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

Hierarchical Memory Organization for Wikipedia Generation ACL 2025
On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation ACL 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization EMNLP 2025
InImageTrans: Multimodal LLM-based Text Image Machine Translation ACL 2025
Investigating and Addressing Hallucinations of LLMs in Tasks Involving Negation NAACL 2025
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025
Towards Omni-RAG: Comprehensive Retrieval-Augmented Generation for Large Language Models in Medical Applications ACL 2025
Caption Generation in Cultural Heritage: Crowdsourced Data and Tuning Multimodal Large Language Models NAACL 2025
MPVStance: Mitigating Hallucinations in Stance Detection with Multi-Perspective Verification ACL 2025
SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization ACL 2025
Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation EMNLP 2025
CCL-XCoT: An Efficient Cross-Lingual Knowledge Transfer Method for Mitigating Hallucination Generation EMNLP 2025
Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning COLING 2025
Fine-tuning Large Language Models for Improving Factuality in Legal Question Answering COLING 2025
Gradient-guided Attention Map Editing: Towards Efficient Contextual Hallucination Mitigation NAACL 2025
Atlas: Customizing Large Language Models for Reliable Bibliographic Retrieval and Verification IJCNLP 2025
LIRA: Inferring Segmentation in Large Multi-modal Models with Local Interleaved Region Assistance ICCV 2025
SG-FSM: A Self-Guiding Zero-Shot Prompting Paradigm for Multi-Hop Question Answering Based on Finite State Machine NAACL 2025
Knowledge Decoupling via Orthogonal Projection for Lifelong Editing of Large Language Models ACL 2025
Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators AAAI 2025
Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation ACL 2025
Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding NAACL 2025
Improving Retrieval Augmented Language Model with Self-Reasoning AAAI 2025
Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models ACL 2025
Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering ACL 2025