multi-hop reasoning

TableRAG: A Retrieval Augmented Generation Framework for Heterogeneous Document Reasoning EMNLP 2025 TableWise at SemEval-2025 Task 8: LLM Agents for TabQA SemEval 2025 Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts EMNLP 2025 ToolHop: A Query-Driven Benchmark for Evaluating Large Language Models in Multi-Hop Tool Use ACL 2025 Tree-of-Quote Prompting Improves Factuality and Attribution in Multi-Hop and Medical Reasoning EMNLP 2025 TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering EMNLP 2025 Typed-RAG: Type-Aware Decomposition of Non-Factoid Questions for Retrieval-Augmented Generation ACL 2025 Uncovering Overfitting in Large Language Model Editing ICLR 2025 UniRAG: A Unified RAG Framework for Knowledge-Intensive Queries with Decomposition, Break-Down Reasoning, and Iterative Rewriting EMNLP 2025 Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context NAACL 2025 Unveiling Internal Reasoning Modes in LLMs: A Deep Dive into Latent Reasoning vs. Factual Shortcuts with Attribute Rate Ratio EMNLP 2025 VideoChain: A Transformer-Based Framework for Multi-hop Video Question Generation IJCNLP 2025 Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration AAAI 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices ACL 2025 Why Stop at One Error? Benchmarking LLMs as Data Science Code Debuggers for Multi-Hop and Multi-Bug Errors EMNLP 2025 Adaptive Question Answering: Enhancing Language Model Proficiency for Addressing Knowledge Conflicts with Source Citations EMNLP 2024 Analysis of LLM’s “Spurious” Correct Answers Using Evidence Information of Multi-hop QA Datasets ACL 2024 An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models EMNLP 2024 Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification ACL 2024 Augmenting Reasoning Capabilities of LLMs with Graph Structures in Knowledge Base Question Answering EMNLP 2024 BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational Algebra ACL 2024 Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments ACL 2024 Causal Walk: Debiasing Multi-Hop Fact Verification with Front-Door Adjustment AAAI 2024 Chain-of-Question: A Progressive Question Decomposition Approach for Complex Knowledge Base Question Answering ACL 2024 CNEQ: Incorporating numbers into Knowledge Graph Reasoning EMNLP 2024