edge-cases
Prostate-Anatomical-Edge-Cases
Prostate-Anatomical-Edge-Cases
Stress-Testing Pelvic Autosegmentation Algorithms Using Anatomical Edge Cases —
a TCIA collection of pelvic radiotherapy planning CT with manually contoured
organs at risk, curated so that most cases contain anatomy known to break
autosegmentation algorithms (Kanwar et al., Phys Imaging Radiat Oncol 2023).
Read before using — the name is misleading in two ways:
This is CT, not MRI. Despite "Prostate" in the name it is not a prostate
mpMRI/zonal… See the full description on the dataset page: https://huggingface.co/datasets/MedOtter/Prostate-Anatomical-Edge-Cases.edge_caseslegal-tort-edgecases-premium
legal_tort_edgecases_synthetic — Premium Full
Synthetic niche dataset for clause_or_fact_pattern_classification in the legal domain.
Release tier
This is the full premium release. Keep access private or gated unless every source and generated record has passed your commercial-use review.
Size
Records in this release: 80
Intended use
ML edge-case training and evaluation
Robustness tests
Prompt/model regression tests
Not intended for… See the full description on the dataset page: https://huggingface.co/datasets/651shadow/legal-tort-edgecases-premium.token-counting-edge-cases
token-counting-edge-cases
20 short strings with approximate token counts across three tokenizer families: Claude, GPT (cl100k_base), and Llama (SentencePiece). Built for sanity-checking token counters / chunkers / context-window fitters.
The numbers are approximate — exact counts depend on tokenizer version, BOS/EOS handling, and surrounding context. Expect ±1–2 token jitter. Use these to catch order-of-magnitude bugs (e.g. "your counter says 200 tokens for one emoji"), not as… See the full description on the dataset page: https://huggingface.co/datasets/mukunda1729/token-counting-edge-cases.legal-tort-edgecases-free-sample
legal_tort_edgecases_synthetic — Free Sample
Synthetic niche dataset for clause_or_fact_pattern_classification in the legal domain.
Release tier
This is the free sample release. It intentionally contains only a small subset of the generated records so buyers can inspect schema, quality, and labels before requesting full access.
Paid full access: https://huggingface.co/datasets/651shadow/legal-tort-edgecases-premium
Size
Records in this release: 8… See the full description on the dataset page: https://huggingface.co/datasets/651shadow/legal-tort-edgecases-free-sample.eu-tax-edge-cases
🇪🇺 EU Cross-Border Tax & Customs Edge Cases Dataset
This repository contains a 1-row preview sample (dataset_teaser_sample.json) for evaluation purposes.
💼 Purchase Full Commercial License (€499.00)
To access the complete, verified EU cross-border tax dataset for AI model fine-tuning, automated compliance engines, or legal auditing:
👉 Buy Commercial License & Full Dataset (€499.00)
📊 Dataset Overview
Format: Clean JSON… See the full description on the dataset page: https://huggingface.co/datasets/Sobolionu/eu-tax-edge-cases.