Datasets › OK-VQA › Papers where code ran, page 1

OK-VQA (Outside Knowledge Visual Question Answering)

Papers archive 2025-07-28

papers with a benchmark row: 26 · with a code link: 20 · where Syntology ran a sample: 13 (9 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (13 of 26 with a benchmark row: 9 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 13 of the 13 papers with a benchmark row here where Syntology ran at least one harvested sample (9 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 368. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
HYDRA: A Hyper Agent for Dynamic Compositional Visual Reasoning 1 1 19 Mar 2024 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
A Simple Baseline for Knowledge-Based Visual Question Answering 0 1 20 Oct 2023 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering 1 3 29 Sep 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (8 pointer-only for licence)
PaLI-X: On Scaling up a Multilingual Vision and Language Model 2 1 29 May 2023 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 4 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Prophet: Prompting Large Language Models with Complementary Answer Heuristics for Knowledge-based Visual Question Answering 1 1 3 Mar 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models 17 6 30 Jan 2023 community repositories only · 4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (1 pointer-only for licence)
VLC-BERT: Visual Question Answering with Contextualized Commonsense Knowledge 1 1 24 Oct 2022 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training 3 1 17 Oct 2022 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
PaLI: A Jointly-Scaled Multilingual Language-Image Model 1 1 14 Sep 2022 official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection 1 2 26 Jul 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering 1 2 2 Jun 2022 official (archive's flag): 2 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (2 pointer-only for licence)
Flamingo: a Visual Language Model for Few-Shot Learning 5 3 29 Apr 2022 18 ran (of which 6 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 6 where Syntology's instrument failed) · 6 unverified (8 pointer-only for licence)
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA 1 1 10 Sep 2021 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified