| Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation | Oct 25, 2023 | Data-to-Text GenerationHallucination | CodeCode Available | 0 |
| Tokenization Consistency Matters for Generative Models on Extractive NLP Tasks | Dec 19, 2022 | Extractive Question-AnsweringHallucination | CodeCode Available | 0 |
| Adversarial Semantic Hallucination for Domain Generalized Semantic Segmentation | Jun 8, 2021 | Domain AdaptationDomain Generalization | CodeCode Available | 0 |
| On-Policy Fine-grained Knowledge Feedback for Hallucination Mitigation | Jun 18, 2024 | HallucinationResponse Generation | CodeCode Available | 0 |
| Vision-Encoders (Already) Know What They See: Mitigating Object Hallucination via Simple Fine-Grained CLIPScore | Feb 27, 2025 | HallucinationObject | CodeCode Available | 0 |
| On the Benefits of Fine-Grained Loss Truncation: A Case Study on Factuality in Summarization | Mar 9, 2024 | HallucinationText Summarization | CodeCode Available | 0 |
| Crafting In-context Examples according to LMs' Parametric Knowledge | Nov 16, 2023 | HallucinationIn-Context Learning | CodeCode Available | 0 |
| SH2: Self-Highlighted Hesitation Helps You Decode More Truthfully | Jan 11, 2024 | HallucinationText Generation | CodeCode Available | 0 |
| Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs | Jun 17, 2024 | counterfactualHallucination | CodeCode Available | 0 |
| On the Hallucination in Simultaneous Machine Translation | Jun 11, 2024 | HallucinationMachine Translation | CodeCode Available | 0 |
| Shakespearean Sparks: The Dance of Hallucination and Creativity in LLMs' Decoding Layers | Mar 4, 2025 | Hallucination | CodeCode Available | 0 |
| BioKGBench: A Knowledge Graph Checking Benchmark of AI Agent for Biomedical Science | Jun 29, 2024 | AI AgentClaim Verification | CodeCode Available | 0 |
| Beyond Ontology in Dialogue State Tracking for Goal-Oriented Chatbot | Oct 30, 2024 | ChatbotDialogue State Tracking | CodeCode Available | 0 |
| SHROOM-INDElab at SemEval-2024 Task 6: Zero- and Few-Shot LLM-Based Classification for Hallucination Detection | Apr 4, 2024 | HallucinationIn-Context Learning | CodeCode Available | 0 |
| Language Models Hallucinate, but May Excel at Fact Verification | Oct 23, 2023 | Fact VerificationHallucination | CodeCode Available | 0 |
| On the Universal Truthfulness Hyperplane Inside LLMs | Jul 11, 2024 | DiversityDomain Generalization | CodeCode Available | 0 |
| Ontology-Constrained Generation of Domain-Specific Clinical Summaries | Nov 23, 2024 | HallucinationText Summarization | CodeCode Available | 0 |
| SiGAN: Siamese Generative Adversarial Network for Identity-Preserving Face Hallucination | Jul 22, 2018 | Face HallucinationFace Reconstruction | CodeCode Available | 0 |
| Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation | Oct 23, 2023 | Abstractive Text SummarizationDialogue Generation | CodeCode Available | 0 |
| SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection | Jun 20, 2020 | HallucinationMorphological Inflection | CodeCode Available | 0 |
| Toward Reliable Biomedical Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language Models | May 20, 2025 | Hallucinationscientific discovery | CodeCode Available | 0 |
| Multi-Source Knowledge Pruning for Retrieval-Augmented Generation: A Benchmark and Empirical Study | Sep 3, 2024 | BenchmarkingHallucination | CodeCode Available | 0 |
| Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word Problem | Mar 6, 2024 | BenchmarkingHallucination | CodeCode Available | 0 |
| KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions | Jul 8, 2024 | HallucinationKnowledge Graphs | CodeCode Available | 0 |
| keepitsimple at SemEval-2025 Task 3: LLM-Uncertainty based Approach for Multilingual Hallucination Span Detection | May 23, 2025 | HallucinationLanguage Modeling | CodeCode Available | 0 |