Cover Image

CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Deng, Boyi, Wang, Wenjie, Zhu, Fengbin, Wang, Qifan, Feng, Fuli
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection
by: Li, Moxin, et al.
Published: (2024)

SASFT: Sparse Autoencoder-guided Supervised Finetuning to Mitigate Unexpected Code-Switching in LLMs
by: Deng, Boyi, et al.
Published: (2025)

One Adapts to Any: Meta Reward Modeling for Personalized LLM Alignment
by: Cai, Hongru, et al.
Published: (2026)

PERM: Psychology-grounded Empathetic Reward Modeling for Large Language Models
by: Wang, Chengbing, et al.
Published: (2026)

IGD: Token Decisiveness Modeling via Information Gain in LLMs for Personalized Recommendation
by: Lin, Zijie, et al.
Published: (2025)

Assistant-Guided Mitigation of Teacher Preference Bias in LLM-as-a-Judge
by: Liu, Zhuo, et al.
Published: (2025)

Controllable LLM Reasoning via Sparse Autoencoder-Based Steering
by: Fang, Yi, et al.
Published: (2026)

Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs
by: Fang, Yi, et al.
Published: (2024)

CrEst: Credibility Estimation for Contexts in LLMs via Weak Supervision
by: Adila, Dyah, et al.
Published: (2025)

Unveiling Language-Specific Features in Large Language Models via Sparse Autoencoders
by: Deng, Boyi, et al.
Published: (2025)

Unified Data Selection for LLM Reasoning
by: Li, Xiaoyuan, et al.
Published: (2026)

Credible Plan-Driven RAG Method for Multi-Hop Question Answering
by: Zhang, Ningning, et al.
Published: (2025)

Latent Inter-User Difference Modeling for LLM Personalization
by: Qiu, Yilun, et al.
Published: (2025)

TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data
by: Zhu, Fengbin, et al.
Published: (2024)

Doc2SoarGraph: Discrete Reasoning over Visually-Rich Table-Text Documents via Semantic-Oriented Hierarchical Graphs
by: Zhu, Fengbin, et al.
Published: (2023)

Direct Multi-Turn Preference Optimization for Language Agents
by: Shi, Wentao, et al.
Published: (2024)

Navigating Through Paper Flood: Advancing LLM-based Paper Evaluation through Domain-Aware Retrieval and Latent Reasoning
by: Zheng, Wuqiang, et al.
Published: (2025)

Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection
by: Weng, Yan, et al.
Published: (2025)

Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation
by: Pan, Ruotong, et al.
Published: (2024)

Confidence-Credibility Aware Weighted Ensembles of Small LLMs Outperform Large LLMs in Emotion Detection
by: Elgabry, Menna, et al.
Published: (2025)

Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization
by: Qiu, Yilun, et al.
Published: (2025)

HellaSwag-Pro: A Large-Scale Bilingual Benchmark for Evaluating the Robustness of LLMs in Commonsense Reasoning
by: Li, Xiaoyuan, et al.
Published: (2025)

Reasoning About the Unsaid: Misinformation Detection with Omission-Aware Graph Inference
by: Wang, Zhengjia, et al.
Published: (2025)

W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering
by: Nian, Jinming, et al.
Published: (2024)

Acting Flatterers via LLMs Sycophancy: Combating Clickbait with LLMs Opposing-Stance Reasoning
by: Zhang, Chaowei, et al.
Published: (2026)

TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems
by: Xu, Chen, et al.
Published: (2026)

On the Credibility of Evaluating LLMs using Survey Questions
by: Libovický, Jindřich
Published: (2026)

NextAds: Towards Next-generation Personalized Video Advertising
by: Xu, Yiyan, et al.
Published: (2026)

Towards Temporal-Aware Multi-Modal Retrieval Augmented Generation in Finance
by: Zhu, Fengbin, et al.
Published: (2025)

Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems
by: Li, Zherui, et al.
Published: (2025)

Large Language Models Empowered Personalized Web Agents
by: Cai, Hongru, et al.
Published: (2024)

Reason4Rec: Large Language Models for Recommendation with Deliberative User Preference Alignment
by: Fang, Yi, et al.
Published: (2025)

Combating Misinformation in the Arab World: Challenges & Opportunities
by: Abouzied, Azza, et al.
Published: (2025)

Detecting Contextual Hallucinations in LLMs with Frequency-Aware Attention
by: Qi, Siya, et al.
Published: (2026)

CAPSUL: A Comprehensive Human Protein Benchmark for Subcellular Localization
by: Hu, Yicheng, et al.
Published: (2026)

Think-While-Generating: On-the-Fly Reasoning for Personalized Long-Form Generation
by: Wang, Chengbing, et al.
Published: (2025)

KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG
by: Li, Yongjian, et al.
Published: (2025)

Unraveling Misinformation Propagation in LLM Reasoning
by: Feng, Yiyang, et al.
Published: (2025)

DETAM: Defending LLMs Against Jailbreak Attacks via Targeted Attention Modification
by: Li, Yu, et al.
Published: (2025)

SkillGraph: Skill-Augmented Reinforcement Learning for Agents via Evolving Skill Graphs
by: Li, Xiaoyuan, et al.
Published: (2026)