SOTAVerified

Hallucination Evaluation

Evaluate the ability of LLM to generate non-hallucination text or assess the capability of LLM to recognize hallucinations.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 49 papers

TitleStatusHype
HalluSegBench: Counterfactual Visual Reasoning for Segmentation Hallucination Evaluation—0
KnowRL: Exploring Knowledgeable Reinforcement Learning for FactualityCode1
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM HallucinationsCode0
Benchmarking LLM Faithfulness in RAG with Evolving LeaderboardsCode1
Mitigating Image Captioning Hallucinations in Vision-Language Models—0
Localizing Before Answering: A Hallucination Evaluation Benchmark for Grounded Medical Multimodal LLMs—0
Real-Time Evaluation Models for RAG: Who Detects Hallucinations Best?—0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs—0
Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and MitigationCode1
Evaluating LLMs' Assessment of Mixed-Context Hallucination Through the Lens of SummarizationCode0
TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination EvaluationCode0
Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization—0
DAHL: Domain-specific Automated Hallucination Evaluation of Long-Form Text through a Benchmark Dataset in BiomedicineCode0
DDFAV: Remote Sensing Large Vision Language Models Dataset and Evaluation BenchmarkCode0
Unified Triplet-Level Hallucination Evaluation for Large Vision-Language ModelsCode0
A Survey of Hallucination in Large Visual Language Models—0
LongHalQA: Long-Context Hallucination Evaluation for MultiModal Large Language ModelsCode0
TLDR: Token-Level Detective Reward Model for Large Vision Language Models—0
Effectively Enhancing Vision Language Large Models by Prompt Augmentation and Caption UtilizationCode0
FIHA: Autonomous Hallucination Evaluation in Vision-Language Models with Davidson Scene Graphs—0
Evaluating Image Hallucination in Text-to-Image Generation with Question-AnsweringCode1
Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language ModelsCode1
Enhancing LLM's Cognition via StructurizationCode1
GraphEval: A Knowledge-Graph Based LLM Hallucination Evaluation Framework—0
Lynx: An Open Source Hallucination Evaluation Model—0
Show:102550
← PrevPage 1 of 2Next →

No leaderboard results yet.