Knowledge

Beyond Scaling: Measuring and Predicting the Upper Bound of Knowledge Retention in Language Model Pre-Training ACL 2026 Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection ACL 2026 Can LLMs Learn to Map the World from Local Descriptions? ACL 2026 CIG: Measuring Conversational Information Gain in Deliberative Dialogues with Semantic Memory Dynamics ACL 2026 Does Self-Consistency Improve the Recall of Encyclopedic Knowledge? ACL 2026 EMCEE: Improving Multilingual Capability of LLMs via Bridging Knowledge and Reasoning with Extracted Synthetic Multilingual Context ACL 2026 EvoNarrator: Modeling Scientific Evolution for Feasible Hypothesis Generation ACL 2026 Generating Literature-Driven Scientific Theories at Scale ACL 2026 HAG: Hierarchical Demographic Tree-based Agent Generation for Topic-Adaptive Simulation ACL 2026 Incentivizing Parametric Knowledge via Reinforcement Learning with Verifiable Rewards for Cross-Cultural Entity Translation ACL 2026 Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation ACL 2026 Knowledge Graph for Efficient Multi-hop Question Generation (Student Abstract) AAAI 2026 Knowledge Injection Exists in MoE? Exploring Expert-Aware Contrast Decoding in MoE for Mitigating LLMs’ Hallucinations ACL 2026 Know What You See: Grounded localization of product components ACL 2026 PhyVer: Physics-Grounded Material Claim Verification with Multi-Fidelity Physical Evidence ACL 2026 PKR-QA: A Benchmark for Procedural Knowledge Reasoning with Knowledge Module Learning AAAI 2026 RSMeM: Knowledge-Enhanced Memory Evolution for Remote Sensing Agents with Systematic Evaluation ACL 2026 WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing CVPR 2026 Agentic Knowledgeable Self-awareness ACL 2025 An Algebraic Notion of Conditional Independence, and Its Application to Knowledge Representation AAAI 2025 Analyzing the Effects of Supervised Fine-Tuning on Model Knowledge from Token and Parameter Levels EMNLP 2025 An Effective Incorporating Heterogeneous Knowledge Curriculum Learning for Sequence Labeling ACL 2025 Aristotle: Mastering Logical Reasoning with A Logic-Complete Decompose-Search-Resolve Framework ACL 2025 Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025 A Survey of Link Prediction in N-ary Knowledge Graphs EMNLP 2025