.- Natural language processing. .- A Boundary Feature enhanced Span-based Nested Named Entity Recognition Method. .- Enhancing NER with Sentence-Level Entity Detection as an simple Auxiliary Task. .- CeER: A Nested Name Entity Recognition Model Incorporating Gaze Feature. .- External Knowledge Enhancing Meta-Learning Framework for Few-shot Text Classification via Contrastive Learning and Adversarial Network. .- Filter-GLAT: Filter Glanced Decoder Output for Non-autoregressive Transformer. .- Joint Semantic Relation Extraction for Multiple Entity Packets. .- RSET: Remapping-based Sorting Method for Emotion Transfer Speech Synthesis. .- Explicit Relation-Enhanced AMR for Document-Level Event Argument Extraction with Global-Local Attention. .- Parallel Program Generation for Hybrid Tabular-Textual Question Answering. .- CGSL: Collaborative Graph and Segment Learning Based Aspect-level Sentiment Analysis Model. .- SE-GCN: A Syntactic Information Enhanced Model for Aspect-based Sentiment Analysis. .- Generative AI and LLM. .- Similarity Retrieval and Medical Cross-modal Attention based Medical Report Generation. .- Answering Spatial Commonsense Questions based on Chain-of-Thought Reasoning with Adaptive Complexity. .- LLM-Based Empathetic Response through Psychologist-Agent Debate. .- UFI4ER: An Utterance-Level Feature Dynamic Interaction Model for Cognition-Enhanced Empathetic Response Generation. .- Enhancing Continual Relation Extraction with Concept Aware Dynamic Memory Optimization. .- Knowledge-Enhanced Context Representation for Unbiased Scene Graph Generation. .- Modal Complementarity based on Multimodal Large Language Model for Text-based Person Retrieval. .- Bridging the Information Gap Between Domain-Specific Model and General LLM for Personalized Recommendation. .- Watch Your Words: Successfully Jailbreak LLM by Mitigating the “Prompt Malice”. .- Generating Adversarial Texts by the Universal Tail Word Addition Attack. .- Smaller Can Be Better: Efficient Data Selection for Pre-training Models. .- How to Enhance Low-Resource Knowledge Tracing Tasks? A Pre-training and Gradient Adjusting Fine-tuning Framework. .- Computer Vision. .- A Learned Image Compression Method for Electricity Tower Monitoring Based on the Transformer-CNN-Based Network. .- A Lightweight OCT Image Classification Model with Low Configuration and High Efficiency. .- An Enhanced MobileNet with Multi-Scale Aggregation for DR Classification. .- GIPUT: Maximizing Photo Coverage Efficiency for UAV Trajectory. .- LPLA:The Adversarial Attack against License Plate Recognition Systems. .- PW-CM: A Medical Image Segmentation Based on Consistency Model by Using Patches and Wavelet Transforms. .- WS-GCA: A Synergistic Framework for Precise Semantic Segmentation with Comprehensive Supervision. .- YOLO-VanNet: An improved YOLOv5 method for PCB surface defect detection. .- Long video scoring method fusing high-precision pose and spatio-temporal attention modules. .- Recommender System. .- Filter-enhanced Multi-interest Network for Sequential Recommendation.