conftrace_

hallucination mitigation

320 papers

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Co-occurring keywords

large language model (13587) retrieval-augmented generation (1592) vision-language model (2348) question answering (2963) text generation (2913) large vision-language model (170) multimodal large language model (966) hallucination detection (530) direct preference optimization (332) language model (4599)

Papers

ConVis: Contrastive Decoding with Hallucination Visualization for Mitigating Hallucinations in Multimodal Large Language Models AAAI 2025
Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution AAAI 2025
LLM-RG4: Flexible and Factual Radiology Report Generation Across Diverse Input Contexts AAAI 2025
Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning AAAI 2025
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data AAAI 2025
Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025
Meta-Reflection: A Feedback-Free Reflection Learning Framework ACL 2025
Pandora’s Box or Aladdin’s Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models ACL 2025
TC–RAG: Turing–Complete RAG’s Case study on Medical LLM Systems ACL 2025
Hierarchical Memory Organization for Wikipedia Generation ACL 2025
SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs ACL 2025
Retrieval Visual Contrastive Decoding to Mitigate Object Hallucinations in Large Vision-Language Models ACL 2025
Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering CVPR 2025
SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs EMNLP 2025
Multi-Frequency Contrastive Decoding: Alleviating Hallucinations for Large Vision-Language Models EMNLP 2025
Hallucination-Aware Prompt Optimization for Text-to-Video Synthesis IJCAI 2025
Atomic Consistency Preference Optimization for Long-Form Question Answering AACL 2025
Tutorial on Trustworthy Legal Text Processing with LLMs: Retrieval, Rhetorical Roles, Summarization, and Trustworthy Generation AACL 2025
R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs AACL 2025
Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention AACL 2025
Atlas: Customizing Large Language Models for Reliable Bibliographic Retrieval and Verification AACL 2025
Mitigating Hallucination by Integrating Knowledge Graphs into LLM Inference – a Systematic Literature Review ACL 2025
Navigating Noisy Feedback: Enhancing Reinforcement Learning with Error-Prone Language Models EMNLP 2024
Learning to Generate Answers with Citations via Factual Consistency Models ACL 2024
The Dawn After the Dark: An Empirical Study on Factuality Hallucination in Large Language Models ACL 2024