Flexible Query Answering Systems
Description
This book constitutes the refereed proceedings of the 16th International Conference on Flexible Query Answering Systems, FQAS 2025, held in Burgas, Bulgaria, during September 11-13, 2025.
The 26 full papers presented were carefully reviewed and selected from 49 submissions. The proceedings also include 3 invited talk and 2 tutorial papers. They were organized in the following topical sections: Invited Talks; Flexible Query Answering Systems; Data-driven Quality Management and Intelligent Systems for Academic Processes and Flexible Decision-making; Language Models in Advanced Information Retrieval; Intuitionistic Fuzzy Approaches for Flexible Querying and Reasoning under Uncertainty; and Emerging Trends in Flexible Query Answering and Information Retrieval.
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Content
Invited Talks.- On the Role of Context in Data Querying.- Graded Logic Criteria and Their Applications.- GenAI, LLM/MLLM, RAG, and their impacts on hallucination, reliability and trustworthiness.- Flexible Query Answering Systems.- A Novel Approach to Context-Aware and Responsible Short Text Clustering.- Knowledge Graphs and Natural Logic.- A Smart Data Model for Nutrition-Aware Diabetes Management in Healthcare Systems.- AI-Powered API for Brain Tumour Classification: A Deep Learning Approach to Accessible Medical Imaging.- Integrating AI for Knowledge Management in Software Engineering.- Generating Synthetic Audio Information on Data Flow between Software and Business Architecture Layers.- Collaborating Across Roles: Shaping Strategic Directions for Institutional Implementation of AI Tools in Higher Education.- Data-driven Quality Management and Intelligent Systems for Academic Processes and Flexible Decision-Making.- Academic Profile Management: Benchmarking DeepSeek-R1 for Publication and Citation Data.- A Query-Based Customizable LSP Recommender System for Nonprofessional Users.- Software System for Monitoring of Student Academic Performance in School using Intuitionistic Fuzzy Evaluations.- Automated Data Collection and Intelligent Analysis in Support of Academic and Research Management.- Enhancing the Quality of Education Through the Implementation of an Intelligent Tutoring System.- Using Old Lessons for New AI - A Trainer for Project Risk Management.- Challenges for Assessing the Programme Accreditation Metrics: An Approach.- Application of Artificial Intelligence in the Management of the Educational Process: Practical Experience and Effectiveness.- Language Models in Advanced Information Retrieval.- Hybrid Ontology Matching for Company Name Alignment: Combining Text Matching, String Similarity, SBERT, and Siamese Networks in Italian and German Job Market Data.- A Semantic Schema-based Catalog for Identifying Joinable Columns via LLMs.- Detecting Semantic Relationships among Datasets.- Dialogue Style Transfer with Reinforcement Learning and Parameter Efficient Fine-tuning.- Intuitionistic Fuzzy Approaches for Flexible Querying and Reasoning under Uncertainty.- InterCriteria Analysis of Youth Not in Employment, Education or Training in the EU: Revealing Structural Analysis Through Intuitionistic Fuzzy Evaluations.- Towards More Reliable SQL Auto-Grading: A Hybrid Approach Using LLMs, Intuitionistic Fuzzy Sets, and Traditional Methods.- Prediction of Solar Radiation From Weather Data Using Intuitionistic and Regular Fuzzy Operations.- Emerging Trends in Flexible Query Answering and Information Retrieval.- How Good are LLMs at Retrieving Documents in a Specific Domain? Schema-based Inference for Query Expansion and Completion over Knowledge Graphs.- Implications and Advantages of AI Test Actualization in API Automated Software Testing.- Intellectual Analysis of Data in an Information System for the Medical Facility.