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Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 0 of 0 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 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

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 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.

source=pdf_text observed=2026-08-04T08:39:01.053662Z digest=sha256:c9f7b47f0d1629f55849fee32e5692fc6302b2f8ca9f0c7260503da7190d1063

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.

source=pdf_text observed=2026-08-02T19:09:09.440908Z digest=sha256:b1ddb294ae6433e0ed33fb4de3c54eeea8e74ca0efbd31a18bc1b439c554c041

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T11:44:12.373082Z digest=sha256:6f9cca57ab5f977ea7d80e8989f3ac7b0b417b072e182f2f76f9a10dd55e034c

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-08T04:32:01.379605Z digest=sha256:234d09569762b84adf20702102e88e6da78e6fd06fd1f5de55039ef155e6959d

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T23:32:38.332828Z digest=sha256:32f78c3511bbcff5f4053c491722a62745801429a54d03e7733c32eabcd84262

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T13:36:44.071188Z digest=sha256:4d2cedf116b18600ab8f5a83bcfd9ac105119a71498ade68bfff59a36e1d2455

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-07-04T01:11:42.073993Z digest=sha256:1d1b7f6cbed04324ce803a7f4ec784eaa996e9e52eaf8568692b2e7782d54ce8

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 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-20T11:30:22.151045Z digest=sha256:3ff9160cf4292a0afc5aaf99ff3634a5ccf2272024209af7aa8383398a1f1fbd

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-29T18:24:57.881644Z digest=sha256:2b22316154e672fe4405aa8bdb8395542c9a6eae481889318ad580672b22b574

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T15:06:22.102725Z digest=sha256:40a2c995a379497aa01a483e5d8e428b98546e090d657821064dcad788f71018

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-30T10:42:37.401221Z digest=sha256:06aaf4c932b2a4b87d24a95a9a55ecfabda52467282b09553e9c7cf403dbf80e

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.

source=pdf_text observed=2026-07-12T05:36:40.278384Z digest=sha256:fc319dd3a1699b2cc4aec64f83b71523f234a4a81042d280188743874f171603

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.

source=pdf_text observed=2026-08-02T00:44:48.909159Z digest=sha256:7bef5013aead7ab8ea38087965eec86a08fd6a2dae7185a387c3645e1e37c1ba