Cover Image

Fact in Fragments: Deconstructing Complex Claims via LLM-based Atomic Fact Extraction and Verification

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zheng, Liwen, Li, Chaozhuo, Liu, Zheng, Huang, Feiran, Jia, Haoran, Ye, Zaisheng, Zhang, Xi
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progression
by: Zheng, Liwen, et al.
Published: (2025)

FactReview: Evidence-Grounded Peer Review with Execution-Based Claim Verification
by: Yue, Ling, et al.
Published: (2026)

Robust Claim Verification Through Fact Detection
by: Jafari, Nazanin, et al.
Published: (2024)

BiDeV: Bilateral Defusing Verification for Complex Claim Fact-Checking
by: Liu, Yuxuan, et al.
Published: (2025)

Multimodal Claim Extraction for Fact-Checking
by: Teo, Joycelyn, et al.
Published: (2026)

Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification
by: Gunjal, Anisha, et al.
Published: (2024)

DECEIVE-AFC: Adversarial Claim Attacks against Search-Enabled LLM-based Fact-Checking Systems
by: Ou, Haoran, et al.
Published: (2026)

Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning
by: Vladika, Juraj, et al.
Published: (2025)

FactLens: Benchmarking Fine-Grained Fact Verification
by: Mitra, Kushan, et al.
Published: (2024)

Co-Sight: Enhancing LLM-Based Agents via Conflict-Aware Meta-Verification and Trustworthy Reasoning with Structured Facts
by: Zhang, Hongwei, et al.
Published: (2025)

DualFact+: A Multimodal Fact Verification Framework for Procedural Video Understanding
by: Oguz, Cennet, et al.
Published: (2026)

Beyond Retrieval: Improving Evidence Quality for LLM-based Multimodal Fact-Checking
by: Ou, Haoran, et al.
Published: (2025)

Long-Form Information Alignment Evaluation Beyond Atomic Facts
by: Zheng, Danna, et al.
Published: (2025)

BERT-based model for Vietnamese Fact Verification Dataset
by: Tran, Bao, et al.
Published: (2025)

Rethinking Loss Functions for Fact Verification
by: Mukobara, Yuta, et al.
Published: (2024)

Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments
by: Yue, Zhenrui, et al.
Published: (2024)

Multi-Evidence based Fact Verification via A Confidential Graph Neural Network
by: Lan, Yuqing, et al.
Published: (2024)

Atomic-SNLI: Fine-Grained Natural Language Inference through Atomic Fact Decomposition
by: Huang, Minghui
Published: (2026)

From Chaos to Clarity: Claim Normalization to Empower Fact-Checking
by: Sundriyal, Megha, et al.
Published: (2023)

Feint and Attack: Attention-Based Strategies for Jailbreaking and Protecting LLMs
by: Pu, Rui, et al.
Published: (2024)

What Are the Facts? Automated Extraction of Court-Established Facts from Criminal-Court Opinions
by: Bendová, Klára, et al.
Published: (2025)

CFEVER: A Chinese Fact Extraction and VERification Dataset
by: Lin, Ying-Jia, et al.
Published: (2024)

FISCAL: Financial Synthetic Claim-document Augmented Learning for Efficient Fact-Checking
by: Sharma, Rishab, et al.
Published: (2025)

Fact or Fiction? Improving Fact Verification with Knowledge Graphs through Simplified Subgraph Retrievals
by: Opsahl, Tobias A.
Published: (2024)

One SPACE to Rule Them All: Jointly Mitigating Factuality and Faithfulness Hallucinations in LLMs
by: Wang, Pengbo, et al.
Published: (2025)

Ta'keed: The First Generative Fact-Checking System for Arabic Claims
by: Althabiti, Saud, et al.
Published: (2024)

ClaimCheck: Real-Time Fact-Checking with Small Language Models
by: Putta, Akshith Reddy, et al.
Published: (2025)

Are Large Language Models Table-based Fact-Checkers?
by: Zhang, Hanwen, et al.
Published: (2024)

EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification
by: Ma, Huanhuan, et al.
Published: (2023)

SUCEA: Reasoning-Intensive Retrieval for Adversarial Fact-checking through Claim Decomposition and Editing
by: Liu, Hongjun, et al.
Published: (2025)

Trification: A Comprehensive Tree-based Strategy Planner and Structural Verification for Fact-Checking
by: Barik, Anab Maulana, et al.
Published: (2025)

Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact Extraction
by: Chen, Jianhao, et al.
Published: (2024)

HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking
by: Vladika, Juraj, et al.
Published: (2023)

Fact-Checking with Large Language Models via Probabilistic Certainty and Consistency
by: Wang, Haoran, et al.
Published: (2026)

FIRE: Fact-checking with Iterative Retrieval and Verification
by: Xie, Zhuohan, et al.
Published: (2024)

Enhancing Health Fact-Checking with LLM-Generated Synthetic Data
by: Zhang, Jingze, et al.
Published: (2025)

Bi-Fact: A Bidirectional Factorization-based Evaluation of Intent Extraction from UI Trajectories
by: Caduri, Sapir, et al.
Published: (2025)

Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance?
by: Hu, Qisheng, et al.
Published: (2024)

Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction
by: Liu, Junkai, et al.
Published: (2024)

QUST_NLP at SemEval-2025 Task 7: A Three-Stage Retrieval Framework for Monolingual and Crosslingual Fact-Checked Claim Retrieval
by: Liu, Youzheng, et al.
Published: (2025)