A Chemical Domain Knowledge-Aware Framework for Multi-View Molecular Property Prediction.- Coarse Pipeline to Solve Hierarchical Multi-Answer Questions with Conditions.- A Pipeline-based Multimodal Military Event Argument Extraction Framework.- A Search-enhanced Path Mining and Ranking Method for Cross-lingual Knowledge Base Question Answering.- A Translation Model-based Question Answering Approach over Cross-lingual Knowledge Graphs.- Cascaded Solution for Multi-domain Conditional Question Answering with Multiple-Span Answers.- Compound property prediction based on multiple different molecular features andensemble learning.- Diagram Question Answering with Joint Training and Bottom-Up and Top-Down Attention.- Element Information Enhancement for Diagram Question Answering with Synthetic Data.- Financial Event Extraction of NEC Dataset based on Pointer Network.- High Quality Article Recognition Based On Ernie AndKnowledge Mapping.- High-Quality Article Classification Based on Named Entities of Knowledge Graph and Multi-Head Attention.- Implementation and Optimization of Graph Computing Algorithms based on Graph Database.- Knowledge Graph Construction for Foreign Military Unmanned Systems.- Knowledge-Enhanced Classification: A Scheme for Identification of High-Quality Articles.- Learning Seq2Seq Model with Dynamic Schema Linking for NL2SQL.- Learning to Answer Complex Visual Questions from Multi-View Analysis.- A Prompt-based UIE Framework.- Multi-Modal Representation Learning with Self-Adaptive Threshold for Commodity Verification.- Multimodal Representation Learning-based Product Matching.- Relation Extraction as Text Matching: A Scheme for Multi-hop Knowledge Base Question Answering.- Research on salient reasoning for commonsense knowledge.- Retrieval-Then-Parsing: A Two-Stage Model for SQL Generationin Financial Domain.- Structured design solves multiple tables of NL2SQL.- The Method for Plausibility Evaluation of Knowledge Triple based on QA.