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3D-Prover: Diversity Driven Theorem Proving with Determinantal Point Processes (NeurIPS 2025)

This is the official repository for the NeurIPS 2025 paper 3D-Prover: Diversity Driven Theorem Proving with Determinantal Point Processes

We have organised our code into 2 directories, reprover and internlm, to replicate the results in the paper.

The reprover directory contains the majority of our code and experiments, including details for setting up the environment, replicating the transition model results and all ReProver based experiments.

The internlm directory contains more recent code and experiments for InternLM2.5-Step-Prover, which we have separated as it uses Lean 4, with a newer version of LeanDojo (2.2.0) and a different model (InternLM).

We recommend to start with the README in the reprover directory.

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Official repository for the NeurIPS 2025 paper 3D-Prover: Diversity Driven Theorem Proving with Determinantal Point Processes.

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