Datasets › MSRVTT-QA › Papers where code ran, page 1

MSRVTT-QA

Papers archive 2025-07-28

papers with a benchmark row: 66 · with a code link: 57 · where Syntology ran a sample: 34 (29 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (34 of 66 with a benchmark row: 29 with a run with no instrument failure, 5 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 34 of the 34 papers with a benchmark row here where Syntology ran at least one harvested sample (29 with a run with no instrument failure, 5 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 66. 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
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token 1 1 7 Jan 2025 official (archive's flag): 3 ran · 3 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; 2 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
LinVT: Empower Your Image-level Large Language Model to Understand Videos 1 1 6 Dec 2024 official (archive's flag): 7 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 1 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (12 pointer-only for licence)
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models 1 1 17 Nov 2024 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 (1 pointer-only for licence)
PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance 1 1 4 Nov 2024 official (archive's flag): 4 ran · 5 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 1 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models 1 1 22 Jul 2024 official (archive's flag): 5 ran · 5 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; 2 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
Tarsier: Recipes for Training and Evaluating Large Video Description Models 1 1 30 Jun 2024 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
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding 1 1 13 Jun 2024 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 (8 pointer-only for licence)
MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding 1 1 8 Apr 2024 official (archive's flag): 7 ran · 7 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; 1 where Syntology's instrument failed) · 2 unverified (1 pointer-only for licence)
MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens 2 1 4 Apr 2024 official (archive's flag): 2 ran · 2 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; 1 where Syntology's instrument failed) · 0 unverified
ST-LLM: Large Language Models Are Effective Temporal Learners 1 1 30 Mar 2024 official (archive's flag): 6 ran · 7 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence)
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM 1 1 27 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) · 0 unverified
Elysium: Exploring Object-level Perception in Videos via MLLM 1 1 25 Mar 2024 official (archive's flag): 7 ran · 7 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; 0 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence)
vid-TLDR: Training Free Token merging for Light-weight Video Transformer 1 1 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
CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios 1 1 7 Mar 2024 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (2 pointer-only for licence)
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization 1 1 5 Feb 2024 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) · 2 unverified (5 pointer-only for licence)
Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot Videos 1 1 16 Dec 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) · 1 unverified (7 pointer-only for licence)
MVBench: A Comprehensive Multi-modal Video Understanding Benchmark 3 1 28 Nov 2023 official (archive's flag): 7 ran · 7 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; 4 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models 2 2 28 Nov 2023 official (archive's flag): 3 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 (1 pointer-only for licence)
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection 6 1 16 Nov 2023 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning 1 2 27 Sep 2023 official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 1 3 18 Aug 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) · 4 unverified (8 pointer-only for licence)
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding 4 1 5 Jun 2023 official (archive's flag): 7 ran · 18 ran (of which 7 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 10 where Syntology's instrument failed) · 7 unverified (9 pointer-only for licence)
VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2 1 29 May 2023 official (archive's flag): 12 ran · 35 ran (of which 4 constructed an object rather than computing a result; 29 with no instrument failure: 2 honoured, 1 violated, 26 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified (8 pointer-only for licence)
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)
Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 4 2 25 Mar 2023 official (archive's flag): 1 ran · 12 ran (of which 7 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified
mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 4 2 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)
InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2 1 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
X²-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 2 2 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)
Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations 4 2 21 Nov 2022 official (archive's flag): 1 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
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models 3 3 16 Jun 2022 official: harvested, nothing ran · 14 ran (of which 9 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 1 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 20 unverified (1 pointer-only for licence)
Revealing Single Frame Bias for Video-and-Language Learning 2 2 7 Jun 2022 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 1 where Syntology's instrument failed) · 1 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)
Heterogeneous Memory Enhanced Multimodal Attention Model for Video Question Answering 1 1 8 Apr 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, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified