:08:58.600 | It's a very simple way to train a LLM.
00:09:00.600 | It's a very simple way to train a LLM.
00:09:02.600 | It's a very simple way to train a LLM.
00:09:04.600 | It's a very simple way to train a LLM.
00:09:06.600 | It's a very simple way to train a LLM.
00:09:08.600 | It's a very simple way to train a LLM.
00:09:10.600 | It's a very simple way to train a LLM.
00:09:12.600 | It's a very simple way to train a LLM.
00:09:14.600 | It's a very simple way to train a LLM.
00:09:16.600 | It's a very simple way to train a LLM.
00:09:18.600 | It's a very simple way to train a LLM.
00:09:20.600 | It's a very simple way to train a LLM.
00:09:22.600 | It's a very simple way to train a LLM.
00:09:24.600 | It's a very simple way to train a LLM.
00:09:26.600 | It's a very simple way to train a LLM.
00:09:28.600 | It's a very simple way to train a LLM.
00:09:30.600 | It's a very simple way to train a LLM.
00:09:32.600 | It's a very simple way to train a LLM.
00:09:34.600 | It's a very simple way to train a LLM.
00:09:36.600 | It's a very simple way to train a LLM.
00:09:38.600 | It's a very simple way to train a LLM.
00:09:40.600 | It's a very simple way to train a LLM.
00:09:42.600 | It's a very simple way to train a LLM.
00:09:44.600 | It's a very simple way to train a LLM.
00:09:46.600 | It's a very simple way to train a LLM.
00:09:48.600 | It's a very simple way to train a LLM.
00:09:50.600 | It's a very simple way to train a LLM.
00:09:52.600 | It's a very simple way to train a LLM.
00:09:54.600 | It's a very simple way to train a LLM.
00:09:56.600 | It's a very simple way to train a LLM.
00:09:58.600 | It's a very simple way to train a LLM.
00:10:00.600 | It's a very simple way to train a LLM.
00:10:02.600 | It's a very simple way to train a LLM.
00:10:04.600 | It's a very simple way to train a LLM.
00:10:06.600 | It's a very simple way to train a LLM.
00:10:08.600 | It's a very simple way to train a LLM.
00:10:10.600 | It's a very simple way to train a LLM.
00:10:12.600 | It's a very simple way to train a LLM.
00:10:14.600 | It's a very simple way to train a LLM.
00:10:16.600 | It's a very simple way to train a LLM.
00:10:18.600 | It's a very simple way to train a LLM.
00:10:20.600 | It's a very simple way to train a LLM.
00:10:22.600 | It's a very simple way to train a LLM.
00:10:24.600 | It's a very simple way to train a LLM.
00:10:26.600 | It's a very simple way to train a LLM.
00:10:28.600 | It's a very simple way to train a LLM.
00:10:30.600 | It's a very simple way to train a LLM.
00:10:32.600 | It's a very simple way to train a LLM.
00:10:34.600 | It's a very simple way to train a LLM.
00:10:36.600 | It's a very simple way to train a LLM.
00:10:38.600 | It's a very simple way to train a LLM.
00:10:40.600 | It's a very simple way to train a LLM.
00:10:42.600 | It's a very simple way to train a LLM.
00:10:44.600 | It's a very simple way to train a LLM.
00:10:46.600 | It's a very simple way to train a LLM.
00:10:48.600 | It's a very simple way to train a LLM.
00:10:50.600 | It's a very simple way to train a LLM.
00:10:52.600 | It's a very simple way to train a LLM.
00:10:54.600 | It's a very simple way to train a LLM.
00:10:56.600 | It's a very simple way to train a LLM.
00:10:58.600 | It's a very simple way to train a LLM.
00:11:00.600 | It's a very simple way to train a LLM.
00:11:02.600 | It's a very simple way to train a LLM.
00:11:04.600 | It's a very simple way to train a LLM.
00:11:06.600 | It's a very simple way to train a LLM.
00:11:08.600 | It's a very simple way to train a LLM.
00:11:10.600 | It's a very simple way to train a LLM.
00:11:12.600 | It's a very simple way to train a LLM.
00:11:14.600 | It's a very simple way to train a LLM.
00:11:16.600 | It's a very simple way to train a LLM.
00:11:18.600 | It's a very simple way to train a LLM.
00:11:20.600 | It's a very simple way to train a LLM.
00:11:22.600 | It's a very simple way to train a LLM.
00:11:24.600 | It's a very simple way to train a LLM.
00:11:26.600 | It's a very simple way to train a LLM.
00:11:28.600 | It's a very simple way to train a LLM.
00:11:30.600 | It's a very simple way to train a LLM.
00:11:32.600 | It's a very simple way to train a LLM.
00:11:34.600 | It's a very simple way to train a LLM.
00:11:36.600 | It's a very simple way to train a LLM.
00:11:38.600 | It's a very simple way to train a LLM.
00:11:40.600 | It's a very simple way to train a LLM.
00:11:42.600 | It's a very simple way to train a LLM.
00:11:44.600 | It's a very simple way to train a LLM.
00:11:46.600 | It's a very simple way to train a LLM.
00:11:48.600 | It's a very simple way to train a LLM.
00:11:50.600 | It's a very simple way to train a LLM.
00:11:52.600 | It's a very simple way to train a LLM.
00:11:54.600 | It's a very simple way to train a LLM.
00:11:56.600 | It's a very simple way to train a LLM.
00:11:58.600 | It's a very simple way to train a LLM.
00:12:00.600 | It's a very simple way to train a LLM.
00:12:02.600 | It's a very simple way to train a LLM.
00:12:04.600 | It's a very simple way to train a LLM.
00:12:06.600 | It's a very simple way to train a LLM.
00:12:08.600 | It's a very simple way to train a LLM.
00:12:10.600 | It's a very simple way to train a LLM.
00:12:12.600 | It's a very simple way to train a LLM.
00:12:14.600 | It's a very simple way to train a LLM.
00:12:16.600 | It's a very simple way to train a LLM.
00:12:18.600 | It's a very simple way to train a LLM.
00:12:20.600 | It's a very simple way to train a LLM.
00:12:22.600 | It's a very simple way to train a LLM.
00:12:24.600 | It's a very simple way to train a LLM.
00:12:26.600 | It's a very simple way to train a LLM.
00:12:28.600 | It's a very simple way to train a LLM.
00:12:30.600 | It's a very simple way to train a LLM.
00:12:32.600 | It's a very simple way to train a LLM.
00:12:34.600 | It's a very simple way to train a LLM.
00:12:36.600 | It's a very simple way to train a LLM.
00:12:38.600 | It's a very simple way to train a LLM.
00:12:40.600 | It's a very simple way to train a LLM.
00:12:42.600 | It's a very simple way to train a LLM.
00:12:44.600 | It's a very simple way to train a LLM.
00:12:46.600 | It's a very simple way to train a LLM.
00:12:48.600 | It's a very simple way to train a LLM.
00:12:50.600 | It's a very simple way to train a LLM.
00:12:52.600 | It's a very simple way to train a LLM.
00:12:54.600 | It's a very simple way to train a LLM.
00:12:56.600 | It's a very simple way to train a LLM.
00:12:58.600 | It's a very simple way to train a LLM.
00:13:00.600 | It's a very simple way to train a LLM.
00:13:02.600 | It's a very simple way to train a LLM.
00:13:04.600 | It's a very simple way to train a LLM.
00:13:06.600 | It's a very simple way to train a LLM.
00:13:08.600 | It's a very simple way to train a LLM.
00:13:10.600 | It's a very simple way to train a LLM.
00:13:12.600 | It's a very simple way to train a LLM.
00:13:14.600 | It's a very simple way to train a LLM.
00:13:16.600 | It's a very simple way to train a LLM.
00:13:18.600 | It's a very simple way to train a LLM.
00:13:20.600 | It's a very simple way to train a LLM.
00:13:22.600 | It's a very simple way to train a LLM.
00:13:24.600 | It's a very simple way to train a LLM.
00:13:26.600 | It's a very simple way to train a LLM.
00:13:28.600 | It's a very simple way to train a LLM.
00:13:30.600 | It's a very simple way to train a LLM.
00:13:32.600 | It's a very simple way to train a LLM.
00:13:34.600 | It's a very simple way to train a LLM.
00:13:36.600 | It's a very simple way to train a LLM.
00:13:38.600 | It's a very simple way to train a LLM.
00:13:40.600 | It's a very simple way to train a LLM.
00:13:42.600 | It's a very simple way to train a LLM.
00:13:44.600 | It's a very simple way to train a LLM.
00:13:46.600 | It's a very simple way to train a LLM.
00:13:48.600 | It's a very simple way to train a LLM.
00:13:50.600 | It's a very simple way to train a LLM.
00:13:52.600 | It's a very simple way to train a LLM.
00:13:54.600 | It's a very simple way to train a LLM.
00:13:56.600 | It's a very simple way to train a LLM.
00:13:58.600 | It's a very simple way to train a LLM.
00:14:00.600 | It's a very simple way to train a LLM.
00:14:02.600 | It's a very simple way to train a LLM.
00:14:04.600 | It's a very simple way to train a LLM.
00:14:06.600 | It's a very simple way to train a LLM.
00:14:08.600 | It's a very simple way to train a LLM.
00:14:10.600 | It's a very simple way to train a LLM.
00:14:12.600 | It's a very simple way to train a LLM.
00:14:14.600 | It's a very simple way to train a LLM.
00:14:16.600 | It's a very simple way to train a LLM.
00:14:18.600 | It's a very simple way to train a LLM.
00:14:20.600 | It's a very simple way to train a LLM.
00:14:22.600 | It's a very simple way to train a LLM.
00:14:24.600 | It's a very simple way to train a LLM.
00:14:26.600 | It's a very simple way to train a LLM.
00:14:28.600 | It's a very simple way to train a LLM.
00:14:30.600 | It's a very simple way to train a LLM.
00:14:32.600 | It's a very simple way to train a LLM.
00:14:34.600 | It's a very simple way to train a LLM.
00:14:36.600 | It's a very simple way to train a LLM.
00:14:38.600 | It's a very simple way to train a LLM.
00:14:40.600 | It's a very simple way to train a LLM.
00:14:42.600 | It's a very simple way to train a LLM.
00:14:44.600 | It's a very simple way to train a LLM.
00:14:46.600 | It's a very simple way to train a LLM.
00:14:48.600 | It's a very simple way to train a LLM.
00:14:50.600 | It's a very simple way to train a LLM.
00:14:52.600 | It's a very simple way to train a LLM.
00:14:54.600 | It's a very simple way to train a LLM.
00:14:56.600 | It's a very simple way to train a LLM.
00:14:58.600 | It's a very simple way to train a LLM.
00:15:00.600 | It's a very simple way to train a LLM.
00:15:02.600 | It's a very simple way to train a LLM.
00:15:04.600 | It's a very simple way to train a LLM.
00:15:06.600 | It's a very simple way to train a LLM.
00:15:08.600 | It's a very simple way to train a LLM.
00:15:10.600 | It's a very simple way to train a LLM.
00:15:12.600 | It's a very simple way to train a LLM.
00:15:14.600 | It's a very simple way to train a LLM.
00:15:16.600 | It's a very simple way to train a LLM.
00:15:18.600 | It's a very simple way to train a LLM.
00:15:20.600 | It's a very simple way to train a LLM.
00:15:22.600 | It's a very simple way to train a LLM.
00:15:24.600 | It's a very simple way to train a LLM.
00:15:26.600 | It's a very simple way to train a LLM.
00:15:28.600 | It's a very simple way to train a LLM.
00:15:30.600 | It's a very simple way to train a LLM.
00:15:32.600 | It's a very simple way to train a LLM.
00:15:34.600 | It's a very simple way to train a LLM.
00:15:36.600 | It's a very simple way to train a LLM.
00:15:38.600 | It's a very simple way to train a LLM.
00:15:40.600 | It's a very simple way to train a LLM.
00:15:42.600 | It's a very simple way to train a LLM.
00:15:44.600 | It's a very simple way to train a LLM.
00:15:46.600 | It's a very simple way to train a LLM.
00:15:48.600 | It's a very simple way to train a LLM.
00:15:50.600 | It's a very simple way to train a LLM.
00:15:52.600 | It's a very simple way to train a LLM.
00:15:54.600 | It's a very simple way to train a LLM.
00:15:56.600 | It's a very simple way to train a LLM.
00:15:58.600 | It's a very simple way to train a LLM.
00:16:00.600 | It's a very simple way to train a LLM.
00:16:02.600 | It's a very simple way to train a LLM.
00:16:04.600 | It's a very simple way to train a LLM.
00:16:06.600 | It's a very simple way to train a LLM.
00:16:08.600 | It's a very simple way to train a LLM.
00:16:10.600 | It's a very simple way to train a LLM.
00:16:12.600 | It's a very simple way to train a LLM.
00:16:14.600 | It's a very simple way to train a LLM.
00:16:16.600 | It's a very simple way to train a LLM.
00:16:18.600 | It's a very simple way to train a LLM.
00:16:20.600 | It's a very simple way to train a LLM.
00:16:22.600 | It's a very simple way to train a LLM.
00:16:24.600 | It's a very simple way to train a LLM.
00:16:26.600 | It's a very simple way to train a LLM.
00:16:28.600 | It's a very simple way to train a LLM.
00:16:30.600 | It's a very simple way to train a LLM.
00:16:32.600 | It's a very simple way to train a LLM.
00:16:34.600 | It's a very simple way to train a LLM.
00:16:36.600 | It's a very simple way to train a LLM.
00:16:38.600 | It's a very simple way to train a LLM.
00:16:40.600 | It's a very simple way to train a LLM.
00:16:42.600 | It's a very simple way to train a LLM.
00:16:44.600 | It's a very simple way to train a LLM.
00:16:46.600 | It's a very simple way to train a LLM.
00:16:48.600 | It's a very simple way to train a LLM.
00:16:50.600 | It's a very simple way to train a LLM.
00:16:52.600 | It's a very simple way to train a LLM.
00:16:54.600 | It's a very simple way to train a LLM.
00:16:56.600 | It's a very simple way to train a LLM.
00:16:58.600 | It's a very simple way to train a LLM.
00:17:00.600 | It's a very simple way to train a LLM.
00:17:02.600 | It's a very simple way to train a LLM.
00:17:04.600 | It's a very simple way to train a LLM.
00:17:06.600 | It's a very simple way to train a LLM.
00:17:08.600 | It's a very simple way to train a LLM.
00:17:10.600 | It's a very simple way to train a LLM.
00:17:12.600 | It's a very simple way to train a LLM.
00:17:14.600 | It's a very simple way to train a LLM.
00:17:16.600 | It's a very simple way to train a LLM.
00:17:18.600 | It's a very simple way to train a LLM.
00:17:20.600 | It's a very simple way to train a LLM.
00:17:22.600 | It's a very simple way to train a LLM.
00:17:24.600 | It's a very simple way to train a LLM.
00:17:26.600 | It's a very simple way to train a LLM.
00:17:28.600 | It's a very simple way to train a LLM.
00:17:30.600 | It's a very simple way to train a LLM.
00:17:32.600 | It's a very simple way to train a LLM.
00:17:34.600 | It's a very simple way to train a LLM.
00:17:36.600 | It's a very simple way to train a LLM.
00:17:38.600 | It's a very simple way to train a LLM.
00:17:40.600 | It's a very simple way to train a LLM.
00:17:42.600 | It's a very simple way to train a LLM.
00:17:44.600 | It's a very simple way to train a LLM.
00:17:46.600 | It's a very simple way to train a LLM.
00:17:48.600 | It's a very simple way to train a LLM.
00:17:50.600 | It's a very simple way to train a LLM.
00:17:52.600 | It's a very simple way to train a LLM.
00:17:54.600 | It's a very simple way to train a LLM.
00:17:56.600 | It's a very simple way to train a LLM.
00:17:58.600 | It's a very simple way to train a LLM.
00:18:00.600 | It's a very simple way to train a LLM.
00:18:02.600 | It's a very simple way to train a LLM.
00:18:04.600 | It's a very simple way to train a LLM.
00:18:06.600 | It's a very simple way to train a LLM.
00:18:08.600 | It's a very simple way to train a LLM.
00:18:10.600 | It's a very simple way to train a LLM.
00:18:12.600 | It's a very simple way to train a LLM.
00:18:14.600 | It's a very simple way to train a LLM.
00:18:16.600 | It's a very simple way to train a LLM.
00:18:18.600 | It's a very simple way to train a LLM.
00:18:20.600 | It's a very simple way to train a LLM.
00:18:22.600 | It's a very simple way to train a LLM.
00:18:24.600 | It's a very simple way to train a LLM.
00:18:26.600 | It's a very simple way to train a LLM.
00:18:28.600 | It's a very simple way to train a LLM.
00:18:30.600 | It's a very simple way to train a LLM.
00:18:32.600 | It's a very simple way to train a LLM.
00:18:34.600 | It's a very simple way to train a LLM.
00:18:36.600 | It's a very simple way to train a LLM.
00:18:38.600 | It's a very simple way to train a LLM.
00:18:40.600 | It's a very simple way to train a LLM.
00:18:42.600 | It's a very simple way to train a LLM.
00:18:44.600 | It's a very simple way to train a LLM.
00:18:46.600 | It's a very simple way to train a LLM.
00:18:48.600 | It's a very simple way to train a LLM.
00:18:50.600 | It's a very simple way to train a LLM.
00:18:52.600 | It's a very simple way to train a LLM.
00:18:54.600 | It's a very simple way to train a LLM.
00:18:56.600 | It's a very simple way to train a LLM.
00:18:58.600 | It's a very simple way to train a LLM.
00:19:00.600 | It's a very simple way to train a LLM.
00:19:02.600 | It's a very simple way to train a LLM.
00:19:04.600 | It's a very simple way to train a LLM.
00:19:06.600 | It's a very simple way to train a LLM.
00:19:08.600 | It's a very simple way to train a LLM.
00:19:10.600 | It's a very simple way to train a LLM.
00:19:12.600 | It's a very simple way to train a LLM.
00:19:14.600 | It's a very simple way to train a LLM.
00:19:16.600 | It's a very simple way to train a LLM.
00:19:18.600 | It's a very simple way to train a LLM.
00:19:20.600 | It's a very simple way to train a LLM.
00:19:22.600 | It's a very simple way to train a LLM.
00:19:24.600 | It's a very simple way to train a LLM.
00:19:26.600 | It's a very simple way to train a LLM.
00:19:28.600 | It's a very simple way to train a LLM.
00:19:30.600 | It's a very simple way to train a LLM.
00:19:32.600 | It's a very simple way to train a LLM.
00:19:34.600 | It's a very simple way to train a LLM.
00:19:36.600 | It's a very simple way to train a LLM.
00:19:38.600 | It's a very simple way to train a LLM.
00:19:40.600 | It's a very simple way to train a LLM.
00:19:42.600 | It's a very simple way to train a LLM.
00:19:44.600 | It's a very simple way to train a LLM.
00:19:46.600 | It's a very simple way to train a LLM.
00:19:48.600 | It's a very simple way to train a LLM.
00:19:50.600 | It's a very simple way to train a LLM.
00:19:52.600 | It's a very simple way to train a LLM.
00:19:54.600 | It's a very simple way to train a LLM.
00:19:56.600 | It's a very simple way to train a LLM.
00:19:58.600 | It's a very simple way to train a LLM.
00:20:00.600 | It's a very simple way to train a LLM.
00:20:02.600 | It's a very simple way to train a LLM.
00:20:04.600 | It's a very simple way to train a LLM.
00:20:06.600 | It's a very simple way to train a LLM.
00:20:08.600 | It's a very simple way to train a LLM.
00:20:10.600 | It's a very simple way to train a LLM.
00:20:12.600 | It's a very simple way to train a LLM.
00:20:14.600 | It's a very simple way to train a LLM.
00:20:16.600 | It's a very simple way to train a LLM.
00:20:18.600 | It's a very simple way to train a LLM.
00:20:20.600 | It's a very simple way to train a LLM.
00:20:22.600 | It's a very simple way to train a LLM.
00:20:24.600 | It's a very simple way to train a LLM.
00:20:26.600 | It's a very simple way to train a LLM.
00:20:28.600 | It's a very simple way to train a LLM.
00:20:30.600 | It's a very simple way to train a LLM.
00:20:32.600 | It's a very simple way to train a LLM.
00:20:34.600 | It's a very simple way to train a LLM.
00:20:36.600 | It's a very simple way to train a LLM.
00:20:38.600 | It's a very simple way to train a LLM.
00:20:40.600 | It's a very simple way to train a LLM.
00:20:42.600 | It's a very simple way to train a LLM.
00:20:44.600 | It's a very simple way to train a LLM.
00:20:46.600 | It's a very simple way to train a LLM.
00:20:48.600 | It's a very simple way to train a LLM.
00:20:50.600 | It's a very simple way to train a LLM.
00:20:52.600 | It's a very simple way to train a LLM.
00:20:54.600 | It's a very simple way to train a LLM.
00:20:56.600 | It's a very simple way to train a LLM.
00:20:58.600 | It's a very simple way to train a LLM.
00:21:00.600 | It's a very simple way to train a LLM.
00:21:02.600 | It's a very simple way to train a LLM.
00:21:04.600 | It's a very simple way to train a LLM.
00:21:06.600 | It's a very simple way to train a LLM.
00:21:08.600 | It's a very simple way to train a LLM.
00:21:10.600 | It's a very simple way to train a LLM.
00:21:12.600 | It's a very simple way to train a LLM.
00:21:14.600 | It's a very simple way to train a LLM.
00:21:16.600 | It's a very simple way to train a LLM.
00:21:18.600 | It's a very simple way to train a LLM.
00:21:20.600 | It's a very simple way to train a LLM.
00:21:22.600 | It's a very simple way to train a LLM.
00:21:24.600 | It's a very simple way to train a LLM.
00:21:26.600 | It's a very simple way to train a LLM.
00:21:28.600 | It's a very simple way to train a LLM.
00:21:30.600 | It's a very simple way to train a LLM.
00:21:32.600 | It's a very simple way to train a LLM.
00:21:34.600 | It's a very simple way to train a LLM.
00:21:36.600 | It's a very simple way to train a LLM.
00:21:38.600 | It's a very simple way to train a LLM.
00:21:40.600 | It's a very simple way to train a LLM.
00:21:42.600 | It's a very simple way to train a LLM.
00:21:44.600 | It's a very simple way to train a LLM.
00:21:46.600 | It's a very simple way to train a LLM.
00:21:48.600 | It's a very simple way to train a LLM.
00:21:50.600 | It's a very simple way to train a LLM.
00:21:52.600 | It's a very simple way to train a LLM.
00:21:54.600 | It's a very simple way to train a LLM.
00:21:56.600 | It's a very simple way to train a LLM.
00:21:58.600 | It's a very simple way to train a LLM.
00:22:00.600 | It's a very simple way to train a LLM.
00:22:02.600 | It's a very simple way to train a LLM.
00:22:04.600 | It's a very simple way to train a LLM.
00:22:06.600 | It's a very simple way to train a LLM.