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

Intrinsic Self-Supervision for Data Quality Audits NIPS 2024
RedPajama: an Open Dataset for Training Large Language Models NIPS 2024
CLUES: Collaborative Private-domain High-quality Data Selection for LLMs via Training Dynamics NIPS 2024
Stubborn Lexical Bias in Data and Models ACL 2023
Separating the Wheat from the Chaff with BREAD: An open-source benchmark and metrics to detect redundancy in text EMNLP 2023
DataPerf: Benchmarks for Data-Centric AI Development NIPS 2023
On Evaluation of Document Classification with RVL-CDIP EACL 2023
On the Impact of Cross-Domain Data on German Language Models EMNLP 2023
OpenDataVal: a Unified Benchmark for Data Valuation NIPS 2023
Incorporating Worker Perspectives into MTurk Annotation Practices for NLP EMNLP 2023
Self-Influence Guided Data Reweighting for Language Model Pre-training EMNLP 2023
Enhancing Arabic Machine Translation for E-commerce Product Information: Data Quality Challenges and Innovative Selection Approaches EMNLP 2023
Retaining Beneficial Information from Detrimental Data for Neural Network Repair NIPS 2023
Crowdsourced Data Validation for ASR Training INTERSPEECH 2023
Trading-off price for data quality to achieve fair online allocation NIPS 2023
AQuA: A Benchmarking Tool for Label Quality Assessment NIPS 2023
Better Quality Pre-training Data and T5 Models for African Languages EMNLP 2023
Bugs in the Data: How ImageNet Misrepresents Biodiversity AAAI 2023
Data Labeling for Machine Learning Engineers: Project-Based Curriculum and Data-Centric Competitions AAAI 2023
Contrastive Error Attribution for Finetuned Language Models ACL 2023
Iteratively Selecting an Easy Reference Frame Makes Unsupervised Video Object Segmentation Easier AAAI 2022
Evaluating Corpus Cleanup Methods in the WMT’22 News Translation Task EMNLP 2022
Data-SUITE: Data-centric identification of in-distribution incongruous examples ICML 2022
Toward More Meaningful Resources for Lower-resourced Languages ACL 2022
EHR Safari: Data is Contextual MLHC 2022