data quality

Beyond the Numbers: Transparency in Relation Extraction Benchmark Creation and Leaderboards EMNLP 2024 CapsFusion: Rethinking Image-Text Data at Scale CVPR 2024 CLUES: Collaborative Private-domain High-quality Data Selection for LLMs via Training Dynamics NeurIPS 2024 Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMs EMNLP 2024 Data Advisor: Dynamic Data Curation for Safety Alignment of Large Language Models EMNLP 2024 Data, Data Everywhere: A Guide for Pretraining Dataset Construction EMNLP 2024 DecorateLM: Data Engineering through Corpus Rating, Tagging, and Editing with Language Models EMNLP 2024 Enhancing Data Quality through Simple De-duplication: Navigating Responsible Computational Social Science Research EMNLP 2024 Fine-tuning with HED-IT: The impact of human post-editing for dialogical language models ACL 2024 Formality is Favored: Unraveling the Learning Preferences of Large Language Models on Data with Conflicting Knowledge EMNLP 2024 GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning NeurIPS 2024 How Do Your Code LLMs perform? Empowering Code Instruction Tuning with Really Good Data EMNLP 2024 Intrinsic Self-Supervision for Data Quality Audits NeurIPS 2024 Leveraging Web-Crawled Data for High-Quality Fine-Tuning EMNLP 2024 LongWanjuan: Towards Systematic Measurement for Long Text Quality EMNLP 2024 Machine Unlearning: Challenges in Data Quality and Access IJCAI 2024 MathPile: A Billion-Token-Scale Pretraining Corpus for Math NeurIPS 2024 One-Shot Learning as Instruction Data Prospector for Large Language Models ACL 2024 On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey ACL 2024 OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text ICLR 2024 Order Effects in Annotation Tasks: Further Evidence of Annotation Sensitivity EACL 2024 ParlaMint Widened: a European Dataset of Freedom of Information Act Documents (Position Paper) COLING 2024 Quality Matters: Evaluating Synthetic Data for Tool-Using LLMs EMNLP 2024 RedPajama: an Open Dataset for Training Large Language Models NeurIPS 2024 Reformatted Alignment EMNLP 2024