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hallucination mitigation

361 papers

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large language model (123) retrieval-augmented generation (64) vision-language model (49) large vision-language model (36) question answering (34) multimodal large language model (32) text generation (27) direct preference optimization (23) contrastive decoding (22) hallucination detection (21)

Papers

MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation ACL 2023 RefGPT: Dialogue Generation of GPT, by GPT, and for GPT EMNLP 2023 SciReviewGen: A Large-scale Dataset for Automatic Literature Review Generation ACL 2023 Towards Fewer Hallucinations in Knowledge-Grounded Dialogue Generation via Augmentative and Contrastive Knowledge-Dialogue ACL 2023 Zero-shot Faithful Factual Error Correction ACL 2023 Faithful to the Document or to the World? Mitigating Hallucinations via Entity-Linked Knowledge in Abstractive Summarization EMNLP 2022 Mutual Information Alleviates Hallucinations in Abstractive Summarization EMNLP 2022 Entity-Based Knowledge Conflicts in Question Answering EMNLP 2021 How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation? ACL 2021 Towards Table-to-Text Generation with Numerical Reasoning ACL 2021 TWT: Table with Written Text for Controlled Data-to-Text Generation EMNLP 2021