hallucination mitigation

FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents EMNLP 2024 Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering EMNLP 2024 Hallucination Diversity-Aware Active Learning for Text Summarization NAACL 2024 HELPD: Mitigating Hallucination of LVLMs by Hierarchical Feedback Learning with Vision-enhanced Penalty Decoding EMNLP 2024 I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token NeurIPS 2024 Improving Factual Accuracy of Neural Table-to-Text Output by Addressing Input Problems in ToTTo NAACL 2024 Improving Factual Consistency of News Summarization by Contrastive Preference Optimization EMNLP 2024 Improving LLM Generations via Fine-Grained Self-Endorsement ACL 2024 Investigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models ACL 2024 Knowledge-augmented Financial Market Analysis and Report Generation EMNLP 2024 Knowledge Verification to Nip Hallucination in the Bud EMNLP 2024 Learning to Generate Answers with Citations via Factual Consistency Models ACL 2024 Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation ACL 2024 Learn to Refuse: Making Large Language Models More Controllable and Reliable through Knowledge Scope Limitation and Refusal Mechanism EMNLP 2024 LONGAGENT: Achieving Question Answering for 128k-Token-Long Documents through Multi-Agent Collaboration EMNLP 2024 MACAROON: Training Vision-Language Models To Be Your Engaged Partners EMNLP 2024 MAVEN-FACT: A Large-scale Event Factuality Detection Dataset EMNLP 2024 Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations EMNLP 2024 Mitigating Hallucination in Abstractive Summarization with Domain-Conditional Mutual Information NAACL 2024 Mitigating Hallucination in Fictional Character Role-Play EMNLP 2024 Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning ICLR 2024 Mitigating Hallucinations in Large Vision-Language Models (LVLMs) via Language-Contrastive Decoding (LCD) ACL 2024 Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding ACL 2024 Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding EMNLP 2024 Mitigating Large Language Model Hallucinations via Autonomous Knowledge Graph-Based Retrofitting AAAI 2024