Datasets › Visual Question Answering v2.0 › Papers where code ran, page 1

Visual Question Answering v2.0 (VQA v2.0)

Papers archive 2025-07-28

papers with a benchmark row: 66 · with a code link: 59 · where Syntology ran a sample: 33 (29 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 (33 of 66 with a benchmark row: 29 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 33 of the 33 papers with a benchmark row here where Syntology ran at least one harvested sample (29 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 366. 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
CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts 1 1 9 May 2024 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks 2 1 21 Dec 2023 community repositories only · 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)
ONE-PEACE: Exploring One General Representation Model Toward Unlimited Modalities 2 2 18 May 2023 official (archive's flag): 5 ran · 5 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 4 1 1 Feb 2023 community repositories only · 17 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 8 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models 17 18 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)
X²-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 2 4 22 Nov 2022 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training 3 2 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
Prompt Tuning for Generative Multimodal Pretrained Models 1 1 4 Aug 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection 1 1 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)
CoCa: Contrastive Captioners are Image-Text Foundation Models 6 1 4 May 2022 10 ran (of which 5 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 7 unverified (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)
OFA: Unifying Architectures, Tasks, and Modalities Through a Simple Sequence-to-Sequence Learning Framework 4 2 7 Feb 2022 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Multi-Grained Vision Language Pre-Training: Aligning Texts with Visual Concepts 1 1 16 Nov 2021 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
Coarse-to-Fine Reasoning for Visual Question Answering 2 1 6 Oct 2021 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision 2 2 24 Aug 2021 22 ran (of which 8 constructed an object rather than computing a result; 16 with no instrument failure: 1 honoured, 3 violated, 12 with no contract checked; 6 where Syntology's instrument failed) · 15 unverified (32 pointer-only for licence)
Align before Fuse: Vision and Language Representation Learning with Momentum Distillation 6 2 16 Jul 2021 community repositories only · 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision 6 1 5 Feb 2021 official: harvested, nothing ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified; the one sample that ran constructed an object rather than computing a result (1 pointer-only for licence)
VinVL: Revisiting Visual Representations in Vision-Language Models 7 2 2 Jan 2021 community repositories only · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Sparse and Continuous Attention Mechanisms 2 2 12 Jun 2020 official: harvested, nothing ran · 12 ran (of which 9 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Oscar: Object-Semantics Aligned Pre-training for Vision-Language Tasks 4 1 13 Apr 2020 official (archive's flag): 1 ran · 13 ran (of which 6 constructed an object rather than computing a result; 10 with no instrument failure: 1 honoured, 0 violated, 9 with no contract checked; 3 where Syntology's instrument failed) · 10 unverified (1 pointer-only for licence)
Visual Commonsense R-CNN 1 2 27 Feb 2020 official (archive's flag): 3 ran · 3 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Compact Trilinear Interaction for Visual Question Answering 1 1 26 Sep 2019 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
UNITER: UNiversal Image-TExt Representation Learning 7 2 25 Sep 2019 community repositories only · 3 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; 3 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Unified Vision-Language Pre-Training for Image Captioning and VQA 3 1 24 Sep 2019 official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 3 unverified (14 pointer-only for licence)
VL-BERT: Pre-training of Generic Visual-Linguistic Representations 3 3 22 Aug 2019 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
LXMERT: Learning Cross-Modality Encoder Representations from Transformers 9 2 20 Aug 2019 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) · 11 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (3 pointer-only for licence)
VisualBERT: A Simple and Performant Baseline for Vision and Language 10 2 9 Aug 2019 4 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; 2 where Syntology's instrument failed) · 5 unverified (6 pointer-only for licence)
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks 11 1 6 Aug 2019 10 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 24 unverified (34 pointer-only for licence)
Deep Modular Co-Attention Networks for Visual Question Answering 7 2 25 Jun 2019 official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
BLOCK: Bilinear Superdiagonal Fusion for Visual Question Answering and Visual Relationship Detection 1 2 31 Jan 2019 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
Bilinear Attention Networks 8 2 21 May 2018 official (archive's flag): 7 ran · 13 ran (of which 0 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 3 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering 65 1 25 Jul 2017 official: no sample here; runs from other or unrecorded repositories · 9 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 8 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)