Browse State-of-the-Art › Attribute Mining
Attribute Mining
3 papers with code · 3 benchmarks · 3 datasets archive 2025-07-28
The attribute mining task assumes an open-world setting in which novel attributes and their values are extracted from free text. The task is mainly studied in the e-commerce context, where new attribute are mined from product titles and product descriptions.
Description from the archive archive 2025-07-28.
Benchmarks archive 2025-07-28
3 leaderboard tables shown for this task, 3 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 |
|---|---|---|---|---|---|
| AE-110k (1 row) | T5 Large - End2End | An Empirical Comparison of Generative Approaches for Product... | — | — | Compare |
| MAVE (1 row) | T5 Large - End2End | An Empirical Comparison of Generative Approaches for Product... | — | — | Compare |
| OA-Mine - annotations (1 row) | T5 Large - End2End | An Empirical Comparison of Generative Approaches for Product... | — | — | 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
3 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 (4 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 May 2023 1 repository listedWe present a new task setting for attribute mining on e-commerce products, serving as a practical solution to extract open-world attributes without extensive human intervention.
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29 Apr 2022 1 repository listedMost prior works on this matter mine new values for a set of known attributes but cannot handle new attributes that arose from constantly changing data.
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6 Apr 2020 1 repository listedIn this paper, we propose Attribute Mix, a data augmentation strategy at attribute level to expand the fine-grained samples.
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