Datasets › MVBench › Papers where code ran, page 1

MVBench

Papers archive 2025-07-28

papers with a benchmark row: 24 · with a code link: 24 · where Syntology ran a sample: 17 (16 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (17 of 24 with a benchmark row: 16 with a run with no instrument failure, 1 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 17 of the 17 papers with a benchmark row here where Syntology ran at least one harvested sample (16 with a run with no instrument failure, 1 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 139. 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
Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition 1 1 12 Dec 2024 official (archive's flag): 14 ran · 14 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (4 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)
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning 1 1 25 Oct 2024 6 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; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding 1 1 22 Oct 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, 0 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution 1 1 19 Sep 2024 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) · 2 unverified (1 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)
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs 3 1 11 Jun 2024 community repositories only · 12 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 5 where Syntology's instrument failed) · 5 unverified (8 pointer-only for licence)
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)
HawkEye: Training Video-Text LLMs for Grounding Text in Videos 1 1 15 Mar 2024 official (archive's flag): 6 ran · 6 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; 1 where Syntology's instrument failed) · 0 unverified (6 pointer-only for licence)
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models 1 1 8 Feb 2024 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) · 0 unverified (3 pointer-only for licence)
TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding 2 1 4 Dec 2023 community repositories only · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 1 violated, 6 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (1 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)
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)
Visual Instruction Tuning 13 1 17 Apr 2023 official (archive's flag): 4 ran · 16 ran (of which 6 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 1 violated, 7 with no contract checked; 8 where Syntology's instrument failed) · 35 unverified