Paper Citation Record · LEDGER

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

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.

pith.paper-citation-record.v1
2507.09313 v2

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:03:14.058499Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:39:01.053662Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T01:19:20.288097Z

Reference resolution

35 of 35 outbound references displayed

verified exact0
verified fuzzy1
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6d6f3e2-9cf3-46ce-b728-a333e7d61e68 · outbound

This paper cites Qwen2.5-VL Technical Report.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.969005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e849daa4-bf69-475c-8e19-353675a6c28c · outbound

This paper cites TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.972207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10285eaf-f2e5-487f-b655-23d9189d1e48 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.449302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 486bec5f-f7ab-45ac-8921-1a765c1009d4 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.978291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eac1249-9df0-4a71-9598-5a9417cdf906 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.980956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b04f4a6-1cdd-49c6-a73d-34ebafa03d10 · outbound

This paper cites MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding.

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 dd5322e8-be16-40f6-9692-512e4e38a101 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.986518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ba1b039-4af8-4801-a916-db5fd5cb4f99 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.437624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5c973cca-26f8-45ae-802c-4afd7c5f51b5 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.430735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3a6bf101-c3d0-4f4c-9281-3e7231bac870 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.423704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 143a51d1-6530-49b9-8546-705b6ec35f4d · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models LLaVA-OneVision: Easy Visual Task Transfer

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.996017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f0d8dc1-58fc-44ab-9453-12b949975ae9 · outbound

This paper cites SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:13.998784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52c34cc5-e012-4452-8163-c7f287325711 · outbound

This paper cites SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.001294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00ce54f3-6064-41f4-8251-322351b7cbac · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.003554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fe2f4a-7f46-4fed-bf37-23f2ebc16f34 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.416481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6822cf65-13fb-425d-801a-e6569e8fef1e · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.408974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 467ce196-84d0-45fb-be40-1309c5607a5a · outbound

This paper cites OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.010398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed36c7b1-e5cb-491c-b3c1-ecc56dfc9c8c · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.012841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a49e3718-f95e-4026-a5f5-0ac0de340ec5 · outbound

This paper cites StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.015160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 420a5d6b-82a0-4e9c-97f4-e00fa50e180c · outbound

This paper cites E.T. Bench: Towards Open-Ended Event-Level Video-Language Understanding.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.017689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc798c4-f520-4f9e-8b3f-6eef9486475d · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.401107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7b0e7426-b2f9-414d-8ade-fed24f1340f5 · outbound

This paper cites Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.023334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 176d99bb-a4b2-4dbd-b5ed-83a21c18dae9 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.393918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f07fedcc-806e-4850-a9eb-4833e927b7d5 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.386759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5a549eee-007e-4704-830e-b56c9a39e8ce · outbound

This paper cites Lawrence Zitnick, and Devi Parikh.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Lawrence Zitnick, and Devi Parikh

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:03:14.379613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 998eb457-fc7c-4e94-9cfc-dd622733a284 · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.032751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eb0e784-8b2e-4aff-8245-0d2dbdd6e43e · outbound

This paper cites OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.035067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85291699-b20d-458e-8586-54e298b76647 · outbound

This paper cites Qwen2.5-Omni Technical Report.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Qwen2.5-Omni Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.037742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46f8794c-4d6e-4420-8c39-7195e583ed0c · outbound

This paper cites TimeChat-Online: 80% Visual Tokens are Naturally Redundant in Streaming Videos.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.040372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20623d6c-9e16-4f52-a6bc-4b75886e1e2c · outbound

This paper cites an unresolved cited work.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:03:14.371311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 209fa54e-22a5-428c-89cd-1c8afee2b76c · outbound

This paper cites InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output.

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

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.045371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 009ac0f9-9498-40c2-b9cd-b9a93ba48836 · outbound

This paper cites Long Context Transfer from Language to Vision.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models Long Context Transfer from Language to Vision

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.047880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a6aeb78-0594-46dc-9dd5-0891c5923a75 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models BERTScore: Evaluating Text Generation with BERT

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.052687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd3de2e-9751-44be-9eab-992a8c16393c · outbound

This paper cites online" 'onlinestring :=.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models online" 'onlinestring :=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.055616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4d065e-de94-4dc6-b3b2-278454a4024a · outbound

This paper cites write newline.

ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models write newline

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T18:03:14.058499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 5f6fd4f2-22b5-45a3-80e1-e540f88c8c65 · inbound

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents cites this paper.

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T08:39:01.053662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4027df28-ad4c-4b0f-917b-4e48460d6b75 · inbound

Proact-VL: A Proactive VideoLLM for Real-Time AI Companions cites this paper.

Proact-VL: A Proactive VideoLLM for Real-Time AI Companions ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 336

Resolution: malformed identifier; no resolver link, observed 2026-08-02T19:09:09.440908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4572f0d0-b18f-45ee-804b-a0cc2491ab37 · inbound

From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench cites this paper.

From Reactive to Proactive: Assessing the Proactivity of Voice Agents via ProVoice-Bench ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:45:21.033091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6c92c69d-1533-4d11-8cc6-ae801125e38f · inbound

Don't Pause! Every prediction matters in a streaming video cites this paper.

Don't Pause! Every prediction matters in a streaming video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:41:18.097956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 068e4c34-be0c-4134-84b3-3b821d3b358c · inbound

StreamPro: From Reactive Perception to Proactive Decision-Making in Streaming Video cites this paper.

StreamPro: From Reactive Perception to Proactive Decision-Making in Streaming Video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T23:33:50.748812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 41aead78-12f1-4da2-9363-84e7b519d662 · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:38:19.157208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca766167-9a2e-46cc-bc82-858fed26fffc · inbound

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction cites this paper.

Omni-DuplexEval: Evaluating Real-time Duplex Omni-modal Interaction ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:19:20.291251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fb22717f-9da6-4ae1-acb9-ffaba75f432d · inbound

An Efficient Streaming Video Understanding Framework with Agentic Control cites this paper.

An Efficient Streaming Video Understanding Framework with Agentic Control ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T11:33:14.470074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e967234-cadc-4cee-95cf-5fbac879f8a2 · inbound

IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams cites this paper.

IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-06-29T18:33:51.065824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c4af456a-a752-4d00-9ce7-3a177dc71ce5 · inbound

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding cites this paper.

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:46:18.934183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0dd45640-7b1f-485c-b538-17545bed0fe1 · inbound

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding cites this paper.

X-Stream: Exploring MLLMs as Multiplexers for Multi-Stream Understanding ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T10:44:36.467381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 209f9f59-9164-42e5-8a37-7f88f5dc3007 · inbound

GuideMe: Multi-Domain Task Guidance and Intervention in Streaming Video cites this paper.

GuideMe: Multi-Domain Task Guidance and Intervention in Streaming Video ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-12T05:36:40.278384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7523c331-160b-4a39-b74a-911205ccb356 · inbound

VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding cites this paper.

VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding ProactiveVideoQA: A Comprehensive Benchmark Evaluating Proactive Interactions in Video Large Language Models

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-02T00:44:48.909159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.