knowledge reasoning

MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models AAAI 2026 TARE: Lightweight Token-Aware Representation Editing for Fine-tuning Transformer-like Models ACL 2026 ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation EMNLP 2025 Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models EMNLP 2025 ImpliRet: Benchmarking the Implicit Fact Retrieval Challenge EMNLP 2025 Knowledge-Aware Co-Reasoning for Multidisciplinary Collaboration EMNLP 2025 Memorizing is Not Enough: Deep Knowledge Injection Through Reasoning ACL 2025 MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction ACL 2025 Passing the Driving Knowledge Test ICCV 2025 StructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models ACL 2025 TaiwanVQA: A Benchmark for Visual Question Answering for Taiwanese Daily Life COLING 2025 Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown ICCV 2025 We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? ACL 2025 Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization EMNLP 2024 Knowledge-Aware Reasoning over Multimodal Semi-structured Tables EMNLP 2024 Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models ACL 2024 Knowledge-Enhanced Historical Document Segmentation and Recognition AAAI 2024 Large Language Models are In-context Teachers for Knowledge Reasoning EMNLP 2024 Large Language Models are Limited in Out-of-Context Knowledge Reasoning EMNLP 2024 MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems NeurIPS 2024 MedBench: A Large-Scale Chinese Benchmark for Evaluating Medical Large Language Models AAAI 2024 ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs ACL 2024 Safe Abductive Learning in the Presence of Inaccurate Rules AAAI 2024 Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models NeurIPS 2024 SportQA: A Benchmark for Sports Understanding in Large Language Models NAACL 2024