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Hallucination

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Showing 701–725 of 1816 papers

TitleStatusHype
Gradient-guided Attention Map Editing: Towards Efficient Contextual Hallucination Mitigation—0
Seeing What's Not There: Spurious Correlation in Multimodal LLMs—0
Attention Reallocation: Towards Zero-cost and Controllable Hallucination Mitigation of MLLMs—0
Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation—0
EAZY: Eliminating Hallucinations in LVLMs by Zeroing out Hallucinatory Image Tokens—0
Benchmarking Chinese Medical LLMs: A Medbench-based Analysis of Performance Gaps and Hierarchical Optimization Strategies—0
CtrlRAG: Black-box Adversarial Attacks Based on Masked Language Models in Retrieval-Augmented Language Generation—0
Mitigating Hallucinations in YOLO-based Object Detection Models: A Revisit to Out-of-Distribution Detection—0
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward ModelsCode0
CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model—0
PerturboLLaVA: Reducing Multimodal Hallucinations with Perturbative Visual Training—0
Treble Counterfactual VLMs: A Causal Approach to HallucinationCode0
SINdex: Semantic INconsistency Index for Hallucination Detection in LLMs—0
Maximum Hallucination Standards for Domain-Specific Large Language Models—0
TPC: Cross-Temporal Prediction Connection for Vision-Language Model Hallucination Reduction—0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
See What You Are Told: Visual Attention Sink in Large Multimodal Models—0
DSVD: Dynamic Self-Verify Decoding for Faithful Generation in Large Language Models—0
Monitoring Decoding: Mitigating Hallucination via Evaluating the Factuality of Partial Response during Generation—0
Towards Understanding Text Hallucination of Diffusion Models via Local Generation Bias—0
Shakespearean Sparks: The Dance of Hallucination and Creativity in LLMs' Decoding LayersCode0
MCiteBench: A Multimodal Benchmark for Generating Text with CitationsCode0
SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs—0
Adaptively profiling models with task elicitation—0
Evaluating LLMs' Assessment of Mixed-Context Hallucination Through the Lens of SummarizationCode0
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