Search Results for author: Sorin Lerner

Found 6 papers, 3 papers with code

Lemmanaid: Neuro-Symbolic Lemma Conjecturing

no code implementations7 Apr 2025 Yousef Alhessi, Sólrún Halla Einarsdóttir, George Granberry, Emily First, Moa Johansson, Sorin Lerner, Nicholas Smallbone

We train an LLM to generate lemma templates that describe the shape of a lemma, and use symbolic methods to fill in the details.

LEMMA

Deriving Representative Structure from Music Corpora

1 code implementation21 Feb 2025 Ilana Shapiro, Ruanqianqian Huang, Zachary Novack, Cheng-i Wang, Hao-Wen Dong, Taylor Berg-Kirkpatrick, Shlomo Dubnov, Sorin Lerner

Western music is an innately hierarchical system of interacting levels of structure, from fine-grained melody to high-level form.

Combinatorial Optimization

Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification

1 code implementation18 Dec 2024 Kyle Thompson, Nuno Saavedra, Pedro Carrott, Kevin Fisher, Alex Sanchez-Stern, Yuriy Brun, João F. Ferreira, Sorin Lerner, Emily First

We present Rango, a fully automated proof synthesis tool for Coq that automatically identifies relevant premises and also similar proofs from the current project and uses them during synthesis.

Retrieval

Cobblestone: Iterative Automation for Formal Verification

no code implementations25 Oct 2024 Saketh Ram Kasibatla, Arpan Agarwal, Yuriy Brun, Sorin Lerner, Talia Ringer, Emily First

We introduce Cobblestone, a new proof-synthesis approach that improves on the state of the art by taking advantage of partial progress in proof synthesis attempts.

Large Language Model

Learn from Failure: Fine-Tuning LLMs with Trial-and-Error Data for Intuitionistic Propositional Logic Proving

1 code implementation10 Apr 2024 Chenyang An, Zhibo Chen, Qihao Ye, Emily First, Letian Peng, Jiayun Zhang, Zihan Wang, Sorin Lerner, Jingbo Shang

Recent advances in Automated Theorem Proving have shown the effectiveness of leveraging a (large) language model that generates tactics (i. e. proof steps) to search through proof states.

Automated Theorem Proving Language Modeling +2

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