Datasets › MedSecId
MedSecId
The process by which sections in a document are demarcated and labeled is known as section identification. Such sections are helpful to the reader when searching for information and contextualizing specific topics. The goal of this work is to segment the sections of clinical medical domain documentation. The primary contribution of this work is MedSecId, a publicly available set of 2,002 fully annotated medical notes from the MIMIC-III. We include several baselines, source code, a pretrained model and analysis of the data showing a relationship between medical concepts across sections using principal component analysis.
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Classification | MedSecId | GPT-4 1 shot Micro-F1 96.86 | LLM-Based Section Identifiers Excel on Open Source but... | inqbator-evicore/llm_section_identifiers | 2 | Compare |
| Clinical Section Identification | MedSecId | GPT-4 1 shot Micro-F1 96.24 | LLM-Based Section Identifiers Excel on Open Source but... | inqbator-evicore/llm_section_identifiers | 2 | Compare |
Papers archive 2025-07-28
2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 2. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| LLM-Based Section Identifiers Excel on Open Source but Stumble in Real World Applications | 1 | 2 | 25 Apr 2024 | not harvested |
| A New Public Corpus for Clinical Section Identification: MedSecId | 1 | 2 | 1 Oct 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- MedSecId
1 variant name, as the archive lists them.
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