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Modern cloud-native platforms expose thousands of time series metrics through systems like Prometheus, yet formulating correct queries in domain-specific languages such as PromQL remains a significant barrier for platform engineers and site…

Databases · Computer Science 2026-04-16 Twinkll Sisodia

Graph models are fundamental to data analysis in domains rich with complex relationships. Text-to-Graph-Query-Language (Text-to-GQL) systems act as a translator, converting natural language into executable graph queries. This capability…

Artificial Intelligence · Computer Science 2026-02-13 Songlin Lyu , Lujie Ban , Zihang Wu , Tianqi Luo , Jirong Liu , Chenhao Ma , Yuyu Luo , Nan Tang , Shipeng Qi , Heng Lin , Yongchao Liu , Chuntao Hong

Logging is a critical function in modern distributed applications, but the lack of standardization in log query languages and formats creates significant challenges. Developers currently must write ad hoc queries in platform-specific…

Effective prompt engineering is critical to realizing the promised productivity gains of large language models (LLMs) in knowledge-intensive tasks. Yet, many users struggle to craft prompts that yield high-quality outputs, limiting the…

Human-Computer Interaction · Computer Science 2025-10-02 Niklas Gutheil , Valentin Mayer , Leopold Müller , Jörg Rommelt , Niklas Kühl

Large language models have demonstrated outstanding performance on a wide range of tasks such as question answering and code generation. On a high level, given an input, a language model can be used to automatically complete the sequence in…

Computation and Language · Computer Science 2023-05-31 Luca Beurer-Kellner , Marc Fischer , Martin Vechev

We introduce SIMCOPILOT, a benchmark that simulates the role of large language models (LLMs) as interactive, "copilot"-style coding assistants. Targeting both completion (finishing incomplete methods or code blocks) and infill tasks…

Machine Learning · Computer Science 2025-05-29 Mingchao Jiang , Abhinav Jain , Sophia Zorek , Chris Jermaine

Large-scale cloud systems play a pivotal role in modern IT infrastructure. However, incidents occurring within these systems can lead to service disruptions and adversely affect user experience. To swiftly resolve such incidents, on-call…

Software Engineering · Computer Science 2023-12-20 Yuxuan Jiang , Chaoyun Zhang , Shilin He , Zhihao Yang , Minghua Ma , Si Qin , Yu Kang , Yingnong Dang , Saravan Rajmohan , Qingwei Lin , Dongmei Zhang

Large Language Models (LLMs) have shown remarkable proficiency in natural language understanding (NLU), opening doors for innovative applications. We introduce StreamLink - an LLM-driven distributed data system designed to improve the…

Databases · Computer Science 2025-05-29 Dawei Feng , Di Mei , Huiri Tan , Lei Ren , Xianying Lou , Zhangxi Tan

We present Text-to-OverpassQL, a task designed to facilitate a natural language interface for querying geodata from OpenStreetMap (OSM). The Overpass Query Language (OverpassQL) allows users to formulate complex database queries and is…

Computation and Language · Computer Science 2024-10-10 Michael Staniek , Raphael Schumann , Maike Züfle , Stefan Riezler

While the field of NL2SQL has made significant advancements in translating natural language instructions into executable SQL scripts for data querying and processing, achieving full automation within the broader data science pipeline -…

Artificial Intelligence · Computer Science 2024-08-01 Yuan Liao , Jiang Bian , Yuhui Yun , Shuo Wang , Yubo Zhang , Jiaming Chu , Tao Wang , Kewei Li , Yuchen Li , Xuhong Li , Shilei Ji , Haoyi Xiong

Natural Language Processing (NLP) technologies have revolutionized the way we interact with information systems, with a significant focus on converting natural language queries into formal query languages such as SQL. However, less emphasis…

Computation and Language · Computer Science 2024-02-22 Luming Lu , Jiyuan An , Yujie Wang , Liner yang , Cunliang Kong , Zhenghao Liu , Shuo Wang , Haozhe Lin , Mingwei Fang , Yaping Huang , Erhong Yang

Translating natural language utterances to executable queries is a helpful technique in making the vast amount of data stored in relational databases accessible to a wider range of non-tech-savvy end users. Prior work in this area has…

Computation and Language · Computer Science 2020-10-21 Karthik Radhakrishnan , Arvind Srikantan , Xi Victoria Lin

Generating accurate SQL from users' natural language questions (text-to-SQL) remains a long-standing challenge due to the complexities involved in user question understanding, database schema comprehension, and SQL generation. Traditional…

Computation and Language · Computer Science 2025-11-25 Zijin Hong , Zheng Yuan , Qinggang Zhang , Hao Chen , Junnan Dong , Feiran Huang , Xiao Huang

The rapid development of Large Language Models (LLMs) has facilitated a variety of applications from different domains. In this technical report, we explore the integration of LLMs and the popular academic writing tool, Overleaf, to enhance…

Computation and Language · Computer Science 2024-03-18 Haomin Wen , Zhenjie Wei , Yan Lin , Jiyuan Wang , Yuxuan Liang , Huaiyu Wan

Large Language Models (LLMs) are increasingly being used as autonomous agents capable of performing complicated tasks. However, they lack the ability to perform reliable long-horizon planning on their own. This paper bridges this gap by…

Artificial Intelligence · Computer Science 2025-09-17 Yarin Benyamin , Argaman Mordoch , Shahaf S. Shperberg , Roni Stern

Large Language Models (LLMs) have shown remarkable capabilities in automating software engineering tasks, spurring the emergence of coding agents that scaffold LLMs with external tools to resolve repository-level problems. However, existing…

Software Engineering · Computer Science 2026-02-10 Yue Pan , Zimin Chen , Siyu Lu , Zhaoyang Chu , Xiang Li , Han Li , Yang Feng , Claire Le Goues , Federica Sarro , Martin Monperrus , He Ye

We introduce TeleQnA, the first benchmark dataset designed to evaluate the knowledge of Large Language Models (LLMs) in telecommunications. Comprising 10,000 questions and answers, this dataset draws from diverse sources, including…

Information Theory · Computer Science 2023-10-24 Ali Maatouk , Fadhel Ayed , Nicola Piovesan , Antonio De Domenico , Merouane Debbah , Zhi-Quan Luo

Large Language Models (LLMs) are increasingly integrated into everyday applications, but their prevalent cloud-based deployment raises growing concerns around data privacy and long-term sustainability. Running LLMs locally on mobile and…

Machine Learning · Computer Science 2025-10-08 Haoxin Wang , Xiaolong Tu , Hongyu Ke , Huirong Chai , Dawei Chen , Kyungtae Han

The development of Natural Language Interfaces to Databases (NLIDBs) has been greatly advanced by the advent of large language models (LLMs), which provide an intuitive way to translate natural language (NL) questions into Structured Query…

Computation and Language · Computer Science 2025-02-25 Tianshu Wang , Xiaoyang Chen , Hongyu Lin , Xianpei Han , Le Sun , Hao Wang , Zhenyu Zeng

The advent of large language models is contributing to the emergence of novel approaches that promise to better tackle the challenge of generating structured queries, such as SPARQL queries, from natural language. However, these new…

Information Retrieval · Computer Science 2025-12-17 Panayiotis Smeros , Vincent Emonet , Ruijie Wang , Ana-Claudia Sima , Tarcisio Mendes de Farias
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