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

Negative Entity Suppression for Zero-Shot Captioning with Synthetic Images AAAI 2026
SmartEyes: Plug-and-Play Event Detection for Retail Loss Prevention AAAI 2026
Guaranteeing Knowledge Integration with Joint Decoding for Retrieval-Augmented Generation ACL 2026
Crafting Descriptive Information for a Zero-shot Method to Improve Knowledge-Based Visual Question Answering Performance WACV 2026
Listen like a Teacher: Mitigating Whisper Hallucinations Using Adaptive Layer Attention and Knowledge Distillation AAAI 2026
CAAC: Confidence-Aware Attention Calibration to Reduce Hallucinations in Large Vision-Language Models WACV 2026
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation ACL 2025
Aligning Large Language Models to Follow Instructions and Hallucinate Less via Effective Data Filtering ACL 2025
MCTS-RAG: Enhancing Retrieval-Augmented Generation with Monte Carlo Tree Search EMNLP 2025
Utilize the Flow Before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction Tuning AAAI 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations EMNLP 2025
GraphRAG: Leveraging Graph-Based Efficiency to Minimize Hallucinations in LLM-Driven RAG for Finance Data COLING 2025
StoC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering NAACL 2025
ChartCap: Mitigating Hallucination of Dense Chart Captioning ICCV 2025
Analyzing LLMs’ Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations ACL 2025
InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption CVPR 2025
Developing Multimodal Healthcare Foundation Model: From Data-driven to Knowledge-enhanced AAAI 2025
Winning Big with Small Models: Knowledge Distillation vs. Self-Training for Reducing Hallucination in QA Agents ACL 2025
Don’t Miss the Forest for the Trees: Attentional Vision Calibration for Large Vision Language Models ACL 2025
PlanGPT-VL: Enhancing Urban Planning with Domain-Specific Vision-Language Models EMNLP 2025
Concept-Based RAG Models: A High-Accuracy Fact Retrieval Approach COLING 2025
MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025
Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025
Leveraging Knowledge Graph-Enhanced LLMs for Context-Aware Medical Consultation EMNLP 2025
LawToken: a single token worth more than its constituents ACL 2025