{"id":2944,"date":"2026-06-07T18:30:11","date_gmt":"2026-06-07T15:30:11","guid":{"rendered":"https:\/\/www.lbscience.org\/en\/2026\/06\/06\/%d7%91%d7%a9%d7%9e%d7%97%d7%94-%d7%90%d7%99%d7%96%d7%95-%d7%94%d7%a9%d7%a2%d7%a8%d7%94-%d7%aa%d7%a8%d7%a6%d7%94-%d7%aa%d7%a8%d7%a6%d7%99-%d7%a9%d7%90%d7%95%d7%9b%d7%99%d7%97-%d7%90%d7%a0%d7%90\/"},"modified":"2026-06-07T18:03:54","modified_gmt":"2026-06-07T15:03:54","slug":"hey-chatgpt-prove-me-a-conjecture","status":"publish","type":"post","link":"https:\/\/www.lbscience.org\/en\/2026\/06\/07\/hey-chatgpt-prove-me-a-conjecture\/","title":{"rendered":"Hey ChatGPT, Prove Me a Conjecture!"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">In 1946, the mathematician Paul Erd\u0151s published a short paper containing a seemingly simple question [1], yet it has occupied generations of mathematicians ever since. According to the mathematician and computer scientist Noga Alon, it was one of Erd\u0151s\u2019s own favorite questions [2].<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The question can be phrased as follows: suppose we are free to place N points on a plane, and our goal is to create as many pairs of points as possible whose distance from one another is exactly 1. What is the maximum possible number of such pairs? And how does that number behave as N grows?<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Let us illustrate the question with a simple example. You can follow along with pen and paper, or by arranging small objects on a table:<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Place 3 points on a straight line so that the distance between each consecutive pair is the same, and say, equals to 1: * \u2014 * \u2014 *.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">This configuration contains 2 pairs of points at distance 1. The middle point belongs to both pairs, which is perfectly fine.<\/span><\/p>\n<div id=\"attachment_39687\" style=\"width: 405px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-39687\" class=\"wp-image-39687\" src=\"https:\/\/www.lbscience.org\/wp-content\/uploads\/2026\/06\/equal_distance_points-300x255.png\" alt=\"\" width=\"395\" height=\"336\" \/><p id=\"caption-attachment-39687\" class=\"wp-caption-text\">Illustration: three collinear points yield two pairs (top), while the three vertices of an equilateral triangle yield three pairs (bottom).<\/p><\/div>\n<p><span style=\"font-weight: 400;\">If we add one more point on the line (for a total of 4 points), we obtain 3 pairs of points at distance 1. And so on: each additional point on the line contributes one more pair. In general, if we have N points arranged in this way on a straight line:<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">* \u2014 * \u2014 * \u2014 * \u2014 \u2026.. \u2014 * \u2014 *<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">this structure produces N\u22121 pairs of points whose distance is 1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Note that the structure in our example is not necessarily the one that achieves the greatest number of pairs: for N=3, taking an equilateral triangle with side length 1 improves the count to 3. Can you draw configurations that improve the number of pairs for 4 or 5 points?<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Mathematicians are concerned with the overall behavior: how does the quantity in question change as N grows? Does the maximum number of pairs grow at the same rate as N? Perhaps quadratically, i.e., on the order of N squared? Exponentially (say, like 2 to the power of N)? Or might it even decay like 1\/N?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The simple construction we presented shows that for N points we can always build a configuration on the order of N pairs (specifically, N\u22121 pairs). This is called linear growth (N is raised to the power of 1). But could there be a cleverer example with more pairs and a different growth rate?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">We also emphasize that we care about the order of magnitude: whether there are N pairs, N\u22121 pairs, or 2N pairs, those are all considered growth on the order of N to the power of 1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In addition, Erd\u0151s observed that it is impossible to achieve a growth rate exceeding N to the power 1\u00bd; that is, the best possible growth lies somewhere between the the power of 1 (linear growth, which we have already reached) and the the power of 1\u00bd. Specifically,<\/span> <span style=\"font-weight: 400;\">Erd\u0151s showed that one can improve slightly beyond the power of 1, but the power in his improvement approaches 1 (tends to 1) as N grows. He conjectured that this could not be improved further: among other things, his conjecture states that there cannot be a growth rate with a power that remains above 1 by a fixed constant independent of N (for instance, 1 + one-millionth).<\/span><\/p>\n<p><span style=\"font-weight: 400;\">And this is precisely the conjecture that has now been disproved by a generative artificial-intelligence model, to the surprise of many mathematicians [3, 4]: the model generated a proof showing that one can construct configurations whose growth is N to the power 1 + a small constant (the addition to 1 is a fixed number, not one that decays to 0). The proof was checked by leading experts in the field, who wrote a paper explaining the result [2], which relied on earlier (human!) mathematical work. The model did not supply an explicit value for that small constant, but since the announcement the mathematician Will Sawin has built on the breakthrough and provided a proof with a specific constant in a pre-print [5] (0.014114, in case you were wondering). In other words, the machine advanced our understanding of a well-known mathematical problem, and human mathematicians immediately took that advance a step further.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to OpenAI\u2019s announcement, the model that generated the mathematical result is a new internal general-purpose reasoning model, not one trained specifically for this problem or even for mathematics in general (<\/span><span style=\"font-weight: 400;\">although it is important to note that, as far as we know, models of this kind are indeed trained on mathematical-reasoning tasks during development). Thus, the company claims, this is a model of the same type as the publicly available ChatGPT, though it is unclear whether the new model\u2019s capabilities match those of its predecessors.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Furthermore, the model used mathematical tools from algebraic number theory\u2014a field distinct from the combinatorics to which the original problem belongs. Such cross-disciplinary tool-mixing happens often in mathematics, being one of its beauties, and frequently leads to the solution of hard problems.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Certain mathematicians, prominently Terence Tao [6], have already begun using AI tools in their work, but the present result is a major breakthrough. It raises questions and hopes about future AI use across different areas of mathematics and about similar collaborations between humans and machines, in which human mathematicians further refine an AI\u2019s output. We shall await developments! Or try and see for yourselves.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Many thanks to Dr. Adva Mond for her professional comments and assistance in preparing this article, and to the Little, Big Science team.<\/span><\/p>\n<p>Hebrew editing: Shir Rosenblum-Man<br \/>\nEnglish editing: Elee Shimshoni<\/p>\n<hr \/>\n<p><strong>References:<\/strong><\/p>\n<ol>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/www.renyi.hu\/~p_erdos\/1946-03.pdf\"><span style=\"font-weight: 400;\">Erd\u0151s\u2019s original paper, \u201cOn set of distances of n points,\u201d in which he poses the question and establishes bounds on the growth rate<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/cdn.openai.com\/pdf\/74c24085-19b0-4534-9c90-465b8e29ad73\/unit-distance-remarks.pdf\"><span style=\"font-weight: 400;\">Paper by leading mathematicians confirming the model\u2019s proof and providing context: \u201cREMARKS ON THE DISPROOF OF THE UNIT DISTANCE CONJECTURE\u201d<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/openai.com\/index\/model-disproves-discrete-geometry-conjecture\/\"><span style=\"font-weight: 400;\">OpenAI\u2019s announcement regarding the model\u2019s breakthrough<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/cdn.openai.com\/pdf\/74c24085-19b0-4534-9c90-465b8e29ad73\/unit-distance-proof.pdf\"><span style=\"font-weight: 400;\">The model\u2019s own document presenting the proof: \u201cPlanar Point Sets with Many Unit Distances\u201d<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/arxiv.org\/abs\/2605.20579\"><span style=\"font-weight: 400;\">Will Sawin\u2019s pre-print supplying a proof with a specific constant<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><a href=\"https:\/\/www.youtube.com\/watch?v=Q8Fkpi18QXU\"><span style=\"font-weight: 400;\">Conversation with mathematician Terence Tao about the use of AI in mathematics<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\"><span style=\"font-weight: 400;\">Further reading:<\/span> <a href=\"https:\/\/gilkalai.wordpress.com\/2026\/05\/21\/amazing-erdos-unit-distance-problem-was-disproved-it-was-achieved-by-ai\/\"><span style=\"font-weight: 400;\">Gil Kalai\u2019s blog post on the topic, including discussion and additional references<\/span><\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>In 1946, the mathematician Paul Erd\u0151s published a short paper containing a seemingly simple question [1], yet it has occupied generations of mathematicians ever since. According to the mathematician and computer scientist Noga Alon, it was one of Erd\u0151s\u2019s own favorite questions [2]. The question can be phrased as follows: suppose we are free to [&hellip;]<\/p>\n","protected":false},"author":133,"featured_media":2946,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[20,19],"tags":[],"class_list":["post-2944","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-computer-science","category-math"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Hey ChatGPT, Prove Me a Conjecture! - Little, Big Science<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.lbscience.org\/en\/?p=2944\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hey ChatGPT, Prove Me a Conjecture! - Little, Big Science\" \/>\n<meta property=\"og:description\" content=\"In 1946, the mathematician Paul Erd\u0151s published a short paper containing a seemingly simple question [1], yet it has occupied generations of mathematicians ever since. 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