conftrace_

hallucination mitigation

320 papers

Explore in graph

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

Generate, Discriminate, Evolve: Enhancing Context Faithfulness via Fine-Grained Sentence-Level Self-Evolution ACL 2025
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation ACL 2025
InImageTrans: Multimodal LLM-based Text Image Machine Translation 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
On-Policy Self-Alignment with Fine-grained Knowledge Feedback for Hallucination Mitigation ACL 2025
Visual Evidence Prompting Mitigates Hallucinations in Large Vision-Language Models ACL 2025
CondAmbigQA: A Benchmark and Dataset for Conditional Ambiguous Question Answering EMNLP 2025
Re-Align: Aligning Vision Language Models via Retrieval-Augmented Direct Preference Optimization EMNLP 2025
Active Layer-Contrastive Decoding Reduces Hallucination in Large Language Model Generation EMNLP 2025
Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in LVLMs EMNLP 2025
Mitigating Geospatial Knowledge Hallucination in Large Language Models: Benchmarking and Dynamic Factuality Aligning EMNLP 2025
CCL-XCoT: An Efficient Cross-Lingual Knowledge Transfer Method for Mitigating Hallucination Generation EMNLP 2025
ReLoop: “Seeing Twice and Thinking Backwards” via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding EMNLP 2025
MCiteBench: A Multimodal Benchmark for Generating Text with Citations EMNLP 2025
Regularized Contrastive Decoding with Hard Negative Samples for LLM Hallucination Mitigation EMNLP 2025
MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding EMNLP 2025
OVFact: Measuring and Improving Open-Vocabulary Factuality for Long Caption Models EMNLP 2025
Token Preference Optimization with Self-Calibrated Visual-Anchored Rewards for Hallucination Mitigation EMNLP 2025
SteerVLM: Robust Model Control through Lightweight Activation Steering for Vision Language Models EMNLP 2025
Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025
VestaBench: An Embodied Benchmark for Safe Long-Horizon Planning Under Multi-Constraint and Adversarial Settings EMNLP 2025
FACTCHECKMATE: Preemptively Detecting and Mitigating Hallucinations in LMs EMNLP 2025
Semantic Contribution-Aware Adaptive Retrieval for Black-Box Models EMNLP 2025
ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models CVPR 2025