Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 36 inbound Pith citation observations for arXiv:2406.14515.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:19:36.815801Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-28T23:12:46.636950Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 38f029b6-d9a7-4cfe-a8a0-5b6ca001afd8 · inbound
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs cites this paper.
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T02:44:53.405489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b8e1403e-d56f-470d-9a35-365fd639fabf · inbound
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output cites this paper.
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T10:46:28.609435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d7487486-8b20-42e7-96d7-c58ac5d1533d · inbound
VideoCogQA: A Controllable Benchmark for Evaluating Cognitive Abilities in Video-Language Models cites this paper.
VideoCogQA: A Controllable Benchmark for Evaluating Cognitive Abilities in Video-Language Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T21:07:09.446997Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06089e05-5ea8-49b4-8d4e-daea623a9032 · inbound
MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs cites this paper.
MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 91
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T14:31:37.069516Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4429b2ad-bd1d-413d-a6a4-054da3e47464 · inbound
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability cites this paper.
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:27:55.973925Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4550844a-d677-4d83-8c5f-d04588f1f544 · inbound
LinVT: Empower Your Image-level Large Language Model to Understand Videos cites this paper.
LinVT: Empower Your Image-level Large Language Model to Understand Videos MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T20:54:16.027352Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bbc87ab-4cc4-4e82-851a-e02b4159ce21 · inbound
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.
Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 65
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T13:23:57.987120Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 95f27273-2fd1-4cab-9b94-5590a755724b · inbound
Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity cites this paper.
Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T20:00:58.980137Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0475e5cf-6afb-480f-b64b-86e9bec5031a · inbound
Neptune: The Long Orbit to Benchmarking Long Video Understanding cites this paper.
Neptune: The Long Orbit to Benchmarking Long Video Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:58:28.853040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c530d3e2-5ced-4dde-9fcb-81f40a943c60 · inbound
InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions cites this paper.
InternLM-XComposer2.5-OmniLive: A Comprehensive Multimodal System for Long-term Streaming Video and Audio Interactions MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:56:06.112524Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 216eef99-e433-4e15-ba2d-d43f10802772 · inbound
VCA: Video Curious Agent for Long Video Understanding cites this paper.
VCA: Video Curious Agent for Long Video Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T16:51:15.116123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4427d20-f72d-465b-945a-e268ff6e010c · inbound
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding cites this paper.
CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T14:22:50.968851Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44f54430-2512-4e8a-a767-9125548171aa · inbound
HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks cites this paper.
HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 17
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T07:05:29.189875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation be82f068-0bf9-414b-8437-76fa6d796041 · inbound
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos cites this paper.
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:39:22.438229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 59ef57de-f721-4e37-b3cd-80215076d60d · inbound
ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark cites this paper.
ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T21:25:47.030222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bcd3f53a-9953-4561-8386-c85bc699baec · inbound
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling cites this paper.
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:52:20.710199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ec1e6ef3-fe23-4b98-b54c-6247ef07148a · inbound
Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos cites this paper.
Video-MMMU: Evaluating Knowledge Acquisition from Multi-Discipline Professional Videos MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T00:32:41.214239Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fd4d1967-f873-4294-9409-954ecfc5c1bf · inbound
WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs cites this paper.
WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T05:53:26.306282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ccd52aed-5402-4615-9018-e7e59f80c64b · inbound
A Benchmark for Crime Surveillance Video Analysis with Large Models cites this paper.
A Benchmark for Crime Surveillance Video Analysis with Large Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T21:57:23.556854Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3129f62a-b5cf-49d4-8aaa-2cf1e10f6c44 · inbound
Qwen2.5-VL Technical Report cites this paper.
Qwen2.5-VL Technical Report MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-23T02:25:19.026892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a6b6f22f-c849-40be-aee7-4c23dfdc372a · inbound
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models cites this paper.
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 35
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T13:41:08.272679Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bab3da26-6402-45d4-aecf-bf17ed42d31b · inbound
PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding cites this paper.
PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 79
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T12:19:36.815801Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ade2840b-5cb6-4e3e-9f89-dc08e6d45abd · inbound
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark cites this paper.
Can Large Language Models Help Multimodal Language Analysis? MMLA: A Comprehensive Benchmark MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:08:38.374553Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a386e1c8-8df6-49f4-a812-084e235ae6a5 · inbound
VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension cites this paper.
VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:00:03.473696Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b69cae93-61b1-4404-b6c9-e5551be0bc90 · inbound
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding cites this paper.
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T05:09:15.035116Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5bb7880-9522-4bdf-bebb-2110cf0c0af6 · inbound
R^3-VQA: "Read the Room" by Video Social Reasoning cites this paper.
R^3-VQA: "Read the Room" by Video Social Reasoning MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T23:41:34.108189Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b05d6f78-5e5f-4c83-9fe6-b3e44bc82297 · inbound
SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models cites this paper.
SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:35:54.389906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b773435-f45d-44d3-a2a5-28ef34363b23 · inbound
VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos cites this paper.
VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:45:44.920605Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8a93478-79eb-43dc-9b5d-4b9eed8e11e0 · inbound
Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding cites this paper.
Movie Facts and Fibs (MF$^2$): A Benchmark for Long Movie Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T06:00:56.863411Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07a3c23f-0848-4e87-9a93-13c1267286ba · inbound
Iterative Zoom-In: Temporal Interval Exploration for Long Video Understanding cites this paper.
Iterative Zoom-In: Temporal Interval Exploration for Long Video Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T21:59:15.950597Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b04f4a6-1cdd-49c6-a73d-34ebafa03d10 · inbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models cites this paper.
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:03:13.983556Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 419a10bf-2fc6-4e6e-a497-af875e6cbe22 · inbound
Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding cites this paper.
Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T15:48:31.569319Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37ab95b4-f970-4028-bb65-c12a90eb0e61 · inbound
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency cites this paper.
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 33
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T11:58:59.080794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7943e501-1c3d-4caa-adb1-bb1002222058 · inbound
Step-Level Visual Grounding Faithfulness Predicts Out-of-Distribution Generalization in Long-Horizon Vision-Language Models cites this paper.
Step-Level Visual Grounding Faithfulness Predicts Out-of-Distribution Generalization in Long-Horizon Vision-Language Models MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:37:20.820402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59fb7299-bb2e-4356-abf1-6aca0a378afb · inbound
TeachObs: A Human-Validated Benchmark for Multimodal Teaching Observation and Model Evaluation cites this paper.
TeachObs: A Human-Validated Benchmark for Multimodal Teaching Observation and Model Evaluation MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-28T23:12:46.638751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 08fc3bc3-eab0-45af-a13f-60e86cd4ff4e · inbound
Efficient Frame Selection for Long Videos at Test Time with Attention-Based MLLM Selectors cites this paper.
Efficient Frame Selection for Long Videos at Test Time with Attention-Based MLLM Selectors MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T22:38:46.251209Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.