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Paper Citation Record · LEDGER

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding

As of 13 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2607.01751.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2607.01751 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-03T16:37:09.666491Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

  • verified exact15
  • verified fuzzy3
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0014bcd4-dc89-4a77-b79f-7981b6d0a568 · outbound

This paper cites Qwen3-VL Technical Report.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Qwen3-VL Technical Report

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.518464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:c94e26a5199a779e0e86090596da7a798d3a89402e4d4be044f756638a452393

Observation 2f7d6379-5e45-4668-92e5-300186793dfa · outbound

This paper cites MedHorizon: Towards Long-context Medical Video Understanding in the Wild.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding MedHorizon: Towards Long-context Medical Video Understanding in the Wild

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.515751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:904f50841018019980327b2a2e0dbcdd9a249bf209c757d501f1480a8135aee5

Observation 5cfe1e38-f3f8-4a32-91a2-fd96bcbaec63 · outbound

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

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.535419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:59a8060a6a981152b3fead0dea23be80e823f4d1636067d94c697306deeb1713

Observation 2c6987c2-93cb-448f-90cc-25005f27a927 · outbound

This paper cites SurgOnAir: Hierarchy-Aware Real-Time Surgical Video Commentary.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding SurgOnAir: Hierarchy-Aware Real-Time Surgical Video Commentary

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.547478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:b8d2bce06a9239fc537ec5544c0681faba1cba1fc51daa52e32bc42b78cb4c7f

Observation 0defe264-4112-443a-a97f-3e5d1b0c9ad7 · outbound

This paper cites Khan, Sophia Bano, Hani J.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Khan, Sophia Bano, Hani J

Reference 5

Resolution
verified exact
doi, observed 2026-07-03T16:38:39.328211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:a8dab13398af8b17e191a80c8929202cc3e15e211f24bd76544f75821ed191b6

Observation 3f55308f-242d-41aa-adc3-1ec52bb992d2 · outbound

This paper cites Jiang, Y.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Jiang, Y

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T16:38:39.532345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:8908ebedd216392363a8ea4d37929befe54825cf75a57aaee560c38a134ae185

Observation 88f672f8-129d-45c8-81fd-461c72b4e864 · outbound

This paper cites OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding OmniV-Med: Scaling Medical Vision-Language Model for Universal Visual Understanding

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:38:39.531041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:1918c2c4eb16b8c7d3e672a82e30e88bc5f7f299876262b02287fce827136d00

Observation 5151cf96-f01a-4ff1-81d3-68ae6b6dbf06 · outbound

This paper cites LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T16:38:39.544999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:6f413a390960c34d973a067343692b87662ad6b5a80f42c7e186856dd95ab5dc

Observation 23ba0d54-c11a-4ff1-9643-01e08da8acb5 · outbound

This paper cites Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T05:20:43.333848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:1d3d31e40b0e29131b1d845daa97318c4dba40bc651a68d328ff1bb2fd7fe67f

Observation 11656f91-4a1a-48e8-a1a7-f3f01c71e4ae · outbound

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

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding?

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:38:39.536434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:3622867c701149d3dddbd9fbb189b57989fedff617d57d7479931e2ca03deaec

Observation 4cd37fb4-85c1-4265-bc0c-a7e2aabd1774 · outbound

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

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:38:39.538176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:1128ca08e69be17e648d6bdece6b71d32340bf7534482a8cf8356a2a350b3741

Observation 51969314-1b63-40d7-846e-1a2f02fa4f65 · outbound

This paper cites CholecTriplet2021 : A benchmark challenge for surgical action triplet recognition.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding CholecTriplet2021 : A benchmark challenge for surgical action triplet recognition

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:38:39.337727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:8e206a35dfec49895d9b5a421f35031691361f427655085e16af38b9cdb72bf7

Observation fb5fabf5-10f4-4e9d-b21d-1b0791913d4e · outbound

This paper cites Krishna, and Hongliang Ren.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Krishna, and Hongliang Ren

Reference 13

Resolution
verified exact
doi, observed 2026-07-03T16:38:39.330977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:d6d3f2d1eed7a3c20bbffe39c8b988e6034d6c27e7c4f3fb77a2a84621499da5

Observation b8a01d2a-4260-4f99-8b60-10b64cc52433 · outbound

This paper cites Spada, C., S.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Spada, C., S

Reference 14

Resolution
metadata mismatch
doi, observed 2026-07-03T16:38:39.327573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:7517f6c2ae76a78c15e52c3619f3a14ab2487a4f5b42702d5204483062050fab

Observation 9d58219b-47d5-49e1-a569-fca126c9a357 · outbound

This paper cites The TUM LapChole dataset for the M2CAI 2016 workflow challenge.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding The TUM LapChole dataset for the M2CAI 2016 workflow challenge

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.550035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:0a3a8f478fd91f10caa69ad2b7a46c696154be1f85e42116b1c795891b02f86b

Observation 4996d389-ca5a-4d5f-98ba-facb91bc4523 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Gemini: A Family of Highly Capable Multimodal Models

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.552373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:d8583843ab563c43dd7694c0d02410d7ed3611b56adf832aae3751b6e94c4aaf

Observation d8e43299-cd48-4b93-8fd1-251aa69f2522 · outbound

This paper cites V2t-cot: From vision to text chain-of-thought for medical reasoning and diagnosis.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding V2t-cot: From vision to text chain-of-thought for medical reasoning and diagnosis

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T05:20:43.335823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:f3acfc0bbaeffcb4a1e44614a5253329c0a87a5d486a1e8a0dee2464b0456e21

Observation 66a2294a-73aa-4134-8fbf-877c0050b8b0 · outbound

This paper cites Beyond n-grams: A hierarchical reward learning framework for clinically-aware medical report generation.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Beyond n-grams: A hierarchical reward learning framework for clinically-aware medical report generation

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-07-05T05:20:43.331745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:b7d08bca477f700aaed5bc1677f6688eaac838977e19bb06b7c6797d47f03d2c

Observation 440bf13e-0fa7-40d0-b7b4-d37f5da42a69 · outbound

This paper cites LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding LongVideoBench: A Benchmark for Long-context Interleaved Video-Language Understanding

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.533601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:fa3ee2b25a0549d3c532ebb09a4663303e420410b2ca6e99ffcce1bb10f32c42

Observation 65af8602-b6ee-4a7c-b458-5ee2c0c61c13 · outbound

This paper cites Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.542049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:8b70fb7a11acd0c2958e8cb2d1a467ea3b31b13b4673fc00d58396863b2164c1

Observation 3b3086e4-19af-468e-8f52-99de5821b398 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

MedStreamBench: A Time-Aware Benchmark for Streaming and Proactive Medical Video Understanding InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-07-03T16:38:39.543853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-07-03T16:37:09.666491Z digest=sha256:5d335310fddc540c0f9fe5f1fc048fa75964dd132afb31b826517809a4893d6c

Pith citing papers

No inbound Pith citation observations are available.