Datasets › Bongard-OpenWorld
Bongard-OpenWorld
Bongard-OpenWorld is a new benchmark for evaluating real-world few-shot reasoning for machine vision. We hope it can help us better understand the limitations of current visual intelligence and facilitate future research on visual agents with stronger few-shot visual reasoning capabilities.
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 | ||||
|---|---|---|---|---|---|---|
| Visual Reasoning | Bongard-OpenWorld | Gemini-2.0 + CA 2-Class Accuracy 93.6 | A Cognitive Paradigm Approach to Probe the... | — | 9 | 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 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 | |||
|---|---|---|---|---|
| A Cognitive Paradigm Approach to Probe the Perception-Reasoning Interface in VLMs | 0 | 2 | 23 Jan 2025 | not harvested |
| Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World | 1 | 7 | 16 Oct 2023 | ran 7 of 10 samples (3 unverified) |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
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
- Bongard-OpenWorld
1 variant name, as the archive lists them.
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