11 ms·
Borges and AI
- platz 3y agoThe paper appears to be missing both a thesis statement and a conclusion. It makes no claims, offers no insight, develops no theory.
- Der_Einzige 3y agoYou know that peer reviewed papers don't need either right? That's what Survey papers are for, and we are lucky to have them.
- platz 3y agonothing you said contradicts anything I said
- blamestross 3y agoNo it doesn't contradict what you explicitly said. It is intended to contradict whatever motivation you had to post a comment that wasn't actually productive. Data is valuable without needing attached argument.
- albedoa 3y agoInteresting choice of the word "missing" then!
- Tao3300 3y agoThose are stored elsewhere in the Library.
- wrsh07 3y agoOk so the paper presents a central metaphor for reasoning about LLMs. The metaphor: a book with all possible conversations/ human writings ever, and a [good] llm is finding the spot in the book that exactly matches the context and reads from the book as a response. Certainly if you've experimented with a model that hasn't been fine-tuned (eg via rlhf) this metaphor will be resonant. Is it useful? (How does it help me understand LLMs with different capabilities? How does it help me understand models with different fine tunings?)
- deleted 3y ago[deleted]
- songeater 3y agoAt the risk of self-promotion, this is my take on Borges and AI... which is a song/video made by AI (jukebox and various previous-generation image generators), and based on Borges' fantastic essay "A New refutation of time." song: https://songxytr.substack.com/p/borges-walks-into-a-discotheque https://songxytr.substack.com/p/borges-walks-into-a-discothe... original source: https://gwern.net/doc/borges/1947-borges-anewrefutationoftime.pdf https://gwern.net/doc/borges/1947-borges-anewrefutationoftim... The authors' own intention is to "understand.. LLMs and their connection to AI through the imagery of Jorge Luis Borges, a master of 20th century literature, forerunner of magical realism, and precursor to postmodern literature." In that spirit, I throw my hat into the ring too!
- 2devnull 3y agoMy first thought, https://en.m.wikipedia.org/wiki/The_Library_of_Babel https://en.m.wikipedia.org/wiki/The_Library_of_Babel The op paper needs a conclusion.
- agentultra 3y agoThat was my first thought as well. An LLM seems more like a search engine for the library only instead of indexing through topics it tries to find understandable non-sense in the sea of non-sense. The difficulty with them is that they can only find things similar to what they've been trained on. Lacking a curated index it's not going to find the information you need or want; it's going to find things that seem most like what others have seen or wanted.
- aschwtzr 3y agoI thought of https://en.wikipedia.org/wiki/On_Exactitude_in_Science https://en.wikipedia.org/wiki/On_Exactitude_in_Science and its relation to language, which is discussed by Baudrillard's Simulacra and Simulation. Large Language Models are the efforts of mapmakers to encapsulate reality in a way that is ultimately futile.
- staunton 3y ago> Large Language Models are the efforts of mapmakers to encapsulate reality in a way that is ultimately futile. What's futile? Nobody is trying to "encapsulate all of reality". Trying to do that would be futile but succeeding would also be useless.
- aschwtzr 3y agoThat was poorly worded, what I meant is that some people in general seem to think of LLMs as proxies for reality or truth., and Musk himself says he wants to build "truthGPT" https://www.theverge.com/2023/4/17/23687440/elon-musk-truthgpt-ai-chatgpt https://www.theverge.com/2023/4/17/23687440/elon-musk-truthg... That's the part I think is futile, because reality and truth are vast and moving targets there's no way to build a functional map.
- beepbooptheory 3y agoThis is interesting but such a shame to miss/skip "Funes, the memorious." It will prove, I think, to be quite resonant in the future. But it is a damning parable and probably people just don't want hear that right now... I just don't understand how people can attribute consciousness of some sort to the LLM but then with that belief not feel absolutely terrible for it and for what we do to it! I just think of poor poor Funes...
- gentleman11 3y agoBorges is one of my favourite writers. Having some stranger try to think like him to conceptualize something for public consumption rubs me the wrong way. If Borges was around, I'd love to hear what he had to say, but invoking his name and works like this feels off The obvious parallel between Borges and AI is his Quixote story: a character endeavors to write Don Quixote, but spontaneously, word for word, without copying; to become cervantes in a sense, and to train their style so that they can produce it almost by accident. This sort of makes the work their own, and is a typical argument used by ai enthusiasts when AI regurgitates copywrited work--it isn't storing the work, it's becoming a thing that can spontaneously produce it. But this imho cheapens the story and the parallel isn't as strong as it could be Thanks for all the downvotes
- zomglings 3y agoPierre Menard, author of the Don Quixote. A masterpiece, like almost everything Borges wrote.
- neuralRiot 3y agoOne of the most fascinating things about Borges writing is how he leads you into the fantastic realm without you even noticing.
- pkdpic 3y agoOne of the first things I did when someone showed me a pre-Chat version of GPT-3 was try to get it to speak in the voice of Borges. I had the same feeling of interesting but inappropriate. I was really happy to see this pop up and I'm glad someone went through this as a thought experiment but you make a good point that didn't initially occur to me. I feel like Borges' secular scifi-adjacent mysticism looses a lot of what makes it most meaningful when it's imitated or dissected academically. That said it does feel like Borges would probably be into the idea of being imitated.
- jacques_chester 3y agoI also tried this as soon as I got access to GPT-4 at Shopify's expense. "You are the celebrated magical realist writer Jorge Luis Borges. Write an essay about Shopify". What it produced was more of an essay written by a talented undergraduate about Borges, rather than Borges. I'm sure Borges would've found LLMs fascinating and one can only dream what stories and essays would've been written.
- seanf 3y agoCollected Fictions[0] is a wonderful group of Borges stories that includes the ones mentioned in this article. There are some amazing short story collections out there if you are the kind of reader that has a hard time staying with an entire novel. Ted Chiang has a couple[1][2] collections of stories that feel very Borges-like. [0] https://www.librarything.com/work/25106 https://www.librarything.com/work/25106 [1] https://www.librarything.com/work/28008 https://www.librarything.com/work/28008 [2] https://www.librarything.com/work/23195758 https://www.librarything.com/work/23195758
- doesnotexist 3y agoThanks, I will probably read that collection. Nice to see it includes the stories The Zahir and The Book of Sand which feel just as relevant as the ones mentioned in the paper.
- dpig_ 3y agoIt has been a long time since I read Borges, but I vaguely remember a story about a man about to die by firing squad, who pauses time and lives in an eternal moment by looking at a bee or something? I'm probably way off, but I really liked it. My favourite Ted Chiang story is the Tower of Babel story, what a rich world and satisfying pay-off.
- AndrewKemendo 3y ago“open the era of Artificial Intelligence (AI)” If ever there was a proof that “AI” doesn’t mean anything it’s this. We’ve been living in the era of artificial intelligence since the 50s People are waiting for the terminator to come in their house and dominate them before they actually agree that AI is a real thing Basically, the colloquial definition of AI is “it can kill you based on its own desires and there’s nothing you can do about it”
- visarga 3y ago> “it can kill you based on its own desires and there’s nothing you can do about it” haha, that's an original take, but makes sense after Terminator and Hal wondering if these movies have caused untold external consequences to humanity in its adoption of AI just to sell a few tickets to make a parallel, anti-vaxxers did their damage and caused many lives to be lost, similarly these stories, which are no better, can make people have a bad start with AI and sabotage their futures, or stall the benefits of AI from everyone else
- AndrewKemendo 3y agoGenuinely I think that’s the case. I have been in “AI” since 1998 when I was writing A* route planning for npcs in this new cool engine called Unreal. The only thing that has been consistent in all these years is that nobody thinks it’s AI unless it’s literally like Arnold Schwarzenegger in the terminator. I mean I’m not even exaggerating, it’s so ridiculously predictable that the goalposts for AI move the second whatever that particular technology becomes ubiquitous So for example, hog sift, surf etc. along with localization algorithms like slam type systems we’re so thoroughly in research when I started that they were considered a pillar of the field of AI. Now literally, no one would consider those AI because they do not use deep convolutional networks. So just like Marvin Minsky said AI is a suitcase term that doesn’t fucking mean anything. As somebody who’s been doing it for so long I’m used to it but it’s still annoying. So I’m just building the terminator and the counter terminator so we can move on.
- granularity 3y ago
- nicklecompte 3y agoThere is a reason Borges's Library of Babel contained all combinatorially possible texts, with almost all of them being pure gibberish. Borges was wise enough to understand that the following is meaningless, even for a story about a magic library: "Imagine a collection that does not only contain all the texts produced by humans, but, well beyond what has already been physically written, also encompasses all the texts that a human could read and at least superficially comprehend." To be clear this is a horrifically dishonest metaphor about LLMs. IMO the most glaring flaw in the technology is that they can't handle new ideas which don't appear in the training set. It is true that ChatGPT doesn't deal with this use case very often because it mostly handles trivialities. But it does mean that this entire argument is navel-gazing speculation. The bigger problem is that the entire idea of "all texts a human could superficially comprehend" is meaningless, and the paper proceeds to reason based off this utter fallacy. The beauty of Borges's Library of Babel was that he realized that humans are capable of "superficially comprehending" any text, even if it was created by a uniform random ASCII generator. This is the basis of numerology, and why Borges's story included superstitious cult behavior of people destroying and/or sanctifying "meaningful" gibberish. If we have a good enough reason to find meaning in text, we'll find it. Humans don't actually rely on symbolic reasoning, we just use that for communication and organization: give us the symbols and we will reason about them, using cognition which is far too squishy to fit in a book. It's especially dangerous when the symbols obey human grammar and imitate social tones of authoritativeness, mysticism, etc. And then there's...this: "The invention of a machine that can not only write stories but also all their variations is thus a significant milestone in human history." I am not a writer. But speaking as a homo sapien, it is genuinely insulting to call ChatGPT a machine that can write "all variations" of a story. This paper needed to be reviewed by a serious writer or philosopher before being put on the arXiv.
- deleted 3y ago[deleted]
- kevlened 3y agoWhat are some examples of "new ideas"? I'm having a hard time imagining an idea that can't be expressed as a combination of existing concepts. Better concepts can arise when we make discoveries about reality (which takes experimentation), but there's a lot more juice to squeeze from the concepts we currently have.
- comonoid 3y agoThe title seems to refer to Borges' story "Borges and I".
- CamperBob2 3y agoBiggest whiff the Nobel Committee ever made was failing to award Borges the Literature Prize.
- sproingie 3y agoI dunno, there was also awarding the Peace Prize to Kissinger…
- CamperBob2 3y agoYeah, I phrased that poorly, didn't I. Make that the biggest whiff the Literature Prize committee ever made.
- camillomiller 3y agoSorry to veer slightly off-topic, but can anyone familiar with academia explain why such a literary exercise gets published on Arxiv as a research paper? What is scientific or research-driven about it? How is this different from a long-form opinion or literary essay except for the fact that it's written with a paper-like style and voice? I'm baffled. Is this just because humanities professors need to show they're published as well and they need to get a score for tenure, or something like that?
- gwern 3y agoLeon Bottou isn't a humanities professor, but a ML researcher. In fact, not just any ML researcher but arguably one of the ML researchers who most anticipated the current DL scaling era. Bottou was arguing for the virtues of SGD on the grounds of "CPUs [GPUs] go brrr" literally 2 decades ago in 2003: https://papers.nips.cc/paper/2003/file/9fb7b048c96d44a0337f049e0a61ff06-Paper.pdf https://papers.nips.cc/paper/2003/file/9fb7b048c96d44a0337f0... or here he is in 2007/2012 explaining why larger models/data can scale and keep getting better: https://gwern.net/doc/ai/scaling/2012-bottou.pdf https://gwern.net/doc/ai/scaling/2012-bottou.pdf https://gwern.net/doc/ai/scaling/2013-bottou.pdf https://gwern.net/doc/ai/scaling/2013-bottou.pdf Which is not to say that he necessarily has anything worthwhile to say about 'Borges and AI' but I'm going to at least give it a read to see if there's something I might want to know 20 years from now. :)
- camillomiller 3y agoWell the point stands, though, considering that the two papers you linked clearly read like papers. My question was mostly candidly naive and quite honest: what makes a paper a paper, when the content is something merely akin to a literary essay? I guess the answer is "the author". :D
- bangkoksbest 3y agoarXiv is for researchers in different science and mathematics subcommunities to post pre-prints, surveys, reviews, lecture notes, manuscripts, documentation, etc... but also historical/archival research, philosophy papers, and meta-essays, as long as they are relevantly targeted to the subcommunity.
- Tao3300 3y agoThis paper is in the Library, along with all the endorsements and refutations, as well as the discussion of it here. So are: - all the false discussions that deviated into a political topic that turned into a flame war - the index of all the times dang has and will remind users to read the guidelines The trick is finding them, and being sure you have.
- willsoon 3y agoI don't see the connection. I was a heavy B. reader in my day. But I remember him mentioning a Chesterton story where the machine eats its master. B. introduces me to Chesterton, to the Sartor Resartor, to the Bible, to Cthullu --- and then I can't even read enough English. Now, long after I've made B.'s break --- that it's all right, it's necessary --- I see how great his influence is in almost everything, bc culture is not a package of flooring you can buy one a day. It's a big warehouse of everything you can't buy, but in one lot.
- willsoon 3y agoKafka wrote a little story like that: I won't quote it. They let them choose between being kings or being messengers for the kings. Because they were children, they all chose to be messengers for the kings, and now they were running all over the world carrying messages that nobody understood. Well, that was the Internet, wasn't it?
- deleted 3y ago[deleted]
- cagatayk 3y ago> Neither truth nor intention plays a role in the operation of a perfect language model. The machine merely follows the narrative demands of the evolving story. As the dialogue between the human and the machine progresses, these demands are coloured by the convictions and the aspirations of the human, the only visible dialog participant who possesses agency. This is a really good way of thinking about these models. It reminds me of the recent-ish story where a reporter got really creeped out Bing's OpenAI powered chatbot (https://www.nytimes.com/2023/02/16/technology/bing-chatbot-microsoft-chatgpt.html https://www.nytimes.com/2023/02/16/technology/bing-chatbot-m...). Reading that, I had thought the bot was relatively easily led into a narrative the reporter had been setting up. In a conversation between actual people who have their own will and agency, you don't get to see one leading the other around by the nose so completely. Reframing the problem as one of picking through the many threads of potential fictions to evolve a story makes it easier to explain what happened in that particular case.
- SamBam 3y agoI would have thought the most relevant Borges story to LLMs would be Funes, the memorious. Funes can remember everything perfectly, every detail that he has ever seen or heard in his life. However, he cannot really think or understand what he has seen, because understanding requires forgetting, it requires generalization. LLM's can only think insofar as they need to generalize over their inputs. If it's just a memorizing parrot, that is not a good LLM.
- sdsd 3y agoI've been eyeing some Borges books at a bookstore that is about 50 meters from me right now, coincidentally. The company that maintains my favorite technology is named after a Borges story. I tried reading Borges a few years ago and found it insufferably uninteresting, but maybe now, with a pinch of external motivation, I'll enjoy him more.