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0 pointsD-Machine2mo ago0 comments

It could not be done without Aristotle (https://arxiv.org/pdf/2510.01346), as clearly described in Tao's posts.

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Never mind what Aristotle is, verifier llm models are definitely strong enough to verify proofs of elementary methods used here.

TeMPOraL2mo ago

Aristotle is an LLM system.

D-MachineOP2mo ago

"Aristotle integrates three main components: a Lean proof search system, an informal reasoning system that generates and formalizes lemmas, and a dedicated geometry solver"

It is far more than an LLM, and math != "language".

TeMPOraL2mo ago

> Aristotle integrates three main components (...)

The second one being backed by a model.

> It is far more than an LLM

It's an LLM with a bunch of tools around it, and a slightly different runtime that ChatGPT. It's "only" that, but people - even here, of all places - keep underestimating just how much power there is in that.

> math != "language".

How so?

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Davidzheng2mo ago

Never mind what Aristotle is, verifier llm models are definitely strong enough to verify proofs of elementary methods used here.

TeMPOraL2mo ago

Aristotle is an LLM system.

D-MachineOP2mo ago

"Aristotle integrates three main components: a Lean proof search system, an informal reasoning system that generates and formalizes lemmas, and a dedicated geometry solver"

It is far more than an LLM, and math != "language".

TeMPOraL2mo ago

> Aristotle integrates three main components (...)

The second one being backed by a model.

> It is far more than an LLM

> math != "language".

How so?

2 more replies

j / k navigate · click thread line to collapse