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Hallucination

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Showing 101–125 of 1816 papers

TitleStatusHype
Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding—0
UNCLE: Uncertainty Expressions in Long-Form Generation—0
AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language ModelsCode3
Walk&Retrieve: Simple Yet Effective Zero-shot Retrieval-Augmented Generation via Knowledge Graph WalksCode0
NEXT-EVAL: Next Evaluation of Traditional and LLM Web Data Record Extraction—0
OViP: Online Vision-Language Preference Learning—0
Aug2Search: Enhancing Facebook Marketplace Search with LLM-Generated Synthetic Data Augmentation—0
Hallucinate at the Last in Long Response Generation: A Case Study on Long Document Summarization—0
Multilingual Prompting for Improving LLM Generation Diversity—0
KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance—0
RePPL: Recalibrating Perplexity by Uncertainty in Semantic Propagation and Language Generation for Explainable QA Hallucination Detection—0
HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving—0
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization—0
Foundations of Unknown-aware Machine Learning—0
Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models—0
Visual Instruction Bottleneck Tuning—0
JARVIS: A Multi-Agent Code Assistant for High-Quality EDA Script Generation—0
The Hallucination Tax of Reinforcement Finetuning—0
Toward Reliable Biomedical Hypothesis Generation: Evaluating Truthfulness and Hallucination in Large Language ModelsCode0
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement LearningCode5
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM HallucinationsCode0
Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method—0
Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents—0
Aligning Attention Distribution to Information Flow for Hallucination Mitigation in Large Vision-Language Models—0
Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis—0
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