data quality

Self-Influence Guided Data Reweighting for Language Model Pre-training EMNLP 2023 Separating the Wheat from the Chaff with BREAD: An open-source benchmark and metrics to detect redundancy in text EMNLP 2023 Stubborn Lexical Bias in Data and Models ACL 2023 Trading-off price for data quality to achieve fair online allocation NeurIPS 2023 Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization ACL 2022 Data Quality Estimation Framework for Faster Tax Code Classification ACL 2022 Data-SUITE: Data-centric identification of in-distribution incongruous examples ICML 2022 Deepchecks: A Library for Testing and Validating Machine Learning Models and Data JMLR 2022 Development and Validation of ML-DQA – a Machine Learning Data Quality Assurance Framework for Healthcare MLHC 2022 EHR Safari: Data is Contextual MLHC 2022 Evaluating Corpus Cleanup Methods in the WMT’22 News Translation Task EMNLP 2022 Improving Text Simplification with Factuality Error Detection EMNLP 2022 Is one annotation enough? - A data-centric image classification benchmark for noisy and ambiguous label estimation NeurIPS 2022 Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier AAAI 2022 Label Errors in BANKING77 ACL 2022 On Synthetic Data for Back Translation NAACL 2022 On the Impact of Noises in Crowd-Sourced Data for Speech Translation ACL 2022 Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms AAAI 2022 Toward More Meaningful Resources for Lower-resourced Languages ACL 2022 CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset EMNLP 2021 Data Quality as Predictor of Voice Anti-Spoofing Generalization Interspeech 2021 Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus EMNLP 2021 Quantifying and Avoiding Unfair Qualification Labour in Crowdsourcing ACL 2021 Quantifying Appropriateness of Summarization Data for Curriculum Learning EACL 2021 Validating Label Consistency in NER Data Annotation EMNLP 2021