| Diving Deep into Modes of Fact Hallucinations in Dialogue Systems | Jan 11, 2023 | Hallucination | CodeCode Available | 0 | 5 |
| Enhancing Hallucination Detection through Perturbation-Based Synthetic Data Generation in System Responses | Jul 7, 2024 | HallucinationLanguage Modeling | CodeCode Available | 0 | 5 |
| MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM Hallucinations | May 20, 2025 | Fact CheckingHallucination | CodeCode Available | 0 | 5 |
| NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT | Mar 2, 2025 | Hallucination | CodeCode Available | 0 | 5 |
| NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly | Oct 16, 2022 | Cultural Vocal Bursts Intensity PredictionHallucination | CodeCode Available | 0 | 5 |
| On the Hallucination in Simultaneous Machine Translation | Jun 11, 2024 | HallucinationMachine Translation | CodeCode Available | 0 | 5 |
| Pushing the Limits of Low-Resource Morphological Inflection | Aug 16, 2019 | Cross-Lingual TransferDecoder | CodeCode Available | 0 | 5 |
| Addressing Topic Granularity and Hallucination in Large Language Models for Topic Modelling | May 1, 2024 | HallucinationTopic Classification | CodeCode Available | 0 | 5 |
| MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration | May 29, 2025 | HallucinationMultimodal Reasoning | CodeCode Available | 0 | 5 |
| Projected Distribution Loss for Image Enhancement | Dec 16, 2020 | DeblurringDemosaicking | CodeCode Available | 0 | 5 |
| Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models | May 17, 2025 | Hallucination | CodeCode Available | 0 | 5 |
| Modality Distillation with Multiple Stream Networks for Action Recognition | Jun 19, 2018 | Action ClassificationAction Detection | CodeCode Available | 0 | 5 |
| Differentially Private Steering for Large Language Model Alignment | Jan 30, 2025 | HallucinationInference Attack | CodeCode Available | 0 | 5 |
| Beyond Ontology in Dialogue State Tracking for Goal-Oriented Chatbot | Oct 30, 2024 | ChatbotDialogue State Tracking | CodeCode Available | 0 | 5 |
| DGoT: Dynamic Graph of Thoughts for Scientific Abstract Generation | Mar 26, 2024 | Abstract generationHallucination | CodeCode Available | 0 | 5 |
| The Knowledge Alignment Problem: Bridging Human and External Knowledge for Large Language Models | May 23, 2023 | HallucinationLanguage Modeling | CodeCode Available | 0 | 5 |
| Mitigating Hallucination of Large Vision-Language Models via Dynamic Logits Calibration | Jun 26, 2025 | HallucinationText Generation | CodeCode Available | 0 | 5 |
| Mitigating Hallucination in Fictional Character Role-Play | Jun 25, 2024 | HallucinationWorld Knowledge | CodeCode Available | 0 | 5 |
| Mitigating Entity-Level Hallucination in Large Language Models | Jul 12, 2024 | HallucinationInformation Retrieval | CodeCode Available | 0 | 5 |
| Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual Information | Apr 15, 2024 | Abstractive Text SummarizationHallucination | CodeCode Available | 0 | 5 |
| Detecting Errors through Ensembling Prompts (DEEP): An End-to-End LLM Framework for Detecting Factual Errors | Jun 18, 2024 | HallucinationLanguage Modeling | CodeCode Available | 0 | 5 |
| MELO: Enhancing Model Editing with Neuron-Indexed Dynamic LoRA | Dec 19, 2023 | Document ClassificationHallucination | CodeCode Available | 0 | 5 |
| "Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge Graphs | Sep 15, 2023 | HallucinationKnowledge Graphs | CodeCode Available | 0 | 5 |
| Analogy Models for Neural Word Inflection | Dec 1, 2020 | HallucinationLEMMA | CodeCode Available | 0 | 5 |
| MedHallTune: An Instruction-Tuning Benchmark for Mitigating Medical Hallucination in Vision-Language Models | Feb 28, 2025 | Decision MakingHallucination | CodeCode Available | 0 | 5 |
| Delve into Visual Contrastive Decoding for Hallucination Mitigation of Large Vision-Language Models | Dec 9, 2024 | Hallucination | CodeCode Available | 0 | 5 |
| Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations | Mar 27, 2024 | AttributeDiagnostic | CodeCode Available | 0 | 5 |
| MCiteBench: A Multimodal Benchmark for Generating Text with Citations | Mar 4, 2025 | HallucinationText Generation | CodeCode Available | 0 | 5 |
| Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem | Mar 6, 2024 | BenchmarkingHallucination | CodeCode Available | 0 | 5 |
| MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback | Oct 17, 2024 | Fact VerificationHallucination | CodeCode Available | 0 | 5 |
| MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models | Oct 19, 2023 | HallucinationMathematical Reasoning | CodeCode Available | 0 | 5 |
| MAVEN-Fact: A Large-scale Event Factuality Detection Dataset | Jul 22, 2024 | Hallucination | CodeCode Available | 0 | 5 |
| DefAn: Definitive Answer Dataset for LLMs Hallucination Evaluation | Jun 13, 2024 | BenchmarkingHallucination | CodeCode Available | 0 | 5 |
| Benchmarking ChatGPT-4 on ACR Radiation Oncology In-Training (TXIT) Exam and Red Journal Gray Zone Cases: Potentials and Challenges for AI-Assisted Medical Education and Decision Making in Radiation Oncology | Apr 24, 2023 | BenchmarkingDecision Making | CodeCode Available | 0 | 5 |
| LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model Compression | Mar 6, 2025 | BenchmarkingCommon Sense Reasoning | CodeCode Available | 0 | 5 |
| Low to High Dimensional Modality Hallucination using Aggregated Fields of View | Jul 13, 2020 | HallucinationVocal Bursts Intensity Prediction | CodeCode Available | 0 | 5 |
| Behind the Magic, MERLIM: Multi-modal Evaluation Benchmark for Large Image-Language Models | Dec 3, 2023 | HallucinationVisual Grounding | CodeCode Available | 0 | 5 |
| Machine Translation Hallucination Detection for Low and High Resource Languages using Large Language Models | Jul 23, 2024 | HallucinationMachine Translation | CodeCode Available | 0 | 5 |
| MedScore: Factuality Evaluation of Free-Form Medical Answers | May 24, 2025 | FormHallucination | CodeCode Available | 0 | 5 |
| Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge Graphs | Mar 17, 2024 | HallucinationKnowledge Graphs | CodeCode Available | 0 | 5 |
| LLMs and Memorization: On Quality and Specificity of Copyright Compliance | May 28, 2024 | HallucinationMemorization | CodeCode Available | 0 | 5 |
| LongHalQA: Long-Context Hallucination Evaluation for MultiModal Large Language Models | Oct 13, 2024 | HallucinationHallucination Evaluation | CodeCode Available | 0 | 5 |
| Deep CNN Denoiser and Multi-layer Neighbor Component Embedding for Face Hallucination | Jun 28, 2018 | Face HallucinationHallucination | CodeCode Available | 0 | 5 |
| EmotionHallucer: Evaluating Emotion Hallucinations in Multimodal Large Language Models | May 16, 2025 | Hallucination | CodeCode Available | 0 | 5 |
| LLM Hallucinations in Practical Code Generation: Phenomena, Mechanism, and Mitigation | Sep 30, 2024 | Code GenerationHallucination | CodeCode Available | 0 | 5 |
| DecoPrompt : Decoding Prompts Reduces Hallucinations when Large Language Models Meet False Premises | Nov 12, 2024 | Hallucination | CodeCode Available | 0 | 5 |
| LLM Inference Enhanced by External Knowledge: A Survey | May 30, 2025 | HallucinationKnowledge Graphs | CodeCode Available | 0 | 5 |
| LLM-based Query Expansion Fails for Unfamiliar and Ambiguous Queries | May 19, 2025 | HallucinationRetrieval | CodeCode Available | 0 | 5 |
| LLM Internal States Reveal Hallucination Risk Faced With a Query | Jul 3, 2024 | HallucinationResponse Generation | CodeCode Available | 0 | 5 |
| Deceptive Semantic Shortcuts on Reasoning Chains: How Far Can Models Go without Hallucination? | Nov 16, 2023 | HallucinationSentence | CodeCode Available | 0 | 5 |