factuality evaluation

62 papers

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large language model (12755) hallucination detection (505) factual consistency (121) text generation (2903) retrieval-augmented generation (1459) abstractive summarization (631) text summarization (889) natural language inference (1278) language model (4573) evidence retrieval (229)

Papers

Models See Hallucinations: Evaluating the Factuality in Video Captioning EMNLP 2023

Factual Relation Discrimination for Factuality-oriented Abstractive Summarization EMNLP 2023

Evaluating Factuality in Cross-lingual Summarization ACL 2023

Are Large Language Models Reliable Judges? A Study on the Factuality Evaluation Capabilities of LLMs EMNLP 2023

X-FACTOR: A Cross-metric Evaluation of Factual Correctness in Abstractive Summarization EMNLP 2022

EchoGen: Generating Conclusions from Echocardiogram Notes ACL 2022

Unsupervised Token-level Hallucination Detection from Summary Generation By-products EMNLP 2022

Evaluating and Improving Factuality in Multimodal Abstractive Summarization EMNLP 2022

FactGraph: Evaluating Factuality in Summarization with Semantic Graph Representations NAACL 2022

Evaluation Guidelines to Deal with Implicit Phenomena to Assess Factuality in Data-to-Text Generation IJCNLP 2021

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