| Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding | Jun 8, 2025 | HallucinationObject Hallucination | —Unverified | 0 |
| QuantMCP: Grounding Large Language Models in Verifiable Financial Reality | Jun 7, 2025 | Decision MakingFinancial Analysis | —Unverified | 0 |
| When Thinking LLMs Lie: Unveiling the Strategic Deception in Representations of Reasoning Models | Jun 5, 2025 | HallucinationMisinformation | —Unverified | 0 |
| GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval | Jun 5, 2025 | HallucinationInformation Retrieval | CodeCode Available | 0 |
| CLATTER: Comprehensive Entailment Reasoning for Hallucination Detection | Jun 5, 2025 | HallucinationNatural Language Inference | —Unverified | 0 |
| On the Fundamental Impossibility of Hallucination Control in Large Language Models | Jun 4, 2025 | Hallucination | —Unverified | 0 |
| CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model | Jun 4, 2025 | DenoisingHallucination | —Unverified | 0 |
| Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems | Jun 4, 2025 | DenoisingHallucination | —Unverified | 0 |
| Machine Mirages: Defining the Undefined | Jun 3, 2025 | Causal InferenceHallucination | —Unverified | 0 |
| Mitigating Manipulation and Enhancing Persuasion: A Reflective Multi-Agent Approach for Legal Argument Generation | Jun 3, 2025 | Hallucination | —Unverified | 0 |