Datasets › MSVD › Papers where code ran, page 1

MSVD (Microsoft Research Video Description Corpus)

Papers archive 2025-07-28

papers with a benchmark row: 40 · with a code link: 33 · where Syntology ran a sample: 18 (15 with a run with no instrument failure, 3 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (18 of 40 with a benchmark row: 15 with a run with no instrument failure, 3 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 18 of the 18 papers with a benchmark row here where Syntology ran at least one harvested sample (15 with a run with no instrument failure, 3 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 327. 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
vid-TLDR: Training Free Token merging for Light-weight Video Transformer 1 2 20 Mar 2024 official (archive's flag): 3 ran · 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) · 1 unverified
HowToCaption: Prompting LLMs to Transform Video Annotations at Scale 1 3 7 Oct 2023 official (archive's flag): 4 ran · 4 ran (of which 0 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) · 1 unverified (5 pointer-only for licence)
LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment 6 2 3 Oct 2023 official (archive's flag): 5 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval 1 1 29 Sep 2023 official (archive's flag): 17 ran · 17 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 1 violated, 7 with no contract checked; 7 where Syntology's instrument failed) · 2 unverified (8 pointer-only for licence)
Accurate and Fast Compressed Video Captioning 1 1 22 Sep 2023 official (archive's flag): 10 ran · 10 ran (of which 8 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks 1 1 29 Mar 2023 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 3 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Unmasked Teacher: Towards Training-Efficient Video Foundation Models 1 1 28 Mar 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
DiffusionRet: Generative Text-Video Retrieval with Diffusion Model 4 2 17 Mar 2023 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) · 1 unverified
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)
Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval? 4 1 31 Dec 2022 official (archive's flag): 14 ran · 20 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 1 violated, 9 with no contract checked; 8 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence)
InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2 2 6 Dec 2022 official (archive's flag): 3 ran · 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
X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval 3 1 15 Jul 2022 official: harvested, nothing 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) · 1 unverified (1 pointer-only for licence)
X-Pool: Cross-Modal Language-Video Attention for Text-Video Retrieval 1 1 28 Mar 2022 official (archive's flag): 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result (2 pointer-only for licence)
Bridging Video-text Retrieval with Multiple Choice Questions 2 1 13 Jan 2022 official (archive's flag): 2 ran · 13 ran (of which 8 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 4 where Syntology's instrument failed) · 11 unverified (6 pointer-only for licence)
Cross Modal Retrieval with Querybank Normalisation 1 1 23 Dec 2021 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 1 unverified
CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval 5 2 18 Apr 2021 official: harvested, nothing ran · 3 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; 2 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval 5 1 1 Apr 2021 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence)
Use What You Have: Video Retrieval Using Representations From Collaborative Experts 3 1 31 Jul 2019 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) · 2 unverified (1 pointer-only for licence)