Image de couverture de livre

Reasoning or Rationalization? The Role of Justifications in Masked Diffusion Models for Fact Verification

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteur principal:	Devasier, Jacob
Format:	Preprint
Publié:	2026
Sujets:	Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

CaseFacts: A Benchmark for Legal Fact-Checking and Precedent Retrieval
par: Putta, Akshith Reddy, et autres
Publié: (2026)

ClaimCheck: Real-Time Fact-Checking with Small Language Models
par: Putta, Akshith Reddy, et autres
Publié: (2025)

Task-Oriented Automatic Fact-Checking with Frame-Semantics
par: Devasier, Jacob, et autres
Publié: (2025)

What Gets Unmasked First? Trajectory Analysis of Diffusion Models for Graph-to-Text Generation
par: Wang, Qing, et autres
Publié: (2026)

Frame-Guided Synthetic Claim Generation for Automatic Fact-Checking Using High-Volume Tabular Data
par: Devasier, Jacob, et autres
Publié: (2026)

Can LLMs Extract Frame-Semantic Arguments?
par: Devasier, Jacob, et autres
Publié: (2025)

Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation Generation
par: Yang, Jing, et autres
Publié: (2024)

ChronoFact: Timeline-based Temporal Fact Verification
par: Barik, Anab Maulana, et autres
Publié: (2024)

JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims
par: Zeng, Fengzhu, et autres
Publié: (2024)

Language Models Hallucinate, but May Excel at Fact Verification
par: Guan, Jian, et autres
Publié: (2023)

Step-by-Step Fact Verification System for Medical Claims with Explainable Reasoning
par: Vladika, Juraj, et autres
Publié: (2025)

AMREx: AMR for Explainable Fact Verification
par: Jayaweera, Chathuri, et autres
Publié: (2024)

Molecular Facts: Desiderata for Decontextualization in LLM Fact Verification
par: Gunjal, Anisha, et autres
Publié: (2024)

Co-FactChecker: A Framework for Human-AI Collaborative Claim Verification Using Large Reasoning Models
par: Sahnan, Dhruv, et autres
Publié: (2026)

ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts
par: Su, Ruiran, et autres
Publié: (2025)

FineDialFact: A benchmark for Fine-grained Dialogue Fact Verification
par: Chen, Xiangyan, et autres
Publié: (2025)

Analyzing LLM Instruction Optimization for Tabular Fact Verification
par: Du, Xiaotang, et autres
Publié: (2026)

Loki: An Open-Source Tool for Fact Verification
par: Li, Haonan, et autres
Publié: (2024)

Unsupervised Pretraining for Fact Verification by Language Model Distillation
par: Bazaga, Adrián, et autres
Publié: (2023)

FactLens: Benchmarking Fine-Grained Fact Verification
par: Mitra, Kushan, et autres
Publié: (2024)

Rethinking Loss Functions for Fact Verification
par: Mukobara, Yuta, et autres
Publié: (2024)

On the Reasoning Abilities of Masked Diffusion Language Models
par: Svete, Anej, et autres
Publié: (2025)

User-Centric Evidence Ranking for Attribution and Fact Verification
par: Alt, Guy, et autres
Publié: (2026)

TabVer: Tabular Fact Verification with Natural Logic
par: Aly, Rami, et autres
Publié: (2024)

A Graph-based Verification Framework for Fact-Checking
par: Huang, Yani, et autres
Publié: (2025)

CHECKWHY: Causal Fact Verification via Argument Structure
par: Si, Jiasheng, et autres
Publié: (2024)

A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification
par: Li, Xiangci, et autres
Publié: (2020)

Zero-Shot Fact Verification via Natural Logic and Large Language Models
par: Strong, Marek, et autres
Publié: (2024)

Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches
par: Eldifrawi, Islam, et autres
Publié: (2024)

Robust Claim Verification Through Fact Detection
par: Jafari, Nazanin, et autres
Publié: (2024)

Towards a Framework for Evaluating Explanations in Automated Fact Verification
par: Kotonya, Neema, et autres
Publié: (2024)

The Missing Parts: Augmenting Fact Verification with Half-Truth Detection
par: Tang, Yixuan, et autres
Publié: (2025)

Mining the Explainability and Generalization: Fact Verification Based on Self-Instruction
par: Lu, Guangyao, et autres
Publié: (2024)

Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models
par: Cao, Han, et autres
Publié: (2025)

Towards Unification of Hallucination Detection and Fact Verification for Large Language Models
par: Su, Weihang, et autres
Publié: (2025)

FactGenius: Combining Zero-Shot Prompting and Fuzzy Relation Mining to Improve Fact Verification with Knowledge Graphs
par: Gautam, Sushant
Publié: (2024)

The Confidence Shortcut: A Reasoning Failure Mode of Masked Diffusion Models
par: Kim, Dueun, et autres
Publié: (2026)

Poly-FEVER: A Multilingual Fact Verification Benchmark for Hallucination Detection in Large Language Models
par: Zhang, Hanzhi, et autres
Publié: (2025)

MultiCheck: Strengthening Web Trust with Unified Multimodal Fact Verification
par: Kishore, Aditya, et autres
Publié: (2025)

TSVer: A Benchmark for Fact Verification Against Time-Series Evidence
par: Strong, Marek, et autres
Publié: (2025)