Browse State-of-the-Art › Clinical Section Identification
Clinical Section Identification
2 papers with code · 1 benchmark · 1 dataset archive 2025-07-28
A Section Identification (SI) task entails finding regions of text that are semantically related to an aspect of a patient’s medical profile. More importantly, it helps to improve pre-existing information retrieval systems by enabling them to be more targeted and specific.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.
| Dataset | Best model (first row in archive order) | Paper | Code | Syntology | Compare |
|---|---|---|---|---|---|
| MedSecId (2 rows) | GPT-4 | LLM-Based Section Identifiers Excel on Open Source but Stumble in... | code | — | Compare |
Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.
Libraries
Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.
Datasets archive 2025-07-28
1 dataset whose archive record lists this task, ordered by the archive's paper count.
Subtasks archive 2025-07-28
No subtask under this task in the archive's task tree.
Parent tasks archive 2025-07-28
Most implemented papers archive 2025-07-28
2 shown of 2 papers with code (2 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.
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25 Apr 2024 1 repository listedElectronic health records (EHR) even though a boon for healthcare practitioners, are growing convoluted and longer every day.
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1 Oct 2022 1 repository listedThe process by which sections in a document are demarcated and labeled is known as section identification.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections