Cover Image

Reducing Hallucinations in Entity Abstract Summarization with Facts-Template Decomposition

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhu, Fangwei, Wang, Peiyi, Sui, Zhifang
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

Chain-of-Thought Tokens are Computer Program Variables
by: Zhu, Fangwei, et al.
Published: (2025)

CoLT: Reasoning with Chain of Latent Tool Calls
by: Zhu, Fangwei, et al.
Published: (2026)

Language Models Encode the Value of Numbers Linearly
by: Zhu, Fangwei, et al.
Published: (2024)

Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning
by: Yang, Zhe, et al.
Published: (2023)

Reducing Hallucinations in Summarization via Reinforcement Learning with Entity Hallucination Index
by: Katwe, Praveenkumar, et al.
Published: (2025)

RICo: Refined In-Context Contribution for Automatic Instruction-Tuning Data Selection
by: Yang, Yixin, et al.
Published: (2025)

Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization
by: BN, Suhas, et al.
Published: (2025)

Chip-Tuning: Classify Before Language Models Say
by: Zhu, Fangwei, et al.
Published: (2024)

Correction with Backtracking Reduces Hallucination in Summarization
by: Liu, Zhenzhen, et al.
Published: (2023)

Be a Multitude to Itself: A Prompt Evolution Framework for Red Teaming
by: Li, Rui, et al.
Published: (2025)

FactSim: Fact-Checking for Opinion Summarization
by: Anghinoni, Leandro, et al.
Published: (2026)

Towards Harmonized Uncertainty Estimation for Large Language Models
by: Li, Rui, et al.
Published: (2025)

Context-aware Decoding Reduces Hallucination in Query-focused Summarization
by: Xu, Zhichao
Published: (2023)

Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs
by: Yang, Zhe, et al.
Published: (2024)

Multi-Modal Fact-Verification Framework for Reducing Hallucinations in Large Language Models
by: Patel, Piyushkumar
Published: (2025)

HalluEntity: Benchmarking and Understanding Entity-Level Hallucination Detection
by: Yeh, Min-Hsuan, et al.
Published: (2025)

Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
by: Xia, Heming, et al.
Published: (2024)

Exploring Activation Patterns of Parameters in Language Models
by: Wang, Yudong, et al.
Published: (2024)

Reducing Tool Hallucination via Reliability Alignment
by: Xu, Hongshen, et al.
Published: (2024)

LLMAEL: Large Language Models are Good Context Augmenters for Entity Linking
by: Xin, Amy, et al.
Published: (2024)

PeriodicLoRA: Breaking the Low-Rank Bottleneck in LoRA Optimization
by: Meng, Xiangdi, et al.
Published: (2024)

Medical Question Summarization with Entity-driven Contrastive Learning
by: Lu, Wenpeng, et al.
Published: (2023)

Abstract Meaning Representation for Hospital Discharge Summarization
by: Landes, Paul, et al.
Published: (2025)

Towards Better RL Training Data Utilization via Second-Order Rollout
by: Yang, Zhe, et al.
Published: (2026)

Video Summarization: Towards Entity-Aware Captions
by: Ayyubi, Hammad A., et al.
Published: (2023)

FactCheckmate: Preemptively Detecting and Mitigating Hallucinations in LMs
by: Alnuhait, Deema, et al.
Published: (2024)

Language Models Hallucinate, but May Excel at Fact Verification
by: Guan, Jian, et al.
Published: (2023)

FactCHD: Benchmarking Fact-Conflicting Hallucination Detection
by: Chen, Xiang, et al.
Published: (2023)

GraphCheck: Multipath Fact-Checking with Entity-Relationship Graphs
by: Jeon, Hyewon, et al.
Published: (2025)

Atomic Fact Decomposition Helps Attributed Question Answering
by: Yan, Zhichao, et al.
Published: (2024)

Re-FRAME the Meeting Summarization SCOPE: Fact-Based Summarization and Personalization via Questions
by: Kirstein, Frederic, et al.
Published: (2025)

FACTS: Table Summarization via Offline Template Generation with Agentic Workflows
by: Yuan, Ye, et al.
Published: (2025)

GUMsley: Evaluating Entity Salience in Summarization for 12 English Genres
by: Lin, Jessica, et al.
Published: (2024)

FactPICO: Factuality Evaluation for Plain Language Summarization of Medical Evidence
by: Joseph, Sebastian Antony, et al.
Published: (2024)

Detecting LLM Fact-conflicting Hallucinations Enhanced by Temporal-logic-based Reasoning
by: Li, Ningke, et al.
Published: (2025)

Supposedly Equivalent Facts That Aren't? Entity Frequency in Pre-training Induces Asymmetry in LLMs
by: He, Yuan, et al.
Published: (2025)

Leveraging Entity Information for Cross-Modality Correlation Learning: The Entity-Guided Multimodal Summarization
by: Zhang, Yanghai, et al.
Published: (2024)

Entity-aware Cross-lingual Claim Detection for Automated Fact-checking
by: Panchendrarajan, Rrubaa, et al.
Published: (2025)

Mitigating Entity-Level Hallucination in Large Language Models
by: Su, Weihang, et al.
Published: (2024)

EROS: Entity-Driven Controlled Policy Document Summarization
by: Singh, Joykirat, et al.
Published: (2024)