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Papers
From RAG to Memory: Non-Parametric Continual Learning for Large Language Models
ICML 2025
How Do Multilingual Language Models Remember Facts?
ACL 2025
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation
COLING 2025
Joint Knowledge Editing for Information Enrichment and Probability Promotion
AAAI 2025
Knowledge Boundary of Large Language Models: A Survey
ACL 2025
Knowledge Localization: Mission Not Accomplished? Enter Query Localization!
ICLR 2025
Language Models over Large-Scale Knowledge Base: on Capacity, Flexibility and Reasoning for New Facts
COLING 2025
Large Scale Knowledge Washing
ICLR 2025
LoFTI: Localization and Factuality Transfer to Indian Locales
ACL 2025
Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models
ACL 2025
Mamba Knockout for Unraveling Factual Information Flow
ACL 2025
Measuring the Effect of Disfluency in Multilingual Knowledge Probing Benchmarks
EMNLP 2025
Mitigating Negative Interference in Multilingual Knowledge Editing through Null-Space Constraints
ACL 2025
Multilingual Knowledge Editing with Language-Agnostic Factual Neurons
COLING 2025
On Linear Representations and Pretraining Data Frequency in Language Models
ICLR 2025
On Relation-Specific Neurons in Large Language Models
EMNLP 2025
Physics of Language Models: Part 3.2, Knowledge Manipulation
ICLR 2025
Physics of Language Models: Part 3.3, Knowledge Capacity Scaling Laws
ICLR 2025
REACT: Representation Extraction And Controllable Tuning to Overcome Overfitting in LLM Knowledge Editing
EMNLP 2025
Reliable and Diverse Evaluation of LLM Medical Knowledge Mastery
ICLR 2025
RGAR: Recurrence Generation-augmented Retrieval for Factual-aware Medical Question Answering
EMNLP 2025
StructFact: Reasoning Factual Knowledge from Structured Data with Large Language Models
ACL 2025
SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering
AAAI 2025
The Knowledge Microscope: Features as Better Analytical Lenses than Neurons
ACL 2025
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination
ACL 2025