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cs.CL2026
Graph-Augmented Reasoning with Large Language Models for Tobacco Pest and Disease Management
Siyu Li, Chenwei Song, Qi Zhou +2
This paper proposes a graph-augmented reasoning framework for tobacco pest and disease management that integrates structured domain knowledge into large language models. Building o…
cs.CL2025
Knowledge Reasoning of Large Language Models Integrating Graph-Structured Information for Pest and Disease Control in Tobacco
Siyu Li, Chenwei Song, Wan Zhou +1
This paper proposes a large language model (LLM) approach that integrates graph-structured information for knowledge reasoning in tobacco pest and disease control. Built upon the G…
cs.CL2024
Text Classification Based on Knowledge Graphs and Improved Attention Mechanism
Siyu Li, Lu Chen, Chenwei Song +1
To resolve the semantic ambiguity in texts, we propose a model, which innovatively combines a knowledge graph with an improved attention mechanism. An existing knowledge base is ut…