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factuality evaluation

64 papers

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large language model (32) hallucination detection (13) factual consistency (10) text generation (9) retrieval-augmented generation (9) abstractive summarization (8) text summarization (5) question answering (5) natural language inference (5) language model (4)

Papers

Factual Relation Discrimination for Factuality-oriented Abstractive Summarization EMNLP 2023 FELM: Benchmarking Factuality Evaluation of Large Language Models NeurIPS 2023 GUMSum: Multi-Genre Data and Evaluation for English Abstractive Summarization ACL 2023 LM vs LM: Detecting Factual Errors via Cross Examination EMNLP 2023 Models See Hallucinations: Evaluating the Factuality in Video Captioning EMNLP 2023 NonFactS: NonFactual Summary Generation for Factuality Evaluation in Document Summarization ACL 2023 SMART: Sentences as Basic Units for Text Evaluation ICLR 2023 EchoGen: Generating Conclusions from Echocardiogram Notes ACL 2022 Evaluating and Improving Factuality in Multimodal Abstractive Summarization EMNLP 2022 FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations NAACL 2022 Unsupervised Token-level Hallucination Detection from Summary Generation By-products EMNLP 2022 X-FACTOR: A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization EMNLP 2022 Are Factuality Checkers Reliable? Adversarial Meta-evaluation of Factuality in Summarization EMNLP 2021 Evaluation Guidelines to Deal with Implicit Phenomena to Assess Factuality in Data-to-Text Generation ACL 2021