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

Diving into Mitigating Hallucinations from a Vision Perspective for Large Vision-Language Models EMNLP 2025
Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025
AQuAECHR: Attributed Question Answering for European Court of Human Rights ACL 2025
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking ACL 2025
Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation ACL 2025
Lightweight Query Checkpoint: Classifying Faulty User Queries to Mitigate Hallucinations in Large Language Model Question Answering ACL 2025
HSCR: Hierarchical Self-Contrastive Rewarding for Aligning Medical Vision Language Models ACL 2025
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation ACL 2025
MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025
SARA: Salience-Aware Reinforced Adaptive Decoding for Large Language Models in Abstractive Summarization ACL 2025
SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025
Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents EMNLP 2025
Identifying and Answering Questions with False Assumptions: An Interpretable Approach EMNLP 2025
UNCLE: Benchmarking Uncertainty Expressions in Long-Form Generation EMNLP 2025
Zero-knowledge LLM hallucination detection and mitigation through fine-grained cross-model consistency EMNLP 2025
AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation EMNLP 2025
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception CVPR 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection CVPR 2025
Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key CVPR 2025
MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations CVPR 2025
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding CVPR 2025
Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding CVPR 2025
Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025
Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning ACL 2025
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs ICCV 2025