¿Research Track.- High-Precision Detection of Suicidal Ideation on Social Media Using Bi-LSTM and BERT Models.- P-Reader: A Clue-inspired Model for Machine Reading Comprehension.- An Unsupervised Method for Sarcasm Detection with Prompts.- ENER: Named Entity Recognition Model for Ethnic Ancient Books Based on Entity Boundary Detection.- An Enhanced Opposition-Based Golden-Sine Whale Optimization Algorithm.- T4S: Two-stage Screenplay Synopsis Summary Generation with Turning Points.- Application Track.- Multi-factor Water Level Prediction Based on InnRNN-Attention.- Ethereum Public Opinion Analysis Based on Attention Mechanism.- Prompt Tuning Models on Sentiment-Aware for Explainable Recommendation.