Making Language Model a Hierarchical Classifier and Generator Jul 17, 2025 Decoder Language Modeling
Code Code Available GNN-CNN: An Efficient Hybrid Model of Convolutional and Graph Neural Networks for Text Representation Jul 10, 2025 Graph Generation Sentiment Analysis
Code Code Available Robustness of Misinformation Classification Systems to Adversarial Examples Through BeamAttack Jun 30, 2025 Adversarial Attack Misinformation
Code Code Available The Trilemma of Truth in Large Language Models Jun 30, 2025 Attribute Conformal Prediction
Code Code Available Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems Jun 25, 2025 Abusive Language Stance Detection
— Unverified Can Generated Images Serve as a Viable Modality for Text-Centric Multimodal Learning? Jun 21, 2025 Language Modeling Language Modelling
— Unverified SHREC and PHEONA: Using Large Language Models to Advance Next-Generation Computational Phenotyping Jun 19, 2025 Computational Phenotyping Prompt Engineering
— Unverified Flick: Few Labels Text Classification using K-Aware Intermediate Learning in Multi-Task Low-Resource Languages Jun 12, 2025 Domain Adaptation Pseudo Label
— Unverified mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks Jun 10, 2025 Language Identification Question Answering
— Unverified MultiMatch: Multihead Consistency Regularization Matching for Semi-Supervised Text Classification Jun 9, 2025 Pseudo Label Semi-Supervised Text Classification
— Unverified TokenBreak: Bypassing Text Classification Models Through Token Manipulation Jun 9, 2025 Classification text-classification
— Unverified Prompt Candidates, then Distill: A Teacher-Student Framework for LLM-driven Data Annotation Jun 4, 2025 Small Language Model text-classification
Code Code Available Hierarchical Text Classification Using Contrastive Learning Informed Path Guided Hierarchy Jun 4, 2025 Contrastive Learning text-classification
— Unverified Large Language Models in the Task of Automatic Validation of Text Classifier Predictions May 24, 2025 Incremental Learning text-classification
— Unverified Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change May 24, 2025 News Classification Question Answering
— Unverified Do BERT-Like Bidirectional Models Still Perform Better on Text Classification in the Era of LLMs? May 23, 2025 text-classification Text Classification
— Unverified Incremental Sequence Classification with Temporal Consistency May 22, 2025 Classification Language Modeling
— Unverified AppealCase: A Dataset and Benchmark for Civil Case Appeal Scenarios May 22, 2025 Decision Making Multi-class Classification
Code Code Available Small Language Models in the Real World: Insights from Industrial Text Classification May 21, 2025 Classification Decoder
— Unverified Large Language Models as Computable Approximations to Solomonoff Induction May 21, 2025 Few-Shot Learning In-Context Learning
— Unverified Reliable Decision Support with LLMs: A Framework for Evaluating Consistency in Binary Text Classification Applications May 20, 2025 Articles Binary text classification
— Unverified KO: Kinetics-inspired Neural Optimizer with PDE Simulation Approaches May 20, 2025 Diversity image-classification
— Unverified Guarded Query Routing for Large Language Models May 20, 2025 Large Language Model text-classification
Code Code Available HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing May 20, 2025 Language Modeling Language Modelling
— Unverified PRL: Prompts from Reinforcement Learning May 20, 2025 Prompt Engineering reinforcement-learning
Code Code Available Climate Research Domain BERTs: Pretraining, Adaptation, and Evaluation May 19, 2025 Text Classification
— Unverified ZeroTuning: Unlocking the Initial Token's Power to Enhance Large Language Models Without Training May 16, 2025 Multiple-choice text-classification
— Unverified Token Masking Improves Transformer-Based Text Classification May 16, 2025 Attribute Classification
— Unverified The Ripple Effect: On Unforeseen Complications of Backdoor Attacks May 16, 2025 Multi-Task Learning text-classification
Code Code Available KDH-MLTC: Knowledge Distillation for Healthcare Multi-Label Text Classification May 12, 2025 Classification Hyperparameter Optimization
— Unverified The Efficiency of Pre-training with Objective Masking in Pseudo Labeling for Semi-Supervised Text Classification May 10, 2025 Semi-Supervised Text Classification text-classification
— Unverified FNBench: Benchmarking Robust Federated Learning against Noisy Labels May 10, 2025 Benchmarking Federated Learning
Code Code Available Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies May 9, 2025 Classification Contrastive Learning
— Unverified Short-circuiting Shortcuts: Mechanistic Investigation of Shortcuts in Text Classification May 9, 2025 Decision Making text-classification
Code Code Available KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification May 8, 2025 Knowledge Graphs RAG
Code Code Available Survey of Abstract Meaning Representation: Then, Now, Future May 6, 2025 Abstract Meaning Representation Survey
— Unverified Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets May 4, 2025 Graph Classification text-classification
Code Code Available A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Apr 26, 2025 Sentiment Analysis text-classification
Code Code Available Automated Bug Report Prioritization in Large Open-Source Projects Apr 22, 2025 Large Language Model text-classification
Code Code Available LLM-based Semantic Augmentation for Harmful Content Detection Apr 22, 2025 Classification Hateful Meme Classification
— Unverified CAPO: Cost-Aware Prompt Optimization Apr 22, 2025 Arithmetic Reasoning AutoML
Code Code Available Feeding LLM Annotations to BERT Classifiers at Your Own Risk Apr 21, 2025 text-classification Text Classification
— Unverified Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization Apr 19, 2025 Classification Fine-Grained Image Classification
— Unverified Feature Alignment and Representation Transfer in Knowledge Distillation for Large Language Models Apr 18, 2025 image-classification Image Classification
— Unverified Word Embedding Techniques for Classification of Star Ratings Apr 18, 2025 Classification Dimensionality Reduction
— Unverified Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification Apr 16, 2025 Clinical Concept Extraction Federated Learning
— Unverified Integrated ensemble of BERT- and features-based models for authorship attribution in Japanese literary works Apr 11, 2025 Authorship Attribution text-classification
— Unverified Specialized text classification: an approach to classifying Open Banking transactions Apr 10, 2025 General Classification text-classification
— Unverified Traversal Learning Coordination For Lossless And Efficient Distributed Learning Apr 10, 2025 Federated Learning text-classification
— Unverified Linguistic Interpretability of Transformer-based Language Models: a systematic review Apr 9, 2025 Sentiment Analysis Survey
Code Code Available 