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Language models are aligned to the collective voice of many, resulting in generic outputs that do not align with specific users' styles. In this work, we present Trial-Error-Explain In-Context Learning (TICL), a tuning-free method that…

Computation and Language · Computer Science 2025-04-08 Hyundong Cho , Karishma Sharma , Nicolaas Jedema , Leonardo F. R. Ribeiro , Alessandro Moschitti , Ravi Krishnan , Jonathan May

Being able to efficiently retrieve the required building information is critical for construction project stakeholders to carry out their engineering and management activities. Natural language interface (NLI) systems are emerging as a time…

Computation and Language · Computer Science 2023-03-28 Mengtian Yin , Llewellyn Tang , Chris Webster , Shen Xu , Xiongyi Li , Huaquan Ying

Large Language Models (LLMs) deliver exceptional performance across natural language tasks but demand substantial computational resources, limiting their deployment on resource-constrained edge devices. Existing compression techniques, such…

Artificial Intelligence · Computer Science 2025-12-19 Khurram Khalil , Khaza Anuarul Hoque

Understanding the role of citations is essential for research assessment and citation-aware digital libraries. However, existing citation classification frameworks often conflate citation intent (why a work is cited) with cited content type…

Digital Libraries · Computer Science 2026-01-09 Changxu Duan , Zhiyin Tan

The modeling of cascade processes in multi-agent systems in the form of complex networks has in recent years become an important topic of study due to its many applications: the adoption of commercial products, spread of disease, the…

Artificial Intelligence · Computer Science 2013-01-22 Paulo Shakarian , Gerardo I. Simari , Robert Schroeder

AutomationML has seen widespread adoption as an open data exchange format in the automation domain. It is an open and vendor neutral standard based on the extensible markup language XML. However, AutomationML extends XML with additional…

Artificial Intelligence · Computer Science 2025-09-19 Tom Westermann , Malte Ramonat , Johannes Hujer , Felix Gehlhoff , Alexander Fay

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…

Artificial Intelligence · Computer Science 2026-05-25 Paapa Kwesi Quansah , Ernest Bonnah

Despite extensive safety-tuning, large language models (LLMs) remain vulnerable to jailbreak attacks via adversarially crafted instructions, reflecting a persistent trade-off between safety and task performance. In this work, we propose…

Cryptography and Security · Computer Science 2025-08-26 Wei Jie Yeo , Ranjan Satapathy , Erik Cambria

The Semantic Web ontology language OWL 2 DL comes with a variety of language features that enable sophisticated and practically useful modeling. However, the use of these features has been severely restricted in order to retain decidability…

Artificial Intelligence · Computer Science 2013-04-30 Michael Schneider , Sebastian Rudolph , Geoff Sutcliffe

Recent advancements in Large Language Models (LLMs) have marked significant progress in understanding and responding to medical inquiries. However, their performance still falls short of the standards set by professional consultations. This…

Computation and Language · Computer Science 2025-03-25 Kaiwen Zuo , Jing Tang , Hanbing Qin , Binli Luo , Ligang He , Shiyan Tang

Recognizing the promise of natural language interfaces to databases, prior studies have emphasized the development of text-to-SQL systems. While substantial progress has been made in this field, existing research has concentrated on…

The delineation of logical definitions for each class in an ontology and the consistent application of these definitions to the assignment of instances to classes are important criteria for ontology evaluation. If ontologies are specified…

Quantitative Methods · Quantitative Biology 2015-02-24 Benjamin M. Good , Gavin Ha , Chi K. Ho , Mark D. Wilkinson

Large Language Models (LLMs) have shown strong performance in automated source-to-target code translation through pretraining on extensive code corpora. However, mainstream LLM-based code translation methods suffer from two critical…

Software Engineering · Computer Science 2025-10-13 He Jiang , Yufu Wang , Hao Lin , Peiyu Zou , Zhide Zhou , Ang Jia , Xiaochen Li , Zhilei Ren

Task-Oriented Semantic Communication (TOSC) has been considered as a new communication paradigm to serve various samrt devices that depend on Artificial Intelligence (AI) tasks in future wireless networks. The existing TOSC frameworks rely…

Signal Processing · Electrical Eng. & Systems 2024-07-17 Yuzhou Fu , Wenchi Cheng , Wei Zhang , Wei Zhang

Telecommunication networks are increasingly expected to operate autonomously while supporting heterogeneous services with diverse and often conflicting intents -- that is, performance objectives, constraints, and requirements specific to…

Machine Learning · Computer Science 2026-02-03 Burak Demirel , Pablo Soldati , Yu Wang

We present a machine-checked formalization of structurally governed AI workflow architectures and prove that effect-level governance can be imposed without reducing internal computational expressivity. Using Interaction Trees in Rocq 8.19,…

Artificial Intelligence · Computer Science 2026-05-27 Alan L. McCann

We introduce ontology-to-tools compilation as a proof-of-principle mechanism for coupling large language models (LLMs) with formal domain knowledge. Within The World Avatar (TWA), ontological specifications are compiled into executable tool…

Artificial Intelligence · Computer Science 2026-02-04 Xiaochi Zhou , Patrick Bulter , Changxuan Yang , Simon D. Rihm , Thitikarn Angkanaporn , Jethro Akroyd , Sebastian Mosbach , Markus Kraft

The "ego network of words" model captures structural properties in language production associated with cognitive constraints. While previous research focused on the layer-based structure and its semantic properties, this paper argues that…

Social and Information Networks · Computer Science 2024-06-25 Kilian Ollivier , Chiara Boldrini , Andrea Passarella , Marco Conti

Recently, there has been a growing interest in the field of controllable Text-to-Speech (TTS). While previous studies have relied on users providing specific style factor values based on acoustic knowledge or selecting reference speeches…

Audio and Speech Processing · Electrical Eng. & Systems 2024-04-26 Shengpeng Ji , Jialong Zuo , Minghui Fang , Ziyue Jiang , Feiyang Chen , Xinyu Duan , Baoxing Huai , Zhou Zhao

An important factor in guaranteeing the quality of a system is developing a conceptual model that reflects the knowledge about its domain as well as knowledge about the functions it has to perform. In software engineering, conceptual…

Software Engineering · Computer Science 2022-06-07 Sabah Al-Fedaghi