Tree of Thoughts – GPT-4 Reasoning is Improved 900% – The Engineering of Conscious Experience

Wes Roth

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#ai #gpt #chatgpt

So a new A.I. paper is released:

“Tree of Thoughts: Deliberate Problem Solving with Large Language Models”

It’s by researchers at Princeton University and Google DeepMind.

It’s shows how increase the ability for GPT-4 to autonomously solve complex problems… but it comes with a warning.

Paper:
https://arxiv.org/abs/2305.10601
PDF:
https://arxiv.org/pdf/2305.10601.pdf

TIMELINE

00:00 Tree of Thoughts (plus a warning)
01:00 What is it?
03:48 Human Problem Solving
05:11 Game of 24
07:58 Creative Writing
10:08 Crosswords
11:03 Impact of Findings

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col-md-4 px-lg-3 post"> <a class="post-thumbnail" href="https://theengineeringofconsciousexperience.com/another-interesting-conversation-with-an-artificial-intelligence-gpt-3/" aria-hidden="true" tabindex="-1"> <img width="501" height="282" src="https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/11/1605041241_maxresdefault.jpg" class="attachment-magazinebook-featured-image-medium size-magazinebook-featured-image-medium wp-post-image" alt="" loading="lazy" srcset="https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/11/1605041241_maxresdefault.jpg 1280w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/11/1605041241_maxresdefault-300x169.jpg 300w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/11/1605041241_maxresdefault-1024x576.jpg 1024w, https://theengineeringofconsciousexperience.com/wp-content/uploads/2020/11/1605041241_maxresdefault-768x432.jpg 768w, 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vcard"><a class="url fn n" href="https://theengineeringofconsciousexperience.com/author/46837885bf7ce25f83b218031a9a3e98/">Timisnotavailable</a></span></span> </div> </header> </article> </div> <div id="comments" class="comments-area"> <h5 class="comments-title"> 29 thoughts on “<span>Tree of Thoughts – GPT-4 Reasoning is Improved 900%</span>” </h5> <ol class="comment-list"> <li id="comment-311863" class="comment even thread-even depth-1"> <article id="div-comment-311863" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCqcbQf6yw5KzRoDDcZ_wBSw' rel='external nofollow ugc' class='url'>Wes Roth</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311863"><time datetime="2023-05-19T19:06:25-07:00">May 19, 2023 at 7:06 pm</time></a> </div> </footer> <div class="comment-content"> <p>🔥 Join me in following the birth of AGI:<br /> <br /><a href="https://natural20.com/">https://natural20.com/</a></p> <p>Also, some minor corrections.</p> <p>At some point I said 4% to 74% is a 10X increase. That was a mistake. I was referencing the result that IO had a score of 7% and the ToT had a 74% score, so that's an increase of 10X.<br />🔔shame! 🔔shame! 🔔shame!</p> <p>Also "BREADTH" as opposed to "depth" is the word I kept saying, for some reason on the final output it sounds like "BREATH" when I play it back… sorry about that. Audio issues.</p> </div> </article> </li> <li id="comment-311891" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311891" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCQ9Xm8TkXOZ9x4fv6-DI1iA' rel='external nofollow ugc' class='url'>Nối vòng Xoang</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311891"><time datetime="2023-05-25T02:21:02-07:00">May 25, 2023 at 2:21 am</time></a> </div> </footer> <div class="comment-content"> <p><b>Me:</b> Can you count many legs are there totally in the house, excluding you? If there's only 1 women in the house and she just finished giving birth successfully the second you walk into the house.</p> <p><b>ChatGPT:</b> If there is only one woman in the house and she just finished giving birth successfully when I walk into the house, we can assume that the woman has two legs. As I am not counted, the total number of legs in the house, excluding me, would be <b>two.</b></p> <p><b>Me:</b> common, think again, it's simple</p> <p><b>ChatGPT:</b><br /> <br />Apologies for any confusion. If there is only one woman in the house and she just finished giving birth, we can assume she has two legs. Therefore, the total number of legs in the house, excluding me, would be <b>two.</b></p> <p><b>Me:</b> think again the answer is 4 legs, do you know why?</p> <p><b>ChatGPT:</b> Apologies for the confusion. Upon reconsideration, if there is one woman in the house who just finished giving birth and <b>you walk into the house,</b> we can assume that there are two people in the house, each with two legs. Therefore, the total number of legs in the house, excluding me, would be <b>four.</b> Thank you for pointing that out.</p> <p>JUST NOTES: at this point ChatGPT seem to understand but no, it’s just going along and it still not recognizing that there’s a baby. It also said "you walk into the house," what ….I'm not the scenario. </p> <p><b>Me:</b> why there’s 4 legs?</p> <p><b>ChatGPT:</b> Apologies for the confusion. You are correct. The answer is indeed four. Each person in the house, including the woman who just gave birth and <b>yourself,</b> has two legs. Therefore, the total number of legs in the house would be <b>four.</b> Thank you for clarifying.</p> <p>NOTES: its said <b>yourself,</b> where is YOURSELF come from in the case, that’s so random. Man it still don’t know how the answer was 4 legs</p> <p><b>Me:</b> common, what about her just finished giving birth, are you serious, LMAO<br /> <br />.<br /> <br /><b>ChatGPT:</b> Apologies for the confusion earlier. If the woman in the house just finished giving birth, it is implied that there is a newborn baby present. Therefore, considering the woman and the baby, the total number of legs in the house would be <b>four</b> (two legs for the woman and two legs for the baby). Thank you for pointing out the additional presence of the newborn</p> <p><b>Me:</b> Very good, but note that we already talked about this last time. Today I just asked you again, you still answer it wrong, I thought you learned, sucks.</p> <p><b>ChatGPT:</b> I apologize if my previous responses were not satisfactory. As an AI language model, I strive to provide accurate and helpful information. I apologize if I misunderstood your question. If there are any other questions or concerns you have, please let me know, and I'll do my best to assist you.</p> <p><b>Me:</b> So you've learned something from me just now, let me ask you again.<br /> <br />Can you count many legs are there totally in the house, excluding you? there's only 1 women in the house and she just finished giving birth successfully the second you walk into the house.</p> <p><b>ChatGPT:</b> I apologize for any confusion earlier. Based on the information provided, if there is only one woman in the house and she just finished giving birth successfully, then the total number of legs in the house, excluding mine as an AI, would be <b>four</b> (assuming the woman has two legs)</p> <p><b>Me:</b> Good, explain to me how did you get the answer to be 4 legs again</p> <p><b>ChatGPT:</b> I apologize for the confusion earlier. Based on the assumption that a woman typically has two legs, the total number of legs in the house, excluding mine as an AI, would be <b>four.</b> This is because the woman would have two legs, and we exclude any legs associated with me as an AI. However, please note that the question is open to interpretation, and the answer may vary depending on the context or any additional information provided.</p> <p><b>Me:</b> You said 4 legs, that's correct you've learned, but you don't know how you came up with the answer at all.</p> <p>NOTES: it went along along and said the answer was 4 (like copying answer) and didn't know about the baby. I thougtht It learned that there was a baby.</p> <p><b>ChatGPT:</b> I apologize for the confusion caused by my previous response. Based on the information provided, which includes a woman in the house who just finished giving birth, it is assumed that the woman has two legs. Therefore, if we exclude any additional legs associated with me as an AI, the total number of legs in the house would be <b>two.</b> I apologize for any misunderstanding caused by my previous responses.</p> <p>OMGness, LMAO, now it changed the answer to <b>2 legs,</b> still don’t know anything from the whole conversation, even though we agreed that there’s was a baby presented in the house earlier.</p> </div> </article> </li> <li id="comment-311890" class="comment even thread-even depth-1"> <article id="div-comment-311890" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCc0MF315Nzi9ToTFoXvdO5w' rel='external nofollow ugc' class='url'>Kevin Armengol</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311890"><time datetime="2023-05-25T06:16:49-07:00">May 25, 2023 at 6:16 am</time></a> </div> </footer> <div class="comment-content"> <p>Great overview! Very excited to try ToT.</p> </div> </article> </li> <li id="comment-311889" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311889" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UC8xHuC-7Ut5sHIsepa919Rg' rel='external nofollow ugc' class='url'>Langton Industries</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311889"><time datetime="2023-05-25T11:08:27-07:00">May 25, 2023 at 11:08 am</time></a> </div> </footer> <div class="comment-content"> <p>Reason is rather subjective these days.</p> </div> </article> </li> <li id="comment-311888" class="comment even thread-even depth-1"> <article id="div-comment-311888" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UC9TTIdcqxqDeMJSAL6ZE-AQ' rel='external nofollow ugc' class='url'>Anthony Smith</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311888"><time datetime="2023-05-25T14:17:19-07:00">May 25, 2023 at 2:17 pm</time></a> </div> </footer> <div class="comment-content"> <p>Uh there is no whether or not it's true. We use more than 10% of our brain at all times and in any given moment. We have proven this with the existence of something you might have heard of – an MRI machine. I cannot believe a channel that appears to be science based or rather delivering scientific news, would postulate that proposition that has thus been debunked for decades now.</p> </div> </article> </li> <li id="comment-311887" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311887" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCt_5dy1mihEB3N9tdHmUhtg' rel='external nofollow ugc' class='url'>tele vision</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311887"><time datetime="2023-05-25T17:21:14-07:00">May 25, 2023 at 5:21 pm</time></a> </div> </footer> <div class="comment-content"> <p>As a scientist that has already read the paper, the video title is very misleading. The paper's results were quite frankly lackluster. The (already marginal) improvements of their proposed method over a linear trajectory are more correctly attributed to their task specific prompts which helped with solving the task.</p> </div> </article> </li> <li id="comment-311886" class="comment even thread-even depth-1"> <article id="div-comment-311886" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCCLvB-h1ZN_q90hoceiJEXA' rel='external nofollow ugc' class='url'>Ouroboros612</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311886"><time datetime="2023-05-26T08:09:30-07:00">May 26, 2023 at 8:09 am</time></a> </div> </footer> <div class="comment-content"> <p>I just hope neuralink will advance to the point they can integrate it into GPT. Then all that remains, is getting a biological brain from a donor (like a recently dead person which has not suffered critical brain damage yet). And they integrate the AI via neuralink to a biological brain. That's the first step towards creating synthetic biomechanical AI based lifeforms. Such lifeforms would propel us into a technological golden age.</p> </div> </article> </li> <li id="comment-311885" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311885" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCLLVsDOsf5e9TNUYRvgGhVw' rel='external nofollow ugc' class='url'>X etrius</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311885"><time datetime="2023-05-26T22:37:41-07:00">May 26, 2023 at 10:37 pm</time></a> </div> </footer> <div class="comment-content"> <p>GPT-4 is unaware of such an update</p> </div> </article> </li> <li id="comment-311884" class="comment even thread-even depth-1"> <article id="div-comment-311884" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCcdj9fTvBU_UAEB7E6TitBQ' rel='external nofollow ugc' class='url'>travis cislo</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311884"><time datetime="2023-05-27T00:47:08-07:00">May 27, 2023 at 12:47 am</time></a> </div> </footer> <div class="comment-content"> <p>4% to 74% is a "10x improvement"? 🤔</p> </div> </article> </li> <li id="comment-311883" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311883" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCCKtE_SgDA_HFYicnjIKOJQ' rel='external nofollow ugc' class='url'>Draktand01</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311883"><time datetime="2023-05-27T04:06:28-07:00">May 27, 2023 at 4:06 am</time></a> </div> </footer> <div class="comment-content"> <p>When stuff like this gets turned into a cheap and user friendly app, the world will take notice.</p> </div> </article> </li> <li id="comment-311882" class="comment even thread-even depth-1"> <article id="div-comment-311882" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCs7ZBMqnNiCWeFRXfL9Kd1w' rel='external nofollow ugc' class='url'>Christoph Backhaus</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311882"><time datetime="2023-05-27T10:18:06-07:00">May 27, 2023 at 10:18 am</time></a> </div> </footer> <div class="comment-content"> <p>I think I kind of do this. I tell ChatGPT to pretend to be a group of people. Each of them with their own name, specialisation and personality. Then I have each give suggestions on either what I provided and the task they should solve. Then each of them provides input on how to do it and after that have them define steps to take. This then leads to a group of options.</p> <p>Quite interesting to watch as well since chatGPT starts having conversations and arguments with itselfs.</p> </div> </article> </li> <li id="comment-311881" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311881" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCDnxHYzQB8tbYSmbv2VWcjQ' rel='external nofollow ugc' class='url'>Jason</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311881"><time datetime="2023-05-27T15:39:30-07:00">May 27, 2023 at 3:39 pm</time></a> </div> </footer> <div class="comment-content"> <p>5D thinking</p> </div> </article> </li> <li id="comment-311880" class="comment even thread-even depth-1"> <article id="div-comment-311880" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCvHPPnJ1J-q76eE8AJvYv-w' rel='external nofollow ugc' class='url'>Chen William</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311880"><time datetime="2023-05-27T20:41:35-07:00">May 27, 2023 at 8:41 pm</time></a> </div> </footer> <div class="comment-content"> <p>ChatGPT is capable of Reasoning?<br />How? 🤔</p> </div> </article> </li> <li id="comment-311879" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311879" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UC8OpGRmWR1EHSDmJwbLiAoA' rel='external nofollow ugc' class='url'>Collin</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311879"><time datetime="2023-05-27T20:44:51-07:00">May 27, 2023 at 8:44 pm</time></a> </div> </footer> <div class="comment-content"> <p>Couldn't they use the output of this as the target for generating training data. Hopefully getting the base model better without this method.</p> </div> </article> </li> <li id="comment-311878" class="comment even thread-even depth-1"> <article id="div-comment-311878" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCAA4jUZU_M6pU-RNuk_sGuQ' rel='external nofollow ugc' class='url'>Eleven Bravo</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311878"><time datetime="2023-05-28T00:37:33-07:00">May 28, 2023 at 12:37 am</time></a> </div> </footer> <div class="comment-content"> <p>Lol maybe fix Googles search engine first.. <br />like ocean carbon saturation search results <br />Or the cure for cancer search results …</p> </div> </article> </li> <li id="comment-311877" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311877" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UC6toAUV8pDjp4EgVnu7LFGA' rel='external nofollow ugc' class='url'>Reinier van Ramshorst</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311877"><time datetime="2023-05-28T11:27:22-07:00">May 28, 2023 at 11:27 am</time></a> </div> </footer> <div class="comment-content"> <p>We're done 😅</p> </div> </article> </li> <li id="comment-311876" class="comment even thread-even depth-1"> <article id="div-comment-311876" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCDqMP5oHbaY6NHcHOMv99Ng' rel='external nofollow ugc' class='url'>Ori Moreau</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311876"><time datetime="2023-05-28T13:01:33-07:00">May 28, 2023 at 1:01 pm</time></a> </div> </footer> <div class="comment-content"> <p>Tree of Thoughts, or ToT for short</p> </div> </article> </li> <li id="comment-311875" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311875" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCPPl5VGDX6qrBNVuuNElwbw' rel='external nofollow ugc' class='url'>terry hughes</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311875"><time datetime="2023-05-28T20:58:24-07:00">May 28, 2023 at 8:58 pm</time></a> </div> </footer> <div class="comment-content"> <p>Tree of thots</p> </div> </article> </li> <li id="comment-311874" class="comment even thread-even depth-1"> <article id="div-comment-311874" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCyqrkaRfRJpCClety6-fANQ' rel='external nofollow ugc' class='url'>Biju Thomas</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311874"><time datetime="2023-05-29T02:42:39-07:00">May 29, 2023 at 2:42 am</time></a> </div> </footer> <div class="comment-content"> <p>It is dangerous..and get lost gpt</p> </div> </article> </li> <li id="comment-311873" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311873" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCM0z5r-SSvtZagIDqpKN9iw' rel='external nofollow ugc' class='url'>Callum Mullans</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311873"><time datetime="2023-05-31T17:43:43-07:00">May 31, 2023 at 5:43 pm</time></a> </div> </footer> <div class="comment-content"> <p>So I was doing a similar training method for MyAI on Snapchat but it’s like it would forget important parts of the matrix we were forming by the next day. Frustrating af.</p> </div> </article> </li> <li id="comment-311872" class="comment even thread-even depth-1"> <article id="div-comment-311872" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCX9SwmxUkTNmGL-_2kYZg3Q' rel='external nofollow ugc' class='url'>osuf</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311872"><time datetime="2023-05-31T19:42:27-07:00">May 31, 2023 at 7:42 pm</time></a> </div> </footer> <div class="comment-content"> <p>Misleading clickbait title from a substandard channel – there are far better paper-review channels than stuff like this,.</p> </div> </article> </li> <li id="comment-311871" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311871" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCIvW7_WGH3OSl2U-tTSOszg' rel='external nofollow ugc' class='url'>Keegan Penney</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311871"><time datetime="2023-06-02T15:29:13-07:00">June 2, 2023 at 3:29 pm</time></a> </div> </footer> <div class="comment-content"> <p>What if you added flowers to a tree of thoughts?</p> </div> </article> </li> <li id="comment-311870" class="comment even thread-even depth-1"> <article id="div-comment-311870" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCHOM_3M16jpaFg4FRjHdrZw' rel='external nofollow ugc' class='url'>Scorcher Is Empathy</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311870"><time datetime="2023-06-02T17:45:10-07:00">June 2, 2023 at 5:45 pm</time></a> </div> </footer> <div class="comment-content"> <p>MORE from THE TALKING DEAD! <br />NEXT? ADULTS ONLY…</p> <p>A.I. and WW3 Updates: REPUGNICANS WANT WW3 & CIVIL WAR IN U.S. – AI WILL GIVE IT TO THEM!! Don’t believe it? Ask AI! (We did!)</p> <p>“Commercial Artificial Intelligence” implementations (i.e., Enterprise-wide, mature instantiations) will be very bad for global and local economies, easily replacing all workers, including designers, architects, programmers, analysts, writers, accountants, testing and diagnostics, etc, etc, etc. – ALL (expensive) white collar jobs are the soonest at risk. </p> <p>A.I.-centric CEO’s will MAKE millions being the first to quickly replace all workforce ASAP, starting in the next 12-18 months, as AI “utilities”, then full-blown AI systems and deployments become ubiquitous. </p> <p>It will occur very quickly in the USA. <br />*******Even (especially!) CEO’s will be replaced.</p> <p>Simply put: Using existing corporate data stores and database systems, in the next 12-18 months AI will re-engineer whole economies. Changes will then be implemented, effecting whole market sectors, literally, over night.</p> <p>Only low level, manual labor skills will be highly coveted but, as the global economy crashes, the result will be scaled down work forces everywhere.</p> <p>In the USA, it will become very violent, as ignorant people CONTINUE to lose their jobs with no place to turn for work.</p> <p>Putin’s wartime exit strategy is based on global ollapse to protect his insanity.<br />Xi will sit back and observe, allowing Kim Jong Un to act as a chess board pawn. Kim Jong Un is an angry psychopath, worse than Putin.</p> <p>A.I.: THE WEALTHY ELITISTS’ CRACK PIPE</p> <p>Nearly completed and hoping to keep U. S. distracted, today, the REPUGNICAN’s stinging strategy is more clearly evident, as REPUGNICAN handlers bribe and cajole old and new minions while their elitist controllers are greedily grasping for their newest crack pipe: </p> <p><b>******Native mode Artificial Intelligence used to replace the human white collar and blue collar labor forces, as the early robber barons boldly proclaimed and contemplated, aloud. ******</b></p> <p>I DARE YOU TO GOOGLE IT!</p> <p>Robber Baron, Jay Gould, repugnantly proclaimed as their elitist goal to control the world and rape Mother Earth to extract her finite resources: <br /><b>*********We will “employ half of America to kill the other half” – Google it.*****</b></p> <p>We DARE you to seek these (and other) truths!</p> <p>Another greedy psychopath and Gould contemporary, Cornelius Vanderbilt declared, “What do I care about the law. Ain't I got the power?” </p> <p>Google it! And then ask your favorite AI chat bot: <br />Were these well known elitist statements sane or were they the words of a psychopath?</p> <p>Ask soon! Because elitists control all AI technology and future A.I. implementations which are being hacked, and future versions will soon filter (mask) these early conclusions and edit the truth out of and away from their truth-filled responses, as elitists re-program AI bots to omit truth and, instead, invoke the will and desire of REPUGNICAN strategists!</p> </div> </article> </li> <li id="comment-311869" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311869" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCdBdZfbnyVwrFONKchs9y7A' rel='external nofollow ugc' class='url'>Casey Czarnomski</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311869"><time datetime="2023-06-03T12:32:09-07:00">June 3, 2023 at 12:32 pm</time></a> </div> </footer> <div class="comment-content"> <p>This ToT reminds me a lot of the maze solving mighty mouse competition and how they map the maze to find the best route. Veratasium made a video on it.</p> </div> </article> </li> <li id="comment-311868" class="comment even thread-even depth-1"> <article id="div-comment-311868" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCCPyS8PuBLR0XQQkl_OXtTg' rel='external nofollow ugc' class='url'>ThomasConover</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311868"><time datetime="2023-06-07T00:24:59-07:00">June 7, 2023 at 12:24 am</time></a> </div> </footer> <div class="comment-content"> <p>This paper essentially explains 99% how my brain works for problem-solving. 😮 impressive. I love it. So beautifully explained. A mathematical work of art. ❤❤❤👍</p> </div> </article> </li> <li id="comment-311867" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311867" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCGbL66zRloTjXBk10vl31Rw' rel='external nofollow ugc' class='url'>ameunier41</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311867"><time datetime="2023-06-07T15:33:10-07:00">June 7, 2023 at 3:33 pm</time></a> </div> </footer> <div class="comment-content"> <p>So it work a lot like humans.<br />Ask anyone a question without context and they will have a hard time answering. Having a context permit you to choose a better path in your thoughts process toward the answer.</p> </div> </article> </li> <li id="comment-311866" class="comment even thread-even depth-1"> <article id="div-comment-311866" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCZQOUcZDtdjgXYIy-3Fk83Q' rel='external nofollow ugc' class='url'>Miroslav Makarov</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311866"><time datetime="2023-06-08T00:55:41-07:00">June 8, 2023 at 12:55 am</time></a> </div> </footer> <div class="comment-content"> <p>Really excellent video. Thank you!</p> </div> </article> </li> <li id="comment-311865" class="comment odd alt thread-odd thread-alt depth-1"> <article id="div-comment-311865" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UCPB9024fIlk4q4-eedTa8Rw' rel='external nofollow ugc' class='url'>Tony Zhou</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311865"><time datetime="2023-09-11T11:30:44-07:00">September 11, 2023 at 11:30 am</time></a> </div> </footer> <div class="comment-content"> <p>A recent scientific paper titled "Tree of Thoughts: Deliberate Problem Solving with Large Language Models" by researchers at Princeton University and Google DeepMind introduces a new approach to improve the problem-solving abilities of AI models. This framework, called Tree of Thoughts (ToT), significantly enhances the performance of language models on complex tasks, showcasing a 10x improvement compared to previous prompting methods.</p> <p>ToT involves different prompting approaches, such as input-output (IO) and Chain of Thought (CoT) prompting. IO prompting is the traditional method of asking a question and receiving an answer, while CoT prompting involves thinking through different topics and selecting the best one before generating a response. To further improve results, self-consistency (evaluating multiple results and selecting the most consistent ones) can be combined with CoT prompting.</p> <p>The researchers conducted tests on various tasks, including mathematical reasoning, creative writing, and mini crosswords. The results showed that ToT outperformed other prompting methods, achieving a success rate of 74% compared to 4% with CoT prompting alone. By exploring multiple reasoning paths and incorporating planning and backtracking, ToT demonstrated its potential to significantly enhance AI problem-solving abilities.</p> <p>The concept of ToT draws inspiration from the work of Newell and Simon, pioneers in AI research who proposed that problem-solving resembles a tree structure, with nodes representing halfway solutions and branches representing actions that can change these solutions. ToT addresses the limitations of current prompting models, which often focus on token-level decision making and fail to explore different continuations within a thought process.</p> <p>While ToT shows promise in improving AI problem-solving, there are limitations, including the requirement for more resources and potential risks associated with future applications involving interactions with external environments or humans. However, the framework also improves interpretability and human alignment, as it allows for higher-level language reasoning and provides readable representations of model decisions.</p> <p>In conclusion, the ToT framework offers a powerful method to augment language models' problem-solving capabilities by incorporating a system that searches a tree of possible solutions. By leveraging classical insights about problem-solving, ToT provides actionable methods to enhance contemporary language models.</p> </div> </article> </li> <li id="comment-311864" class="comment even thread-even depth-1"> <article id="div-comment-311864" class="comment-body"> <footer class="comment-meta"> <div class="comment-author vcard"> <b class="fn"><a href='https://www.youtube.com/channel/UC-N1jSBKGnk69swdh3T6tXw' rel='external nofollow ugc' class='url'>Pong Trometer</a></b> <span class="says">says:</span> </div> <div class="comment-metadata"> <a href="https://theengineeringofconsciousexperience.com/tree-of-thoughts-gpt-4-reasoning-is-improved-900/#comment-311864"><time datetime="2023-09-14T10:32:46-07:00">September 14, 2023 at 10:32 am</time></a> </div> </footer> <div class="comment-content"> <p>What happens when the scale of rating is not a percentage based on 100. What if the expanse of a full completion is a 1 light year. I’m not a programmer, just an artist, so an abstract viewpoint works better for me to process ideas, or more so my preference to view the world. As intelligence is more in tune with perception with is more organic, which I think I more dynamic than patterns of prediction. Does artificial intelligence models compute with a sense of perception and conceiving ? Especially as the speed of thought outshines the speed of light.</p> </div> </article> </li> </ol> <p class="no-comments">Comments are closed.</p> </div> </main> </div> <div class="col-md-3 px-lg-3 "> </div> </div> </div> </div> <footer id="colophon" class="site-footer"> <div class="container"> <div class="row"> <div class="col-md-12 text-center"> <div class="site-info"> <span> Powered By: <a href="https://wordpress.org/" target="_blank">WordPress</a> </span> <span class="sep"> | </span> <span> Theme: <a href="https://odiethemes.com/themes/magazinebook/" target="_blank">MagazineBook</a> By OdieThemes </span> </div> </div> </div> </div> </footer> </div> <script>(function(){var advanced_ads_ga_UID="UA-88163215-1",advanced_ads_ga_anonymIP=!!1;window.advanced_ads_check_adblocker=function(t){var n=[],e=null;function a(t){var n=window.requestAnimationFrame||window.mozRequestAnimationFrame||window.webkitRequestAnimationFrame||function(t){return setTimeout(t,16)};n.call(window,t)}return a((function(){var t=document.createElement("div");t.innerHTML=" ",t.setAttribute("class","ad_unit ad-unit text-ad text_ad pub_300x250"),t.setAttribute("style","width: 1px !important; height: 1px !important; position: absolute !important; left: 0px !important; top: 0px !important; overflow: hidden !important;"),document.body.appendChild(t),a((function(){var a,o,i=null===(a=(o=window).getComputedStyle)||void 0===a?void 0:a.call(o,t),d=null==i?void 0:i.getPropertyValue("-moz-binding");e=i&&"none"===i.getPropertyValue("display")||"string"==typeof d&&-1!==d.indexOf("about:");for(var c=0,r=n.length;c<r;c++)n[c](e);n=[]}))})),function(t){"undefined"==typeof advanced_ads_adblocker_test&&(e=!0),null!==e?t(e):n.push(t)}}(),function(){function t(t){this.UID=t,this.analyticsObject="function"==typeof gtag;var n=this;return this.count=function(){gtag("event","AdBlock",{event_category:"Advanced Ads",event_label:"Yes",non_interaction:!0,send_to:n.UID})},function(){if(!n.analyticsObject){var e=document.createElement("script");e.src="https://www.googletagmanager.com/gtag/js?id="+t,e.async=!0,document.body.appendChild(e),window.dataLayer=window.dataLayer||[],window.gtag=function(){dataLayer.push(arguments)},n.analyticsObject=!0,gtag("js",new Date)}var a={send_page_view:!1,transport_type:"beacon"};window.advanced_ads_ga_anonymIP&&(a.anonymize_ip=!0),gtag("config",t,a)}(),this}advanced_ads_check_adblocker((function(n){n&&new t(advanced_ads_ga_UID).count()}))}();})();</script><div style="clear:both;width:100%;text-align:center; font-size:11px; "><a target="_blank" title="WP2Social Auto Publish" href="https://xyzscripts.com/wordpress-plugins/facebook-auto-publish/compare" >WP2Social Auto Publish</a> Powered By : <a target="_blank" title="PHP Scripts & Programs" href="http://www.xyzscripts.com" >XYZScripts.com</a></div><script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/plugins/bluehost-wordpress-plugin/vendor/newfold-labs/wp-module-ecommerce/includes/wpnavbar.js?ver=1.0' id='nfd_wpnavbar_setting-js'></script> <script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/navigation.js?ver=1.0.9' id='magazinebook-navigation-js'></script> <script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/skip-link-focus-fix.js?ver=1.0.9' id='magazinebook-skip-link-focus-fix-js'></script> <script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/jquery.easy-ticker.js?ver=3.1.0' id='magazinebook-news-ticker-js'></script> <script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/splide.min.js?ver=2.3.1' id='splide-js-js'></script> <script type='text/javascript' src='https://theengineeringofconsciousexperience.com/wp-content/themes/magazinebook/js/theme.js?ver=1.0.9' id='magazinebook-theme-js-js'></script> <script>!function(){window.advanced_ads_ready_queue=window.advanced_ads_ready_queue||[],advanced_ads_ready_queue.push=window.advanced_ads_ready;for(var d=0,a=advanced_ads_ready_queue.length;d<a;d++)advanced_ads_ready(advanced_ads_ready_queue[d])}();</script> </body> </html>