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

Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025
Learning from Hallucinations: Mitigating Hallucinations in LLMs via Internal Representation Intervention IJCNLP 2025
ChartLens: Fine-grained Visual Attribution in Charts ACL 2025
Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025
Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding CVPR 2025
Reasoning Enhanced Missing Knowledge Retrieval Augmented Generation Framework for Domain Specific Question Answering IJCNLP 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection CVPR 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025
Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key CVPR 2025
LoGU: Long-form Generation with Uncertainty Expressions ACL 2025
Scaling Inference-Time Search with Vision Value Model for Improved Visual Comprehension ICCV 2025
CLAIM: Mitigating Multilingual Object Hallucination in Large Vision-Language Models with Cross-Lingual Attention Intervention ACL 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025
LLMs Trust Humans More, That’s a Problem! Unveiling and Mitigating the Authority Bias in Retrieval-Augmented Generation ACL 2025
VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025
Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025
The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination ACL 2025
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025
Recognizing Limits: Investigating Infeasibility in Large Language Models EMNLP 2025
Steering LVLMs via Sparse Autoencoder for Hallucination Mitigation EMNLP 2025
Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations EMNLP 2025
MRFD: Multi-Region Fusion Decoding with Self-Consistency for Mitigating Hallucinations in LVLMs EMNLP 2025
FinLFQA: Evaluating Attributed Text Generation of LLMs in Financial Long-Form Question Answering EMNLP 2025
On Guardrail Models’ Robustness to Mutations and Adversarial Attacks EMNLP 2025
Antidote: A Unified Framework for Mitigating LVLM Hallucinations in Counterfactual Presupposition and Object Perception CVPR 2025