Open-source NLP dataset auditing toolkit for duplicate detection, data leakage analysis, privacy checks, and text quality assessment.
A ResNet-34-based image classification project for four package barcode no-read error types.
Privacy Act 2020 compliance auditor for ML datasets — scans CSV / Parquet / HuggingFace datasets and flags New Zealand-specific PII (IRD, NHI, driver licence, phone, address, te reo names) using a hybrid regex + NER + LLM verification pipeline.
Open-source visual dataset auditing with multimodal embeddings, duplicate detection, anomaly detection, clustering and text search
Official artifact for “COHE: Auditing Non-Transitivity in Sample Difficulty Proxies for Vision Models” — NeurIPS 2026 E&D
Diagnostics that flag construct mismatch in multimodal health ML datasets before publication. Companion to the JMIR paper.
Five-agent dataset shortcut auditing with candidate-bound interventions, paired validation, and evidence provenance.
Blind attribution of the principal behind a covertly poisoned training corpus, against 47 candidates. Secret Loyalties hackathon, Jul 2026; corrected Sep 2026.
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