conftrace_

data quality

130 papers

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Co-occurring keywords

large language model (13587) language model (4599) instruction tuning (838) text classification (6793) annotation quality (109) data curation (59) label noise (498) data filtering (99) data selection (221) language model pretraining (105)

Papers

Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms AAAI 2022
Development and Validation of ML-DQA – a Machine Learning Data Quality Assurance Framework for Healthcare MLHC 2022
Improving Text Simplification with Factuality Error Detection EMNLP 2022
Label Errors in BANKING77 ACL 2022
Data Quality Estimation Framework for Faster Tax Code Classification ACL 2022
On the Impact of Noises in Crowd-Sourced Data for Speech Translation ACL 2022
Automatically Discarding Straplines to Improve Data Quality for Abstractive News Summarization ACL 2022
On Synthetic Data for Back Translation NAACL 2022
Deepchecks: A Library for Testing and Validating Machine Learning Models and Data JMLR 2022
Validating Label Consistency in NER Data Annotation EMNLP 2021
What Ingredients Make for an Effective Crowdsourcing Protocol for Difficult NLU Data Collection Tasks? IJCNLP 2021
Quantifying and Avoiding Unfair Qualification Labour in Crowdsourcing ACL 2021
Data Quality as Predictor of Voice Anti-Spoofing Generalization INTERSPEECH 2021
Quantifying Appropriateness of Summarization Data for Curriculum Learning EACL 2021
What Ingredients Make for an Effective Crowdsourcing Protocol for Difficult NLU Data Collection Tasks? ACL 2021
Quantifying and Avoiding Unfair Qualification Labour in Crowdsourcing IJCNLP 2021
Documenting Large Webtext Corpora: A Case Study on the Colossal Clean Crawled Corpus EMNLP 2021
CroAno : A Crowd Annotation Platform for Improving Label Consistency of Chinese NER Dataset EMNLP 2021
Identifying Incorrect Labels in the CoNLL-2003 Corpus CONLL 2020
A Self-Refinement Strategy for Noise Reduction in Grammatical Error Correction EMNLP 2020
In Data We Trust: A Critical Analysis of Hate Speech Detection Datasets EMNLP 2020
Dataset Cartography: Mapping and Diagnosing Datasets with Training Dynamics EMNLP 2020
Maintaining Quality in FEVER Annotation ACL 2020
Intrinsic Evaluation of Summarization Datasets EMNLP 2020
Evaluation and Improvement of Chatbot Text Classification Data Quality Using Plausible Negative Examples ACL 2019