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The research in AI-based formal mathematical reasoning has shown an unstoppable growth trend. These studies have excelled in mathematical competitions like IMO and have made significant progress. This paper focuses on formal verification,…

By simply composing prompts, developers can prototype novel generative applications with Large Language Models (LLMs). To refine prototypes into products, however, developers must iteratively revise prompts by evaluating outputs to diagnose…

人机交互 · 计算机科学 2024-02-28 Tae Soo Kim , Yoonjoo Lee , Jamin Shin , Young-Ho Kim , Juho Kim

Most existing automated requirements formalisation techniques require system engineers to (re)write their requirements using a set of predefined requirement templates with a fixed structure and known semantics to simplify the formalisation…

软件工程 · 计算机科学 2020-10-01 Aya Zaki-Ismail , Mohamed Osama , Mohamed Abdelrazek , John Grundy , Amani Ibrahim

Early-stage specifications of safety-critical systems are typically expressed in natural language, making it difficult to derive formal properties suitable for verification and needed to guarantee safety. While recent Large Language Model…

软件工程 · 计算机科学 2026-04-21 Alberto Tagliaferro , Bruno Guindani , Livia Lestingi , Matteo Rossi

Recent releases of pre-trained Large Language Models (LLMs) have gained considerable traction, yet research on fine-tuning and employing domain-specific LLMs remains scarce. This study investigates approaches for fine-tuning and leveraging…

计算与语言 · 计算机科学 2024-05-29 Cheonsu Jeong

Effectively translating between natural language (NL) and formal logics like Linear Temporal Logic (LTL) requires expertise that limits formal verification's reach in safety-critical development. Template-based approaches sacrifice…

人工智能 · 计算机科学 2026-05-25 Paapa Kwesi Quansah , Ernest Bonnah

Natural Language Query (NLQ) allows users to search and interact with information systems using plain, human language instead of structured query syntax. This paper presents a technical blueprint on the design of a modern NLQ system…

信息检索 · 计算机科学 2026-01-27 Lalit Pant , Shivang Nagar

We propose a rule-based technique to generate redundancy-free NL descriptions of OWL entities.The existing approaches which address the problem of verbalizing OWL ontologies generate NL text segments which are close to their counterpart OWL…

人工智能 · 计算机科学 2016-11-01 Vinu E. , P Sreenivasa Kumar

Formalisation is the process of writing system requirements in a formal language. These requirements mostly originate in Natural Language. In the field of Formal Methods, formalisation is often identified as one of the most delicate and…

计算与语言 · 计算机科学 2026-05-12 Joost J. Joosten , Marina López Chamosa , Sofía Santiago Fernández

Finite-state reasoning, the ability to understand and implement state-dependent behavior, is central to hardware design. In this paper, we present LLM-FSM, a benchmark that evaluates how well large language models (LLMs) can recover…

人工智能 · 计算机科学 2026-02-10 Yuheng Wu , Berk Gokmen , Zhouhua Xie , Peijing Li , Caroline Trippel , Priyanka Raina , Thierry Tambe

Foundation Models (FMs) have shown remarkable capabilities in various natural language tasks. However, their ability to accurately capture stakeholder requirements remains a significant challenge for using FMs for software development. This…

软件工程 · 计算机科学 2025-05-29 Keheliya Gallaba , Ali Arabat , Dayi Lin , Mohammed Sayagh , Ahmed E. Hassan

Large language models (LLMs) are increasingly used as reasoning modules in many applications. While they are efficient in certain tasks, LLMs often struggle to produce human-aligned solutions. Human-aligned decision making requires…

人工智能 · 计算机科学 2026-05-14 Alina Hyk , Sandhya Saisubramanian

This work aims to employ natural language generation (NLG) to rapidly generate items for English language learning applications: this requires both language models capable of generating fluent, high-quality English, and to control the…

计算与语言 · 计算机科学 2022-11-30 Kevin Stowe , Debanjan Ghosh , Mengxuan Zhao

Formal verification of memory-manipulating programs critically depends on precise function specifications that capture memory states written by experts. This requirement has become a major bottleneck as large language models (LLMs)…

软件工程 · 计算机科学 2026-03-17 Liao Zhang , Tong Chen , Xiwei Wu , Qi Liu , Xiyu Zhai , Xinqi Wang , Qinxiang Cao

Automation of code reviews using AI models has garnered substantial attention in the software engineering community as a strategy to reduce the cost and effort associated with traditional peer review processes. These models are typically…

Large Language Models (LLMs) are increasingly applied to automate software engineering tasks, including the generation of UML class diagrams from natural language descriptions. While prior work demonstrates that LLMs can produce…

软件工程 · 计算机科学 2026-04-07 Rabia Iftikhar , Andreas Rausch

ACL configuration is essential for managing network flow reachability, yet its complexity grows significantly with topologies and pre-existing rules. To carry out ACL configuration, the operator needs to (1) understand the new configuration…

网络与互联网体系结构 · 计算机科学 2025-08-26 Wenlong Ding , Jianqiang Li , Zhixiong Niu , Huangxun Chen , Yongqiang Xiong , Hong Xu

Context: Ensuring high levels of dependability in modern computer-based systems has become increasingly challenging due to their complexity. Although systems are validated at design time, their behavior can be different at runtime, possibly…

软件工程 · 计算机科学 2026-03-30 Francesco Vitale , Francesco Flammini , Mauro Caporuscio , Nicola Mazzocca

Context: Large Language Models (LLMs) enable automation of complex natural language processing across domains, but research on domain-specific applications like Finance remains limited. Objectives: This study explored open-source and…

软件工程 · 计算机科学 2025-09-30 Theo Koraag , Niklas Wagner , Felix Dobslaw , Lucas Gren

Computational Workflows are widely used in data analysis, enabling innovation and decision-making. In many domains (bioinformatics, image analysis, & radio astronomy) the analysis components are numerous and written in multiple different…

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