hallucination reduction

mDPO: Conditional Preference Optimization for Multimodal Large Language Models EMNLP 2024 Model-based Preference Optimization in Abstractive Summarization without Human Feedback EMNLP 2024 Predicting Text Preference Via Structured Comparative Reasoning ACL 2024 Reformatted Alignment EMNLP 2024 RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback CVPR 2024 Self-training Large Language Models through Knowledge Detection EMNLP 2024 SERPENT-VLM : Self-Refining Radiology Report Generation Using Vision Language Models NAACL 2024 SH2: Self-Highlighted Hesitation Helps You Decode More Truthfully EMNLP 2024 SYNFAC-EDIT: Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization EMNLP 2024 VGA: Vision GUI Assistant - Minimizing Hallucinations through Image-Centric Fine-Tuning EMNLP 2024 VIGC: Visual Instruction Generation and Correction AAAI 2024 VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens CVPR 2024 VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment EMNLP 2024 XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs EMNLP 2024 Calvados at MEDIQA-Chat 2023: Improving Clinical Note Generation with Multi-Task Instruction Finetuning ACL 2023 CaPE: Contrastive Parameter Ensembling for Reducing Hallucination in Abstractive Summarization ACL 2023 Contrastive Learning Reduces Hallucination in Conversations AAAI 2023 Exploring the Effectiveness of Multi-Lingual Commonsense Knowledge-Aware Open-Domain Dialogue Response Generation EMNLP 2023 Factual Consistency Oriented Speech Recognition Interspeech 2023 KILM: Knowledge Injection into Encoder-Decoder Language Models ACL 2023 Progressive Translation: Improving Domain Robustness of Neural Machine Translation with Intermediate Sequences ACL 2023 RHO: Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding ACL 2023 Towards Mitigating LLM Hallucination via Self Reflection EMNLP 2023 WikiChat: Stopping the Hallucination of Large Language Model Chatbots by Few-Shot Grounding on Wikipedia EMNLP 2023 CONFIT: Toward Faithful Dialogue Summarization with Linguistically-Informed Contrastive Fine-tuning NAACL 2022