Natural Language Processing and Information Systems

Fine-Tuning BERT On Coarse-Grained Labels: Exploring Hidden States For Fine-Grained Classification.- Studies on the Use of Large Language Models for the Automation of Business Processes in Enterprise Resource Planning Systems.- Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights.- Text Role Classification in Scientific Charts Using Multimodal Transformers.- LaFiCMIL: Rethinking Large File Classification from the Perspective of Correlated Multiple Instance Learning.- Unveiling Depression on Social Media: Active Learning with Human-in-the-Loop Labeling for Mental Health Data Annotation and Analysis.- All-words Pronunciation Estimation of Japanese Homographs Using Automatically Tagged Data.- I've got the "Answer"! Interpretation of LLMs Hidden States in Question Answering.- Improving DRS-to-Text Generation through Delexicalization and Data Augmentation.- Large Language Models for Few-Shot Automatic Term Extraction.- Data Augmentation Method Utilizing Template Sentences for Variable Definition Extraction.- Semi-supervised Named Entity Recognition for Low-Resource Languages using Dual PLMs.- Improved Models for Media Bias Detection and Subcategorization.- Grounding Toxicity in Real-World Events across Languages.-Unveiling the Hate: Generating Faithful and Plausible Explanations for Implicit and Subtle Hate Speech Detection.- The Influence of Iconicity in Transfer Learning for Sign Language Recognition.- S3: A Simple Strong Sample-Effective Multimodal Dialog System.- Body-Shaming Detection and Classification in Italian Social Media.-Adaptive Greedy Layer Pruning: Iterative Layer Pruning With Subsequent Model Repurposing.- Toward Automatic Group Membership Annotation for Group Fairness Evaluation.- REA: Refine-Estimate-Answer Prompting for Zero-Shot Relation Extraction.- Enhancing Romanian Offensive Language Detection through Knowledge Distillation, Multi-Task Learning and Data Augmentation.- Automating Gender-Inclusive Language Modification in Italian University Administrative Documents.- An SoK of Relation Extraction Techniques in Cyber Threat Intelligence.- Shact: Disentangling and Clustering Latent Syntactic Structures from Transformer Encoders.- MaskPure: Improving Defense Against Text Adversaries with Stochastic Purification.- SERIEMA: A Framework to Enhance Clustering Stability, Compactness, and Separation by Fusing Multimodal Data.- Exploiting Graph Embeddings from Knowledge Bases for Neural Biomedical Relation Extraction.- DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection.- EpidGPT: A Combined Strategy to Discriminate Between Redundant and New Information for Epidemiological Surveillance Systems.- Towards Generating High-Quality Knowledge Graphs by Leveraging Large Language Models.- DeepCodeGraph: A Language Model for Compile-Time Resource Optimization Using Masked Graph Autoencoders.- Design and Implementation of a Natural Language Interface for Controlling the Web of Things Devices.- IndEL: Indonesian Entity Linking Benchmark Dataset for General and Specific Domains.- Semantic Multi-Concept Annotation for Tabular Data in Financial Documents.