Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models
Paper • 2505.14436 • Published
Parametric Knowledge
-
-
Seeking Neural Nuggets: Knowledge Transfer in Large Language Models from a Parametric Perspective
Paper • 2310.11451 • Published -
Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis
Paper • 2410.00857 • Published • 1 -
Better wit than wealth: Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement
Paper • 2503.23895 • Published • 1 -
Context Copying Modulation: The Role of Entropy Neurons in Managing Parametric and Contextual Knowledge Conflicts
Paper • 2509.10663 • Published -
A Multifaceted Analysis of Negative Bias in Large Language Models through the Lens of Parametric Knowledge
Paper • 2511.10881 • Published • 1 -
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering
Paper • 2410.15999 • Published • 20 -
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation
Paper • 2503.21729 • Published • 29 -
Deciphering the Interplay of Parametric and Non-parametric Memory in Retrieval-augmented Language Models
Paper • 2410.05162 • Published -
Probing Language Models on Their Knowledge Source
Paper • 2410.05817 • Published