Leandojo: Theorem proving with retrieval-augmented language models

K Yang, A Swope, A Gu, R Chalamala… - Advances in …, 2024 - proceedings.neurips.cc
Large language models (LLMs) have shown promise in proving formal theorems using proof
assistants such as Lean. However, existing methods are difficult to reproduce or build on …

LINC: A neurosymbolic approach for logical reasoning by combining language models with first-order logic provers

TX Olausson, A Gu, B Lipkin, CE Zhang… - arXiv preprint arXiv …, 2023 - arxiv.org
Logical reasoning, ie, deductively inferring the truth value of a conclusion from a set of
premises, is an important task for artificial intelligence with wide potential impacts on …

Enchanting program specification synthesis by large language models using static analysis and program verification

C Wen, J Cao, J Su, Z Xu, S Qin, M He, H Li… - … on Computer Aided …, 2024 - Springer
Formal verification provides a rigorous and systematic approach to ensure the correctness
and reliability of software systems. Yet, constructing specifications for the full proof relies on …

Llm4sechw: Leveraging domain-specific large language model for hardware debugging

W Fu, K Yang, RG Dutta, X Guo… - 2023 Asian Hardware …, 2023 - ieeexplore.ieee.org
This paper presents LLM4S EC HW, a novel framework for hardware debugging that
leverages domain-specific Large Language Model (LLM). Despite the success of LLMs in …

Co-audit: tools to help humans double-check AI-generated content

AD Gordon, C Negreanu, J Cambronero… - arXiv preprint arXiv …, 2023 - arxiv.org
Users are increasingly being warned to check AI-generated content for correctness. Still, as
LLMs (and other generative models) generate more complex output, such as summaries …

From rtl to sva: Llm-assisted generation of formal verification testbenches

M Orenes-Vera, M Martonosi, D Wentzlaff - arXiv preprint arXiv …, 2023 - arxiv.org
Formal property verification (FPV) has existed for decades and has been shown to be
effective at finding intricate RTL bugs. However, formal properties, such as those written as …

Automatic Retrieval-Augmented Generation of 6G Network Specifications for Use Cases

Y Tang, W Guo - IEEE Communications Magazine, 2024 - ieeexplore.ieee.org
6G open radio access networks (O-RAN) promises to open data interfaces to enable plug-
andplay service apps, many of which are consumer and business-facing. Opening up 6G …

[PDF][PDF] Growlithe: A Developer-Centric Compliance Tool for Serverless Applications

P Gupta, A Moghimi, D Sisodraker… - … IEEE Symposium on …, 2024 - cirrus.ece.ubc.ca
Serverless applications consist of functions written in heterogeneous programming
languages, use diverse data stores and communication services, and evolve rapidly …

Misconceptions in finite-trace and infinite-trace linear temporal logic

B Greenman, S Prasad, A Di Stasio, S Zhu… - … Symposium on Formal …, 2024 - Springer
With the growing use of temporal logics in areas ranging from robot planning to runtime
verification, it is critical that users have a clear understanding of what a specification means …

Towards improving verification productivity with circuit-aware translation of natural language to systemverilog assertions

C Sun, C Hahn, C Trippel - First International Workshop on Deep …, 2023 - openreview.net
Assertion-based verification is a technique to ensure that a circuit design conforms to its
specification and help detect errors early in the design process. It is enabled by powerful …