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ROOR
ROOR is a reading order prediction (ROP) benchmark which annotates layout reading order as ordering relations.
Layout reading order is typically formulated as a permutation of layout elements, i.e. a sequence containing all the layout elements. However, multiple cases have reflected that this formulation does not adequately convey the complete reading order information in the layout, which may negatively affect the utilization of this signal in downstream VrD tasks.
Therefore, this work investigate the properties of layout reading order, conceptualizing it with terms Immediate Succession During Reading(ISDR) and Generalized Succession During Reading(GSDR), and formulate each of which as an ordering relation over layout elements.
Then, ROOR provides the annotation of the ISDR relationship over layout segments, based on the layout annotation of EC-FUNSD.
Overall, ROOR comprises 199 samples including 10,662 segments, 31,297 words and 10,967 annotated reading order linking pairs.
We hope the construction of this benchmark could facilitate the development of automated ROP methods of the improved task form.
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | ||||
|---|---|---|---|---|---|---|
| Reading Order Detection | ROOR | LayoutLMv3-GlobalPointer (large) Segment-level F1 82.38 | Modeling Layout Reading Order as Ordering Relations for... | chongzhangFDU/ROOR | 4 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 3. 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 | |||
|---|---|---|---|---|
| Modeling Layout Reading Order as Ordering Relations for Visually-rich Document Understanding | 1 | 2 | 29 Sep 2024 | not harvested |
| Reading Order Matters: Information Extraction from Visually-rich Documents by Token Path Prediction | 2 | 1 | 17 Oct 2023 | not harvested |
| LayoutReader: Pre-training of Text and Layout for Reading Order Detection | 1 | 1 | 26 Aug 2021 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- ROOR
1 variant name, as the archive lists them.
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