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Machine Translation (MT) has the potential to help people overcome language barriers and is widely used in high-stakes scenarios, such as in hospitals. However, in order to use MT reliably and safely, users need to understand when to trust…

人机交互 · 计算机科学 2022-05-17 Wesley Hanwen Deng , Nikita Mehandru , Samantha Robertson , Niloufar Salehi

SMT-based verifiers have long been an effective means of ensuring safety properties of programs. While these techniques are well understood, we show that they implicitly require eager semantics; directly applying them to a lazy language is…

编程语言 · 计算机科学 2014-01-27 Niki Vazou , Eric L. Seidel , Ranjit Jhala

We study the classical problem of verifying programs with respect to formal specifications given in the linear temporal logic (LTL). We first present novel sound and complete witnesses for LTL verification over imperative programs. Our…

As large language models (LLMs) have shown effectiveness with different prompting methods, such as Chain of Thought, Program of Thought, we find that these methods have formed a great complementarity to each other on math reasoning tasks.…

计算与语言 · 计算机科学 2023-12-29 Tengxiao Liu , Qipeng Guo , Yuqing Yang , Xiangkun Hu , Yue Zhang , Xipeng Qiu , Zheng Zhang

SystemC-based Virtual Prototypes (VPs) at the Electronic System Level (ESL) are increasingly adopted by the semiconductor industry. The main reason is that VPs are much earlier available, and their simulation is orders of magnitude faster…

硬件体系结构 · 计算机科学 2022-02-17 Mehran Goli , Rolf Drechsler

In the short period since the release of ChatGPT, large language models (LLMs) have changed the software engineering research landscape. While there are numerous opportunities to use LLMs for supporting research or software engineering…

软件工程 · 计算机科学 2025-02-05 Stefan Wagner , Marvin Muñoz Barón , Davide Falessi , Sebastian Baltes

Recent Large Language Models (LLMs) have demonstrated satisfying general instruction following ability. However, small LLMs with about 7B parameters still struggle fine-grained format following (e.g., JSON format), which seriously hinder…

计算与语言 · 计算机科学 2025-02-10 Zhaoyang Wang , Jinqi Jiang , Huichi Zhou , Wenhao Zheng , Xuchao Zhang , Chetan Bansal , Huaxiu Yao

Proof-oriented programming languages (POPLs) empower developers to write code alongside formal correctness proofs, providing formal guarantees that the code adheres to specified requirements. Despite their powerful capabilities, POPLs…

软件工程 · 计算机科学 2025-08-06 Rijul Jain , Shraddha Barke , Gabriel Ebner , Md Rakib Hossain Misu , Shan Lu , Sarah Fakhoury

Proof assistants are computer softwares that allow us to write mathematical proofs so as to assess their correctness. In November 2021, I started the project of checking the simplicity of the alternating groups within the Lean theorem…

群论 · 数学 2023-11-15 Antoine Chambert-Loir

The use of logical systems for problem-solving may be as diverse as in proving theorems in mathematics or in figuring out how to meet up with a friend. In either case, the problem solving activity is captured by the search for an…

计算机科学中的逻辑 · 计算机科学 2023-03-28 Alexander V. Gheorghiu , David J. Pym

We consider the decision problem for quantifier-free formulas whose atoms are linear inequalities interpreted over the reals or rationals. This problem may be decided using satisfiability modulo theory (SMT), using a mixture of a SAT solver…

计算机科学中的逻辑 · 计算机科学 2009-04-23 David Monniaux

Large language models (LLMs) are increasingly used for program verification, and yet little is known about \emph{how} they reason about program semantics during this process. In this work, we focus on abstract interpretation based-reasoning…

机器学习 · 计算机科学 2025-10-01 Jacqueline L. Mitchell , Brian Hyeongseok Kim , Chenyu Zhou , Chao Wang

Large Language Models (LLMs) have shown significant promise in automated theorem proving, yet progress is often constrained by the scarcity of diverse and high-quality formal language data. To address this issue, we introduce…

计算与语言 · 计算机科学 2025-12-02 Xinyuan Zhou , Yi Lei , Xiaoyu Zhou , Jingyi Sun , Yu Zhu , Zhongyi Ye , Weitai Zhang , Quan Liu , Si Wei , Cong Liu

Formal verification of smart contracts has become a hot topic in academic and industrial research, given the growing value of assets managed by decentralized applications and the consequent incentive for adversaries to tamper with them.…

计算机科学中的逻辑 · 计算机科学 2024-02-19 Massimo Bartoletti , Fabio Fioravanti , Giulia Matricardi , Roberto Pettinau , Franco Sainas

To improve the performance of large language models (LLMs), researchers have explored providing LLMs with textual task-solving experience via prompts. However, they rely on manual efforts to acquire and apply such experience for each task,…

计算与语言 · 计算机科学 2024-07-15 Jinglong Gao , Xiao Ding , Yiming Cui , Jianbai Zhao , Hepeng Wang , Ting Liu , Bing Qin

Verification methods based on SAT, SMT, and Theorem Proving often rely on proofs of unsatisfiability as a powerful tool to extract information in order to reduce the overall effort. For example a proof may be traversed to identify a minimal…

计算机科学中的逻辑 · 计算机科学 2014-04-16 S. F. Rollini , R. Bruttomesso , N. Sharygina , A. Tsitovich

Smart contracts written in Solidity are programs used in blockchain networks, such as Etherium, for performing transactions. However, as with any piece of software, they are prone to errors and may present vulnerabilities, which malicious…

计算机科学中的逻辑 · 计算机科学 2021-11-29 Kunjian Song , Nedas Matulevicius , Eddie B. de Lima Filho , Lucas C. Cordeiro

Recently, directly using large language models (LLMs) has been shown to be the most reliable method to evaluate QA models. However, it suffers from limited interpretability, high cost, and environmental harm. To address these, we propose to…

计算与语言 · 计算机科学 2024-12-13 Dongryeol Lee , Minwoo Lee , Kyungmin Min , Joonsuk Park , Kyomin Jung

In this work we develop a fully automatic verification procedure of safety properties of Scade programs. We transform each such program into an SMT instance (Satisfiability Modulo Theories) and feed this to a solver. The goal is to have a…

计算机科学中的逻辑 · 计算机科学 2014-03-13 Henning Basold

One of the emergent challenges of student work submitted for assessment is the widespread use of large language models (LLMs) to support and even produce written work. This particularly affects subjects where long-form written work is a key…

计算机与社会 · 计算机科学 2025-11-11 Ian M. Church , Lyndon Drake , Mark Harris