Annotations for a Systematic Review of NeurIPS Dataset Management Practices

Yiwei Wu's dataset contains annotations for 238 dataset papers published at the NeurIPS Datasets and Benchmarks Track. The annotations were created for a systematic review, with a full report available at https://arxiv.org/abs/2411.00266. The dataset was last updated on October 15, 2025.

Use Cases

• Analyze trends in dataset documentation practices based on the systematic review annotations.
• Benchmark dataset quality and reporting standards across NeurIPS publications.
• Study the evolution of dataset management in AI research based on the annotated paper corpus.

Strengths

• Annotations cover 238 distinct dataset papers, providing a substantial sample for analysis.
• Linked to a peer-reviewed systematic review report (arXiv:2411.00266) for context and methodology.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.

Provenance

Source

Texas Data Repository Harvested Dataverse

Collection Method

Annotations created for a systematic review of NeurIPS dataset papers.

Time Range

Temporal coverage of the annotated papers is not specified.

Freshness

Last updated 2025-10-15 04:02:36; freshness should be verified.

Geography

Spatial coverage is not specified.