Knowledge & Reasoning

GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation ICML 2025 GNN-RAG: Graph Neural Retrieval for Efficient Large Language Model Reasoning on Knowledge Graphs ACL 2025 Goal-Driven Reasoning in DatalogMTL with Magic Sets AAAI 2025 Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2 JMLR 2025 Gradient-based Causal Feature Selection IJCAI 2025 GRAF: Graph Retrieval Augmented by Facts for Romanian Legal Multi-Choice Question Answering ACL 2025 GRAG: Graph Retrieval-Augmented Generation NAACL 2025 Grammar-Constrained Decoding Makes Large Language Models Better Logical Parsers ACL 2025 GraphAgent: Agentic Graph Language Assistant EMNLP 2025 Graph-Assisted Culturally Adaptable Idiomatic Translation for Indic languages ACL 2025 Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models ICML 2025 Graph Counselor: Adaptive Graph Exploration via Multi-Agent Synergy to Enhance LLM Reasoning ACL 2025 GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering CoRL 2025 GraphEval36K: Benchmarking Coding and Reasoning Capabilities of Large Language Models on Graph Datasets NAACL 2025 GraphInsight: Unlocking Insights in Large Language Models for Graph Structure Understanding ACL 2025 Graph-Linguistic Fusion: Using Language Models for Wikidata Vandalism Detection ACL 2025 GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025 GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025 GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025 Graph-Structured Trajectory Extraction from Travelogues ACL 2025 GraPPI: A Retrieve-Divide-Solve GraphRAG Framework for Large-scale Protein-protein Interaction Exploration NAACL 2025 Gravity-Bench-v1: A Benchmark on Gravitational Physics Discovery for Agents ICML 2025 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025 Grokking in the Wild: Data Augmentation for Real-World Multi-Hop Reasoning with Transformers ICML 2025 Grounding Multilingual Multimodal LLMs With Cultural Knowledge EMNLP 2025