Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:03:14.058499Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 13 inbound Pith citation observations for arXiv:2507.09313.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:03:14.058499Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T08:39:01.053662Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T01:19:20.288097Z
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c6d6f3e2-9cf3-46ce-b728-a333e7d61e68 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Qwen2.5-VL Technical Report
Reference 1
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Observation e849daa4-bf69-475c-8e19-353675a6c28c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models
Reference 2
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Observation 10285eaf-f2e5-487f-b655-23d9189d1e48 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 3
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Observation 486bec5f-f7ab-45ac-8921-1a765c1009d4 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 4
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Observation 9eac1249-9df0-4a71-9598-5a9417cdf906 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 5
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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
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Observation dd5322e8-be16-40f6-9692-512e4e38a101 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
Reference 7
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Observation 1ba1b039-4af8-4801-a916-db5fd5cb4f99 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 8
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ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 9
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Observation 3a6bf101-c3d0-4f4c-9281-3e7231bac870 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 10
Source-reported events for the cited work
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Observation 143a51d1-6530-49b9-8546-705b6ec35f4d · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models LLaVA-OneVision: Easy Visual Task Transfer
Reference 11
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Observation 0f0d8dc1-58fc-44ab-9453-12b949975ae9 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension
Reference 12
Source-reported events for the cited work
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Observation 52c34cc5-e012-4452-8163-c7f287325711 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension
Reference 13
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Observation 00ce54f3-6064-41f4-8251-322351b7cbac · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods
Reference 14
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Observation 22fe2f4a-7f46-4fed-bf37-23f2ebc16f34 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 15
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Observation 6822cf65-13fb-425d-801a-e6569e8fef1e · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 16
Source-reported events for the cited work
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Observation 467ce196-84d0-45fb-be40-1309c5607a5a · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?
Reference 17
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Observation ed36c7b1-e5cb-491c-b3c1-ecc56dfc9c8c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 18
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Observation a49e3718-f95e-4026-a5f5-0ac0de340ec5 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding
Reference 19
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Observation 420a5d6b-82a0-4e9c-97f4-e00fa50e180c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding
Reference 20
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Observation ebc798c4-f520-4f9e-8b3f-6eef9486475d · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 21
Source-reported events for the cited work
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Observation 7b0e7426-b2f9-414d-8ade-fed24f1340f5 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction
Reference 22
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Observation 176d99bb-a4b2-4dbd-b5ed-83a21c18dae9 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 23
Source-reported events for the cited work
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Observation f07fedcc-806e-4850-a9eb-4833e927b7d5 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation 5a549eee-007e-4704-830e-b56c9a39e8ce · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Lawrence Zitnick, and Devi Parikh
Reference 25
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Observation 998eb457-fc7c-4e94-9cfc-dd622733a284 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 26
Source-reported events for the cited work
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Observation 8eb0e784-8b2e-4aff-8245-0d2dbdd6e43e · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts
Reference 27
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Observation 85291699-b20d-458e-8586-54e298b76647 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Qwen2.5-Omni Technical Report
Reference 28
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Observation 46f8794c-4d6e-4420-8c39-7195e583ed0c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models TimeChat-Online: 80% Visual Tokens are Naturally Redundant in Streaming Videos
Reference 29
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Observation 20623d6c-9e16-4f52-a6bc-4b75886e1e2c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work
Reference 30
Source-reported events for the cited work
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Observation 209fa54e-22a5-428c-89cd-1c8afee2b76c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output
Reference 31
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Observation 009ac0f9-9498-40c2-b9cd-b9a93ba48836 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Long Context Transfer from Language to Vision
Reference 32
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Observation 7a6aeb78-0594-46dc-9dd5-0891c5923a75 · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models BERTScore: Evaluating Text Generation with BERT
Reference 33
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Observation 8fd3de2e-9751-44be-9eab-992a8c16393c · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models online" 'onlinestring :=
Reference 34
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Observation 6e4d065e-de94-4dc6-b3b2-278454a4024a · outbound
ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models write newline
Reference 35
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Observation 5f6fd4f2-22b5-45a3-80e1-e540f88c8c65 · inbound
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Reference 336
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Observation 4572f0d0-b18f-45ee-804b-a0cc2491ab37 · inbound
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Reference 23
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Observation 6c92c69d-1533-4d11-8cc6-ae801125e38f · inbound
Don't Pause! Every prediction matters in a streaming video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Reference 61
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Observation 068e4c34-be0c-4134-84b3-3b821d3b358c · inbound
StreamPro: From Reactive Perception to Proactive Decision-Making in Streaming Video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
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Observation 41aead78-12f1-4da2-9363-84e7b519d662 · inbound
Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
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Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Reference 11
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Observation 3e967234-cadc-4cee-95cf-5fbac879f8a2 · inbound
IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Reference 44
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Observation c4af456a-a752-4d00-9ce7-3a177dc71ce5 · inbound
X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Reference 43
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Observation 0dd45640-7b1f-485c-b538-17545bed0fe1 · inbound
X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
Reference 44
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Observation 209f9f59-9164-42e5-8a37-7f88f5dc3007 · inbound
GuideMe: Multi-Domain Task Guidance and Intervention in Streaming Video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models
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