conftrace_

hallucination reduction

97 papers

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Co-occurring keywords

large language model (13587) retrieval-augmented generation (1592) multimodal large language model (966) hallucination mitigation (320) knowledge graph (1837) vision-language model (2348) multimodal learning (4645) direct preference optimization (332) dialogue system (1667) knowledge grounding (93)

Papers

MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025
Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025
SAFE: Schema-Driven Approximate Distance Join for Efficient Knowledge Graph Querying EMNLP 2025
Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization CVPR 2025
3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination CVPR 2025
RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness CVPR 2025
Towards General Visual-Linguistic Face Forgery Detection CVPR 2025
On Reducing Factual Hallucinations in Graph-to-Text Generation Using Large Language Models COLING 2025
ToW: Thoughts of Words Improve Reasoning in Large Language Models NAACL 2025
Constraining Sequential Model Editing with Editing Anchor Compression NAACL 2025
Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025
Generating Grounded Responses to Counter Misinformation via Learning Efficient Fine-Grained Critiques IJCAI 2025
CalliReader: Contextualizing Chinese Calligraphy via an Embedding-Aligned Vision-Language Model ICCV 2025
ClinicalRAG: Automating Pharmaceutical Label Quality Control with Hierarchical RAG and Large Language Models AAAI 2025
Alleviating Hallucinations in Large Language Models via Truthfulness-driven Rank-adaptive LoRA ACL 2025
Improving Alignment in LVLMs with Debiased Self-Judgment EMNLP 2025
DyFo: A Training-Free Dynamic Focus Visual Search for Enhancing LMMs in Fine-Grained Visual Understanding CVPR 2025
Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target. CVPR 2025
LPOI: Listwise Preference Optimization for Vision Language Models ACL 2025
Neutralizing Bias in LLM Reasoning using Entailment Graphs ACL 2025
VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025
From Complex Word Identification to Substitution: Instruction-Tuned Language Models for Lexical Simplification EMNLP 2025