Cover Image

Does This Look Familiar to You? Knowledge Analysis via Model Internal Representations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Park, Sihyun
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Self-Review Framework for Enhancing Instruction Following Capability of LLM
by: Park, Sihyun
Published: (2025)

Internal Representation, Not Clinical Knowledge: Where Apparent LLM Triage Failures Originate
by: Navarro, David Fraile, et al.
Published: (2026)

Look It Up: Analysing Internal Web Search Capabilities of Modern LLMs
by: Kale, Sahil
Published: (2025)

Look Before You Leap: Autonomous Exploration for LLM Agents
by: Ye, Ziang, et al.
Published: (2026)

SnapKV: LLM Knows What You are Looking for Before Generation
by: Li, Yuhong, et al.
Published: (2024)

Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models
by: Liao, Haoran, et al.
Published: (2024)

Beyond Surface Statistics: Robust Conformal Prediction for LLMs via Internal Representations
by: Wang, Yanli, et al.
Published: (2026)

Editing Knowledge Representation of Language Model via Rephrased Prefix Prompts
by: Cai, Yuchen, et al.
Published: (2024)

Look at the Text: Instruction-Tuned Language Models are More Robust Multiple Choice Selectors than You Think
by: Wang, Xinpeng, et al.
Published: (2024)

Probing LLM Hallucination from Within: Perturbation-Driven Approach via Internal Knowledge
by: Lee, Seongmin, et al.
Published: (2024)

Does The Way You Plan Matter? An Empirical Study of Planning Representations for LLM Web Agents
by: Zambrano, Alejandra, et al.
Published: (2026)

Look Before You Leap: Enhancing Attention and Vigilance Regarding Harmful Content with GuidelineLLM
by: Zhang, Shaoqing, et al.
Published: (2024)

You Only Look at Screens: Multimodal Chain-of-Action Agents
by: Zhang, Zhuosheng, et al.
Published: (2023)

Behavior-Aware Item Modeling via Dynamic Procedural Solution Representations for Knowledge Tracing
by: Seo, Jun, et al.
Published: (2026)

ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains
by: Park, Yein, et al.
Published: (2024)

Look Before You Leap: An Exploratory Study of Uncertainty Measurement for Large Language Models
by: Huang, Yuheng, et al.
Published: (2023)

Look Inward to Explore Outward: Learning Temperature Policy from LLM Internal States via Hierarchical RL
by: Zhou, Yixiao, et al.
Published: (2026)

Improving Multi-hop Logical Reasoning in Knowledge Graphs with Context-Aware Query Representation Learning
by: Kim, Jeonghoon, et al.
Published: (2024)

Superscopes: Amplifying Internal Feature Representations for Language Model Interpretation
by: Jacobi, Jonathan, et al.
Published: (2025)

Internal Knowledge Without External Expression: Probing the Generalization Boundary of a Classical Chinese Language Model
by: Chen, Jiuting, et al.
Published: (2026)

Does Time Have Its Place? Temporal Heads: Where Language Models Recall Time-specific Information
by: Park, Yein, et al.
Published: (2025)

A Cause-Effect Look at Alleviating Hallucination of Knowledge-grounded Dialogue Generation
by: Yu, Jifan, et al.
Published: (2024)

Visualizing and Benchmarking LLM Factual Hallucination Tendencies via Internal State Analysis and Clustering
by: Mao, Nathan, et al.
Published: (2026)

R1-ACT: Efficient Reasoning Model Safety Alignment by Activating Safety Knowledge
by: In, Yeonjun, et al.
Published: (2025)

Sensory-Aware Sequential Recommendation via Review-Distilled Representations
by: Yoon, Yeo Chan, et al.
Published: (2026)

From Internal Representations to Text Quality: A Geometric Approach to LLM Evaluation
by: Yusupov, Viacheslav, et al.
Published: (2025)

Affinity and Diversity: A Unified Metric for Demonstration Selection via Internal Representations
by: Kato, Mariko, et al.
Published: (2025)

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent
by: Huang, Ziyang, et al.
Published: (2025)

Pre-training Limited Memory Language Models with Internal and External Knowledge
by: Zhao, Linxi, et al.
Published: (2025)

URL: Universal Referential Knowledge Linking via Task-instructed Representation Compression
by: Li, Zhuoqun, et al.
Published: (2024)

Context-Robust Knowledge Editing for Language Models
by: Park, Haewon, et al.
Published: (2025)

Large Language Model Enhanced Knowledge Representation Learning: A Survey
by: Wang, Xin, et al.
Published: (2024)

PHANTOM RECALL: When Familiar Puzzles Fool Smart Models
by: Mukhopadhyay, Souradeep, et al.
Published: (2025)

Does "Reasoning" with Large Language Models Improve Recognizing, Generating, and Reframing Unhelpful Thoughts?
by: Qi, Yilin, et al.
Published: (2025)

Does Knowledge Localization Hold True? Surprising Differences Between Entity and Relation Perspectives in Language Models
by: Wei, Yifan, et al.
Published: (2024)

Why LLMs Hallucinate on Structured Knowledge: A Mechanistic Analysis of Reasoning over Linearized Representations
by: Li, Shanghao, et al.
Published: (2026)

Why Does New Knowledge Create Messy Ripple Effects in LLMs?
by: Qin, Jiaxin, et al.
Published: (2024)

ZEBRA: Leveraging Model-Behavioral Knowledge for Zero-Annotation Preference Dataset Construction
by: Jung, Jeesu, et al.
Published: (2025)

Self-Knowledge Distillation for Learning Ambiguity
by: Park, Hancheol, et al.
Published: (2024)

Calibrating Reasoning in Language Models with Internal Consistency
by: Xie, Zhihui, et al.
Published: (2024)