Pith. sign in

Paper Citation Record · LEDGER

SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2506.02555.

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

pith.paper-citation-record.v1
2506.02555 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:31:02.706758Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

2
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation dae74437-f337-4167-8bbc-1122a3242d7f · inbound

SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos cites this paper.

SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:30:58.495653Z

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=2026-05-10T17:37:40.373211Z digest=sha256:ebbc434352d7aa4f7eed5854ed9c59693960ef10454d973d9824283ed96cbed3

Observation 96144497-895a-42ca-8828-9ccef4c52098 · inbound

Adapting 2D Multi-Modal Large Language Model for 3D CT Image Analysis cites this paper.

Adapting 2D Multi-Modal Large Language Model for 3D CT Image Analysis SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:20:58.221059Z

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=2026-05-10T16:43:02.337806Z digest=sha256:477fa458a910cb2c8258138d36d986651b70cad2e3e2167ebf9ec3bbb6bbeb60

Observation fbaaae2f-b5e0-4082-bee6-8fcb0a7c7c43 · inbound

SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark cites this paper.

SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:36:09.429885Z

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=2026-05-10T01:20:57.490329Z digest=sha256:2c38296c494963cf4687edf718f2aff10cf267d6d92a1cebe6c1ba77dec40e1f

Observation c65108b3-6832-4304-a2ad-88a4e996827d · inbound

Watch, Remember, Reason: Human-View Video Understanding with MLLMs cites this paper.

Watch, Remember, Reason: Human-View Video Understanding with MLLMs SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 268

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:27:15.691006Z

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=2026-06-27T22:00:28.350003Z digest=sha256:9e04bdc375b76ed0b8facf26349ff112cc99adcc4a43774449dbb70461706966

Observation 0c4774a1-6508-40b4-b2da-5a4aacc9d219 · inbound

SurgiQ: A Large-Scale Multi-Domain Benchmark for Evaluating Surgical Understanding in Large Language Models cites this paper.

SurgiQ: A Large-Scale Multi-Domain Benchmark for Evaluating Surgical Understanding in Large Language Models SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 87

Resolution
metadata mismatch
arxiv_id, observed 2026-06-27T19:41:12.037947Z

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=2026-06-27T19:37:29.336671Z digest=sha256:60e51dc4460222cc1d2e08f3c2a7e74969178691b36d41fa00bdcdc7968b63bd

Observation 1fa95e6b-2896-41eb-af80-f37239e7d809 · inbound

SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery cites this paper.

SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:10:07.448134Z

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=2026-06-25T20:39:21.354834Z digest=sha256:5833fe87664e67b39af1fe84e968b4d7f8b4cf08b1e3ae0a72aaba33735b1f09

Observation 61ddf5ee-050e-4002-8d1d-b67130108209 · inbound

LAVIFT: Latent-Action-Guided Vision Fine-Tuning for Surgical Interaction Recognition cites this paper.

LAVIFT: Latent-Action-Guided Vision Fine-Tuning for Surgical Interaction Recognition SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-01T11:31:02.706758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T11:31:02.706758Z digest=sha256:876a6f12693d0e3e76167a8a045be4a6b211aad8da342e0c73b61e191bb25238

Observation 05a2e1cd-382f-428c-9eff-a8a348db8818 · inbound

MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoning cites this paper.

MarineEVT: Advancing Event-Centric Marine Video Understanding via Visual Tool Reasoning SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 81

Resolution
unresolved
no resolver link, observed 2026-07-31T23:10:29.516601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:10:29.516601Z digest=sha256:577fcd5716b2e02445ed477ef5c55022f33e4032c200a05d67cd7f74c14fed58