Cover Image

Through a Compressed Lens: Investigating The Impact of Quantization on Factual Knowledge Recall

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Qianli, Wang, Mingyang, Feldhus, Nils, Ostermann, Simon, Cao, Yuan, Schütze, Hinrich, Möller, Sebastian, Schmitt, Vera
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Can Large Language Models Still Explain Themselves? Investigating the Impact of Quantization on Self-Explanations
by: Wang, Qianli, et al.
Published: (2026)

Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem
by: Wang, Qianli, et al.
Published: (2024)

CoXQL: A Dataset for Parsing Explanation Requests in Conversational XAI Systems
by: Wang, Qianli, et al.
Published: (2024)

FitCF: A Framework for Automatic Feature Importance-guided Counterfactual Example Generation
by: Wang, Qianli, et al.
Published: (2025)

Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation
by: Wang, Qianli, et al.
Published: (2026)

Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systems
by: Wang, Qianli, et al.
Published: (2025)

The Anatomy of an Edit: Mechanism-Guided Activation Steering for Knowledge Editing
by: Cao, Yuan, et al.
Published: (2026)

Evaluating Contextually Mediated Factual Recall in Multilingual Large Language Models
by: Liu, Yihong, et al.
Published: (2026)

iFlip: Iterative Feedback-driven Counterfactual Example Refinement
by: Wang, Yilong, et al.
Published: (2026)

Truth or Twist? Optimal Model Selection for Reliable Label Flipping Evaluation in LLM-based Counterfactuals
by: Wang, Qianli, et al.
Published: (2025)

Tracing Multilingual Factual Knowledge Acquisition in Pretraining
by: Liu, Yihong, et al.
Published: (2025)

GKnow: Measuring the Entanglement of Gender Bias and Factual Gender
by: Veloso, Leonor, et al.
Published: (2026)

Persona Prompting as a Lens on LLM Social Reasoning
by: Yang, Jing, et al.
Published: (2026)

Investigating the Interplay between Contextual and Parametric Chain-of-Thought Faithfulness under Optimization
by: Sun, Jingyi, et al.
Published: (2026)

LLMCheckup: Conversational Examination of Large Language Models via Interpretability Tools and Self-Explanations
by: Wang, Qianli, et al.
Published: (2024)

BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning
by: Nie, Ercong, et al.
Published: (2024)

Judge Circuits
by: Feldhus, Nils, et al.
Published: (2026)

Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models
by: Wang, Mingyang, et al.
Published: (2025)

Proceedings of the ISCA/ITG Workshop on Diversity in Large Speech and Language Models
by: Möller, Sebastian, et al.
Published: (2025)

Bring Your Own Knowledge: A Survey of Methods for LLM Knowledge Expansion
by: Wang, Mingyang, et al.
Published: (2025)

OFA: A Framework of Initializing Unseen Subword Embeddings for Efficient Large-scale Multilingual Continued Pretraining
by: Liu, Yihong, et al.
Published: (2023)

On the Entity-Level Alignment in Crosslingual Consistency
by: Liu, Yihong, et al.
Published: (2025)

Interpreting Language Models Through Concept Descriptions: A Survey
by: Feldhus, Nils, et al.
Published: (2025)

Towards a Holistic Evaluation of LLMs on Factual Knowledge Recall
by: Yuan, Jiaqing, et al.
Published: (2024)

GLUScope: A Tool for Analyzing GLU Neurons in Transformer Language Models
by: Gerstner, Sebastian, et al.
Published: (2026)

Understanding Gated Neurons in Transformers from Their Input-Output Functionality
by: Gerstner, Sebastian, et al.
Published: (2025)

Language Mixing in Reasoning Language Models: Patterns, Impact, and Internal Causes
by: Wang, Mingyang, et al.
Published: (2025)

What Are We Measuring in NLG? A Meta-Analysis of Evaluation Trends 2020-2025
by: Yang, Jing, et al.
Published: (2026)

Refusal Direction is Universal Across Safety-Aligned Languages
by: Wang, Xinpeng, et al.
Published: (2025)

Anchored Alignment for Self-Explanations Enhancement
by: Villa-Arenas, Luis Felipe, et al.
Published: (2024)

NLNDE at SemEval-2023 Task 12: Adaptive Pretraining and Source Language Selection for Low-Resource Multilingual Sentiment Analysis
by: Wang, Mingyang, et al.
Published: (2023)

LangSAMP: Language-Script Aware Multilingual Pretraining
by: Liu, Yihong, et al.
Published: (2024)

Geometric Factual Recall in Transformers
by: Ravfogel, Shauli, et al.
Published: (2026)

Locate-then-edit for Multi-hop Factual Recall under Knowledge Editing
by: Zhang, Zhuoran, et al.
Published: (2024)

Better Call SAUL: Fluent and Consistent Language Model Editing with Generation Regularization
by: Wang, Mingyang, et al.
Published: (2024)

Learn it or Leave it: Module Composition and Pruning for Continual Learning
by: Wang, Mingyang, et al.
Published: (2024)

Rehearsal-Free Modular and Compositional Continual Learning for Language Models
by: Wang, Mingyang, et al.
Published: (2024)

OpenFActScore: Open-Source Atomic Evaluation of Factuality in Text Generation
by: Lage, Lucas Fonseca, et al.
Published: (2025)

Unveiling Factual Recall Behaviors of Large Language Models through Knowledge Neurons
by: Wang, Yifei, et al.
Published: (2024)

ACE: Attribution-Controlled Knowledge Editing for Multi-hop Factual Recall
by: Yang, Jiayu, et al.
Published: (2025)