Alpha Geometry

In this talk Ted led the discussion on Google DeepMind's AlphaGeometry, an Olympiad-level AI system for geometry. The Olympiad refers to the International Mathematical Olympiad, a modern day arena where the brightest high-school mathematicians compete. The competition not only showcases young talent, but provides a testing ground for mathematical reasoning in advanced AI systems.

AlphaGeometry, is an AI system that solves complex geometry problems at a level approaching a human Olympiad gold-medalist. This represents a breakthrough in AI performance in math and reasoning. Traditionally, AI system have struggled with the complex problems in this competition because their inabilities to perform the complex reasoning necessary to solve the problems.

In this talk, Ted went through the difficulties in creating a system to solve these problems, and how the DeepMind approach dealt with these issues. AlphaGeometry combines a Language Model with a Symbolic Deduction engine to produced results which beat all previous ML/AI models by a significant margin.

As usual, throughout the presentation we had a lively discussion about the details and inner workings of the model and engine.

*Links*

*Content*
00:00 Intro
10:32 Symbolic deduction engine
21:35 Lack of training data
12:54 Synthetic data
37:22 LLM and Training
44:00 Proof solving
1:09:45 Results
1:13:26 Discussion

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#Alphageometry #MathematicalOlympiad #machinelearning #ai #humanreasoning #generativeai #generativemodels

[rohitjindal]

Thanks dude for making this up was struggling a lot to understand the exact details . Especially considering how difficult nature articles are to understand. Again thanks love the work you guys are doing

[DrN]

41:00 LLM is like master yoda. Nothing but an intuition.

[DrN]

57:30 It's weird how the LLM doesn't get any feedback/direction from the deduction engine. And I don't get why that impresses you rather than the other way around.

[DrN]

Is the beam search another name for depth-limited BFS?

[AI_Life_Journey]

Jerry was very noisy, turn off your mic mate