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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,…

In recent years, research on transforming natural language into graph query language (NL2GQL) has been increasing. Most existing methods focus on single-turn transformation from NL to GQL. In practical applications, user interactions with…

人工智能 · 计算机科学 2025-08-05 Yuanyuan Liang , Lei Pan , Tingyu Xie , Yunshi Lan , Weining Qian

Large Language Models (LLMs) excel at general code generation, yet translating natural-language trading intents into correct option strategies remains challenging. Real-world option design requires reasoning over massive, multi-dimensional…

人工智能 · 计算机科学 2026-03-18 Haochen Luo , Zhengzhao Lai , Junjie Xu , Yifan Li , Tang Pok Hin , Yuan Zhang , Chen Liu

Natural language and visualization are two complementary modalities of human communication that play a crucial role in conveying information effectively. While visualizations help people discover trends, patterns, and anomalies in data,…

计算与语言 · 计算机科学 2024-10-01 Enamul Hoque , Mohammed Saidul Islam

Natural language understanding (NLU) of text is a fundamental challenge in AI, and it has received significant attention throughout the history of NLP research. This primary goal has been studied under different tasks, such as Question…

计算与语言 · 计算机科学 2019-08-15 Daniel Khashabi

With large language models (LLMs), conversational search engines shift how users retrieve information from the web by enabling natural conversations to express their search intents over multiple turns. Users' natural conversation embodies…

人机交互 · 计算机科学 2024-07-19 Hyunwoo Kim , Yoonseo Choi , Taehyun Yang , Honggu Lee , Chaneon Park , Yongju Lee , Jin Young Kim , Juho Kim

Existing query languages for data discovery exhibit system-driven designs that emphasize database features and functionality over user needs. We propose a re-prioritization of the client through an introduction of a language-driven approach…

数据库 · 计算机科学 2025-08-12 Andrew Kang , Sainyam Galhotra

NL2SQL (natural language to SQL) translates natural language questions into SQL queries, thereby making structured data accessible to non-technical users, serving as the foundation for intelligent data applications. State-of-the-art NL2SQL…

Large Language Models (LLMs) excel at tackling various natural language tasks. However, due to the significant costs involved in re-training or fine-tuning them, they remain largely static and difficult to personalize. Nevertheless, a…

信息检索 · 计算机科学 2024-02-20 Jinheon Baek , Nirupama Chandrasekaran , Silviu Cucerzan , Allen herring , Sujay Kumar Jauhar

Large Language Models (LLMs) have spurred progress in text-to-SQL, the task of generating SQL queries from natural language questions based on a given database schema. Despite the declarative nature of SQL, it continues to be a complex…

计算与语言 · 计算机科学 2023-12-25 Ben Eyal , Amir Bachar , Ophir Haroche , Michael Elhadad

Legal services rely heavily on text processing. While large language models (LLMs) show promise, their application in legal contexts demands higher accuracy, repeatability, and transparency. Logic programs, by encoding legal concepts as…

计算机与社会 · 计算机科学 2025-02-26 Manuj Kant , Sareh Nabi , Manav Kant , Roland Scharrer , Megan Ma , Marzieh Nabi

We develop NL2INTERFACE to explore the potential of generating usable interactive multi-visualization interfaces from natural language queries. With NL2INTERFACE, users can directly write natural language queries to automatically generate a…

人机交互 · 计算机科学 2023-01-02 Yiru Chen , Ryan Li , Austin Mac , Tianbao Xie , Tao Yu , Eugene Wu

Integrating autonomous and adaptive behavior into software-intensive systems presents significant challenges for software development, as uncertainties in the environment or decision-making processes must be explicitly captured. These…

Ontologies are known to improve the accuracy of Large Language Models (LLMs) when translating natural language queries into a formal query language like SQL or SPARQL. There are two ways to leverage ontologies when working with LLMs. One is…

数据库 · 计算机科学 2024-10-15 C. Civili , E. Sherkhonov , R. E. K. Stirewalt

In recent years, querying semantic web data using SPARQL has remained challenging, especially for non-expert users, due to the language's complex syntax and the prerequisite of understanding intricate data structures. To address these…

数据库 · 计算机科学 2025-11-05 Xiangru Jian , Zhengyuan Dong , M. Tamer Özsu

Formal method-based analysis of the 5G Wireless Communication Protocol is crucial for identifying logical vulnerabilities and facilitating an all-encompassing security assessment, especially in the design phase. Natural Language Processing…

计算与语言 · 计算机科学 2023-08-08 Shiyu Yuan , Jingda Yang , Sudhanshu Arya , Carlo Lipizzi , Ying Wang

Software correctness is ensured mathematically through formal verification, which involves the resources of generating formal requirement specifications and having an implementation that must be verified. Tools such as model-checkers and…

软件工程 · 计算机科学 2025-08-29 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

Query understanding in Conversational Information Seeking (CIS) involves accurately interpreting user intent through context-aware interactions. This includes resolving ambiguities, refining queries, and adapting to evolving information…

计算与语言 · 计算机科学 2025-04-10 Yifei Yuan , Zahra Abbasiantaeb , Yang Deng , Mohammad Aliannejadi

Data is growing rapidly in volume and complexity. Proficiency in database query languages is pivotal for crafting effective queries. As coding assistants become more prevalent, there is significant opportunity to enhance database query…

Reasoning in the Semantic Web (SW) commonly uses Description Logics (DL) via OWL2 DL ontologies, or SWRL for variables and Horn clauses. The Rule Interchange Format (RIF) offers more expressive rules but is defined outside RDF and rarely…

数据库 · 计算机科学 2025-08-19 Dörthe Arndt , William Van Woensel , Dominik Tomaszuk