conftrace_

hallucination mitigation

320 papers

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Co-occurring keywords

large language model (13587) retrieval-augmented generation (1592) vision-language model (2348) question answering (2963) text generation (2913) large vision-language model (170) multimodal large language model (966) hallucination detection (530) direct preference optimization (332) language model (4599)

Papers

Mechanistic Understanding and Mitigation of Language Model Non-Factual Hallucinations EMNLP 2024
Improving Factual Consistency of News Summarization by Contrastive Preference Optimization EMNLP 2024
MAVEN-FACT: A Large-scale Event Factuality Detection Dataset EMNLP 2024
V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization EMNLP 2024
Mitigating Hallucination in Fictional Character Role-Play EMNLP 2024
Student Data Paradox and Curious Case of Single Student-Tutor Model: Regressive Side Effects of Training LLMs for Personalized Learning EMNLP 2024
Structured Chain-of-Thought Prompting for Few-Shot Generation of Content-Grounded QA Conversations EMNLP 2024
Truth-Aware Context Selection: Mitigating Hallucinations of Large Language Models Being Misled by Untruthful Contexts ACL 2024
Atomic Self-Consistency for Better Long Form Generations EMNLP 2024
Mitigating Open-Vocabulary Caption Hallucinations EMNLP 2024
Empowering Air Travelers: A Chatbot for Canadian Air Passenger Rights EMNLP 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation ACL 2024
Tutorial Proposal: Hallucination in Large Language Models COLING 2024
Addressing Bias and Hallucination in Large Language Models COLING 2024
OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation CVPR 2024
Personalized Steering of Large Language Models: Versatile Steering Vectors Through Bi-directional Preference Optimization NIPS 2024
Nearest Neighbor Speculative Decoding for LLM Generation and Attribution NIPS 2024
Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads NIPS 2024
Selective Generation for Controllable Language Models NIPS 2024
Boosting the Potential of Large Language Models with an Intelligent Information Assistant NIPS 2024
VIGC: Visual Instruction Generation and Correction AAAI 2024
Chain-of-Thought Improves Text Generation with Citations in Large Language Models AAAI 2024
I Don't Know: Explicit Modeling of Uncertainty with an [IDK] Token NIPS 2024
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation NAACL 2024
Improving LLM Generations via Fine-Grained Self-Endorsement ACL 2024