hallucination mitigation

Trusting Your Evidence: Hallucinate Less with Context-aware Decoding NAACL 2024 Truth-Aware Context Selection: Mitigating Hallucinations of Large Language Models Being Misled by Untruthful Contexts ACL 2024 TruthReader: Towards Trustworthy Document Assistant Chatbot with Reliable Attribution EMNLP 2024 TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space ACL 2024 Tutorial Proposal: Hallucination in Large Language Models COLING 2024 Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models Decoding EMNLP 2024 V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization EMNLP 2024 VIGC: Visual Instruction Generation and Correction AAAI 2024 Volcano: Mitigating Multimodal Hallucination through Self-Feedback Guided Revision NAACL 2024 What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models EMNLP 2024 When Do LLMs Need Retrieval Augmentation? Mitigating LLMs’ Overconfidence Helps Retrieval Augmentation ACL 2024 Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models EMNLP 2024 Word Alignment as Preference for Machine Translation EMNLP 2024 Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads NeurIPS 2024 Active Retrieval Augmented Generation EMNLP 2023 CHATREPORT: Democratizing Sustainability Disclosure Analysis through LLM-based Tools EMNLP 2023 Critic-Driven Decoding for Mitigating Hallucinations in Data-to-text Generation EMNLP 2023 DiscoFlan: Instruction Fine-tuning and Refined Text Generation for Discourse Relation Label Classification ACL 2023 Enabling Large Language Models to Generate Text with Citations EMNLP 2023 Exploring In-Context Learning for Knowledge Grounded Dialog Generation EMNLP 2023 Hallucination Mitigation in Natural Language Generation from Large-Scale Open-Domain Knowledge Graphs EMNLP 2023 Knowledge Graph-augmented Language Models for Complex Question Answering ACL 2023 Learning Preference Model for LLMs via Automatic Preference Data Generation EMNLP 2023 Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context NeurIPS 2023 Multilingual Summarization with Factual Consistency Evaluation ACL 2023