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Papers
Beyond Timestamps: Bridging Forward and Backward Reasoning in Temporal Numerical and Relational Understanding
ACL 2026
ClaimDB: A Fact Verification Benchmark over Large Structured Data
ACL 2026
Claim Verification in the Age of Large Language Models: A Survey
ACL 2026
Controlling Uncertainty and Hallucination Risk in Multi-Agent Fact Verification
UAI 2026
CoReTab: Improving Multimodal Table Understanding with Code-driven Reasoning
EACL 2026
DeepFact: Co-Evolving Benchmarks and Agents for Deep Research Factuality
ACL 2026
Detecting Citation Hallucinations in Large Language Model Outputs (Student Abstract)
AAAI 2026
Evidence Grounding vs. Memorization: Why Neural Semantics Matter for Knowledge Graph Fact Verification
EACL 2026
SciTrue: Evidence-Grounded Claim Verification in Science
EACL 2026
The Automatic Verification of Image-Text Claims (AVerImaTeC) Shared Task
EACL 2026
The Energy of Falsehood: Detecting Hallucinations via Diffusion Model Likelihoods
EACL 2026
User-Centric Evidence Ranking for Attribution and Fact Verification
EACL 2026
Advacheck at SemEval-2025 Task 3: Combining NER and RAG to Spot Hallucinations in LLM Answers
SemEval 2025
AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation
EMNLP 2025
A Little Human Data Goes A Long Way
ACL 2025
Benchmarking Query-Conditioned Natural Language Inference
ACL 2025
Better Together: Towards Localizing Fact-Related Hallucinations using Open Small Language Models
AACL 2025
Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims
ACL 2025
BHRAM-IL: A Benchmark for Hallucination Recognition and Assessment in Multiple Indian Languages
AACL 2025
ChronoFact: Timeline-based Temporal Fact Verification
IJCAI 2025
ClaimPKG: Enhancing Claim Verification via Pseudo-Subgraph Generation with Lightweight Specialized LLM
ACL 2025
ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts
EMNLP 2025
CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation
ACL 2025
Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts
IJCNLP 2025
Detecting Corpus-Level Knowledge Inconsistencies in Wikipedia with Large Language Models
EMNLP 2025