Browse State-of-the-Art › Drug ATC Classification
Drug ATC Classification
3 papers with code · 2 benchmarks · 2 datasets archive 2025-07-28
Identification of compounds into the anatomical therapeutic chemical (ATC) system is crucial for drug development and basic research. It has been researched for over a decade since its initial proposal by Dunkel et al. in 2008. For a given compound, the task is to identify its ATC codes that are associated with its therapeutic, pharmacological, and chemical properties.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
2 leaderboard tables shown for this task, 2 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 |
|---|---|---|---|---|---|
| ATC-GRAPH (2 rows) | GraphATC | GraphATC: advancing multilevel and multi-label anatomical... | code | — | Compare |
| ATC-SMILES (2 rows) | GraphATC | GraphATC: advancing multilevel and multi-label anatomical... | 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
2 datasets 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.
Most implemented papers archive 2025-07-28
3 shown of 3 papers with code (3 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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26 Apr 2025 1 repository listedThe accurate categorization of compounds within the anatomical therapeutic chemical (ATC) system is fundamental for drug development and fundamental research.
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26 Aug 2022 1 repository listedThe model is with better explainability in the sense that it is consists of a straightforward tokenization that extracts and embeds statistically and physicochemically meaningful tokens, and a deep network backed by a…
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14 Aug 2021 1 repository listedWe evaluated our method on three independent datasets and the experimental results showed that our proposed method outperformed six existing state-of-the-art methods.
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