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Paper Citation Record · LEDGER

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis

As of 9 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2506.07603.

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

pith.paper-citation-record.v1
2506.07603 v2

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:21.615772Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-25T20:39:21.354834Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:10:07.430325Z

Reference resolution

47 of 47 outbound references displayed

  • verified exact0
  • verified fuzzy18
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 82fea407-6840-400d-bd86-5c2a02e41734 · outbound

This paper cites B., Zappella, L., Khudanpur, S., Vidal, R., and Hager, G.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis B., Zappella, L., Khudanpur, S., Vidal, R., and Hager, G

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.531092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.415754Z digest=sha256:2f6deeb9d294fe17c9a42d97b62b3e50a1f701770acabafc099cb914d019ef52

Observation a998c615-12cd-4548-bd18-0c47737cd8b7 · outbound

This paper cites D., Girshick, R., Fried, G.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis D., Girshick, R., Fried, G

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.517107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.420435Z digest=sha256:b1cc34addbfa8674f602e1266f39ad132a587f753964eec0efd1ef69cae7459a

Observation 9f3efbe7-1065-4e8a-9af2-3d684b2d5701 · outbound

This paper cites LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.424959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.424959Z digest=sha256:56f5d467934a48a9c48dcf7ca6236bf035eec3f3c5af5366a1a92c8f56ec7fc5

Observation 751fd4ff-b86e-4df0-9bd1-f8cd3cc18701 · outbound

This paper cites PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis PRISM: Self-Pruning Intrinsic Selection Method for Training-Free Multimodal Data Selection

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.429967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.429967Z digest=sha256:b389a05c1402380a8744c78fb4c47c723dd55438463a5241b48fb3040d6eb551

Observation ad32b099-8567-4731-9b85-72eb8be1403d · outbound

This paper cites H., Hicks, S., Jha, D., Eskeland, S.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis H., Hicks, S., Jha, D., Eskeland, S

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.503238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.434515Z digest=sha256:5846cd3d411dd7f000e47f8221f96b8b0412a58dd723e815f1dc9de252b322bc

Observation 0d9597ca-b03e-416d-b1eb-d6e2fd680b35 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.438709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.438709Z digest=sha256:50135913e9feae65df91431f6dcc41c683d367cdf140686fbdf52ae8153e7387

Observation aaa6c787-293c-4ef1-b7a2-ce8d834d57fa · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.489178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.443590Z digest=sha256:f6fcac52f97a3909a1033940465211ca269420650893d2e47756e1a7dbdf4a21

Observation e43caaae-a869-461d-bd43-ca56dce448ae · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.475766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.447938Z digest=sha256:6ef0404d039641d61b776ce7a2b17444c67eb4ec1a3e2f8eea769e3f76e98c5d

Observation 4648d780-d966-42c9-b232-f39655f0b725 · outbound

This paper cites D., Patel, K.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis D., Patel, K

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.462421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.452064Z digest=sha256:64e71448c1c2918eb91450735ed7381164e38d668953451d531217c15bba1dce

Observation 0e753f2c-b173-40dc-a5c9-a02529ca859c · outbound

This paper cites L., Suresh, V., Bittar, P., Ledbetter, L., Mithani, S.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis L., Suresh, V., Bittar, P., Ledbetter, L., Mithani, S

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.448554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.456047Z digest=sha256:0318bb36a89c927c49154003166b9f1b8fd88e6d4e19752722034066830ec030

Observation 11b56cbd-f63c-4f8f-9647-cf988563cc84 · outbound

This paper cites R., Pradarelli, J.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis R., Pradarelli, J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.434344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.460359Z digest=sha256:a36fc62575c57f2e7bd9fe31715949177ba62884a744c8d5eb2351e5144829fa

Observation 5cd7ea0b-4d28-4ffc-8edf-30ddd1880f9c · outbound

This paper cites A., Van Lieshout, A.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis A., Van Lieshout, A

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.419804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.464945Z digest=sha256:cded56ff15460bc1e18029854ac0530a355f513755f2f3f1c3871416a04be267

Observation 6284f831-8423-45e7-ae7a-93774bd45f48 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.406204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.469133Z digest=sha256:536e702c9537afa8e2da8c1baa0079548fc3a9bb56d6ba299eaa6daa5e91c08b

Observation 6863be3e-83bf-49c6-83cd-8d5602e060d9 · outbound

This paper cites o hrig, R., H \.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis o hrig, R., H \

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.392731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.473329Z digest=sha256:7ba0510a0febff3ffff992304556867c49be4a606cb10e6eb0b3ad1f71bcebfe

Observation fbe18269-d785-40b5-899f-d35c577c77ad · outbound

This paper cites J., Kletz, S., M \" u nzer, B., Schoeffmann, K., and Keckstein, J.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis J., Kletz, S., M \" u nzer, B., Schoeffmann, K., and Keckstein, J

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.378955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.477754Z digest=sha256:5fcd2b7e305b9de04ee7481c0edc34bc73c982288a42ad9dd92e1800217e443a

Observation fa417902-3445-436c-994c-5f85c495c00a · outbound

This paper cites P., and Goldenberg, M.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis P., and Goldenberg, M

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.365552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.481916Z digest=sha256:bc437c6138271294f37623d2aefec54abac24dcc43f8bdbc43cdba2aaa6b1ab1

Observation 35839cda-8e96-4ca4-8aa3-b492008b6850 · outbound

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

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.486120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.486120Z digest=sha256:ac94bcc7365189e96bf88b0ffcd1dd9b48d625b6cc54ed479108b87e17906ec5

Observation 6d6229fd-d0a4-46de-bc91-4275738ae86a · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.352326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.490784Z digest=sha256:2bab644480e64cab8b18d98bee6cbfaf7e5ec662c653ef7fee9b2663c862a07b

Observation 13281d2c-c75a-4e64-ad26-6aa629566fbf · outbound

This paper cites M$^2$IV: Towards Efficient and Fine-grained Multimodal In-Context Learning via Representation Engineering.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis M$^2$IV: Towards Efficient and Fine-grained Multimodal In-Context Learning via Representation Engineering

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.494756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.494756Z digest=sha256:fcc01f196d3a9b4c6846d5c37456c262e4aeb003414eea25fb435a6618219c07

Observation fc1f4dd7-7a04-4510-b026-402b47028c1e · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.500061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.500061Z digest=sha256:7629af64474e67070a86ed0cdcadef768e8064b730d24b4fa48be9793ec0a3b0

Observation 24d17852-0d8d-41c9-a622-e295923b9e26 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.504244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.504244Z digest=sha256:f8065027e5476aebb3024a39a18c9d7f29d604e583935c7de83ef9e876d2318b

Observation 5f889fdc-23cd-441e-8265-4dbb4fc11c71 · outbound

This paper cites J., Filiberto, A.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis J., Filiberto, A

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.338191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.508438Z digest=sha256:d79f1c11c2ce1ee0783e33c8a857589ddcdecb3989c04e137e41f9376eecd378

Observation 6e15a79d-de91-42f6-b5cf-c7287d94071b · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.323666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.512533Z digest=sha256:e390a1c1ca1766acc7c5fe2f394d81a886342c11edbd0eea8e2c4bfe3625904a

Observation bd57ff66-6eaf-45bc-97a6-f32c9706d341 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.309154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.516885Z digest=sha256:e5bee862093df0dbc0acdcc7497cf44e4528e8f812c28505056a35ef6e003883

Observation 7e20423f-4df0-4699-b654-8d69fade1e2f · outbound

This paper cites S., and Moeslund, T.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis S., and Moeslund, T

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.295408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.521136Z digest=sha256:204941376098f3674b68c4735907c8a459e396b6cc6d8947d48b7b2d355307f9

Observation 27c5d3a2-c826-4147-af74-8e58c74026ad · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.281651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.525507Z digest=sha256:07b5a03622962a516b8535702d470334c2c05bf28f57e029dc304f4b45d12c2d

Observation 21b7da3c-89f3-4b9b-9cbd-54abd819754d · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.266583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.529656Z digest=sha256:cf66186322ac96a2ce3699760bfc9f2058df121151ceacaeeec6de25777fd6aa

Observation a54c7132-3909-421c-914d-76742ee1478f · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.251356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.534703Z digest=sha256:6332a700d3047e077cd51d96ee17905d83c09bd5843355fd5367ce35d049929a

Observation de2300e5-bdd5-4e42-974a-705f34cf3af9 · outbound

This paper cites I., Yu, T., Gonzalez, C., Seeliger, B., Mascagni, P., Mutter, D., Marescaux, J., and Padoy, N.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis I., Yu, T., Gonzalez, C., Seeliger, B., Mascagni, P., Mutter, D., Marescaux, J., and Padoy, N

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.237366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.538954Z digest=sha256:b1367eef317c35e4a92bcd545934df46b1c7409dfc507f221d845270c0a4962a

Observation cd1c7d01-620c-44a4-8e6b-7abc39aeb7c6 · outbound

This paper cites J., Peabody, J.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis J., Peabody, J

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.222884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.542979Z digest=sha256:91b0299aa73c7b40388db1cb4b3bfabf1f6433a09ad697dffbe2ebf632c6fea2

Observation 0f31ae41-268b-49ef-b27e-bd89dba1768d · outbound

This paper cites General surgery vision transformer: A video pre-trained foundation model for general surgery.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis General surgery vision transformer: A video pre-trained foundation model for general surgery

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.546783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.546783Z digest=sha256:57195b984e5c13de933662acc4ee5445b6b15bc21d800f86d947d18b9f6f7d56

Observation 058ebb75-9532-40de-a6f3-d76740822999 · outbound

This paper cites H., Thambawita, V., Hicks, S.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis H., Thambawita, V., Hicks, S

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.208772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.551342Z digest=sha256:96e09beff17c809c019195227e563564419ea108510ac4a0c43c526f917d5b1e

Observation 3eead4e9-af1e-45e6-84b0-5dfb3222b2c5 · outbound

This paper cites R., and Shah, M.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis R., and Shah, M

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.193952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.555377Z digest=sha256:5b2bc13871f33dca6df891d29cea5385253c3f7f76a3aa2e99d130df4a59457b

Observation 5120fcd6-8321-4ba5-8435-5f81aef1af21 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.559358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.559358Z digest=sha256:e4859b6e32a296d20d0a4f03db0dd4437b41cfe5982a682fe46b62313a398762

Observation b419c9a2-9a1a-4ba9-881a-f855dc6d2ff7 · outbound

This paper cites P., Shehata, S., Mutter, D., Marescaux, J., De Mathelin, M., and Padoy, N.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis P., Shehata, S., Mutter, D., Marescaux, J., De Mathelin, M., and Padoy, N

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.169568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.563398Z digest=sha256:8f177490b174b9a93e4d94b737c655f0e1ffa2ec1f8511cb94cc6eaf5d1fa350

Observation fb5aa79e-ae19-464f-a6a5-30dde2fc1aba · outbound

This paper cites M., Müller, B., Davitashvili, T., Capek, M., Reinke, A., Yu, T., Vardazaryan, A., Nwoye, C.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis M., Müller, B., Davitashvili, T., Capek, M., Reinke, A., Yu, T., Vardazaryan, A., Nwoye, C

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:36:22.154872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.567855Z digest=sha256:cb03b46513ee895bf3f8c061674f950bf0ca6d29a13bf3b318d6250871cb93aa

Observation 181ecb5c-c2fb-4d0a-ac6f-ae1a0956997b · outbound

This paper cites EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.572033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.572033Z digest=sha256:971c1354884756287c344618a0ce93931138d9aeaabe390247027c910e0135dd

Observation f287802c-ee35-415b-a35c-a224faf18993 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.140985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.576655Z digest=sha256:cf104e2c0afe44a3fe87a3823c04a575571cbacb21c37b30fed7dc6f5482eeb0

Observation 538fce8d-818f-4b4d-96a7-05e813b372fc · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.126662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.580939Z digest=sha256:617a92bdca02907ef962ad038e448c3fe9042ccc95dc1185ab1b0a8ea9ff7845

Observation ffca3400-3a25-44cf-8021-b1eb361ba922 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.111976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.585258Z digest=sha256:5280fcf29f4063db8b2a884638c231aa14c7beaff73b96cac7548c9fd699837b

Observation 9f943771-03fd-4b72-89b1-45f1c59fc238 · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.098115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.589513Z digest=sha256:280823821a377940137f8311064981842f2d88747ec183befc54aebac166957a

Observation 223eb907-5148-4604-8e52-cdb99c1bd6f3 · outbound

This paper cites Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.593574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.593574Z digest=sha256:e6d2b2a39195c5b39efe34391d967715239932dcb3ccf3d7e1d2820fa99b0415

Observation 3c6d8cf8-e996-464c-84d7-182217ebb94b · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.083868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.597900Z digest=sha256:a9001b7bdaa605ae21e7b73d06f4b7b57941dd025ba2319ecdaaacbc70da19c5

Observation 9ea31773-78f2-4d40-b5c4-987a6e84ee41 · outbound

This paper cites VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.602356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.602356Z digest=sha256:e9efe11dd406ebce6117076dcd210a9b73366cf9eb44e1e1eb99f60bf84eb0f9

Observation 8e369ed2-9d59-42bd-b550-27ef336a58ad · outbound

This paper cites VideoPrism: A Foundational Visual Encoder for Video Understanding.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis VideoPrism: A Foundational Visual Encoder for Video Understanding

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T05:36:21.606767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:36:21.606767Z digest=sha256:3dab379e5453ffe9df177ce21f9b83db1eac595c4f572630a0ba57452ba46399

Observation b5ffbab4-68a4-419f-8389-7959a6f30fff · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.070443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.611483Z digest=sha256:836f70ef535793e363e9e059b9e428a35199ce057f1aff2d61c70a15ba9588b9

Observation f48b7db2-2501-44fd-b0c1-8c4ebacfe89b · outbound

This paper cites an unresolved cited work.

SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-07T05:36:22.056680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.615772Z digest=sha256:aa57debea80a5c36b9bcb4c091789648cf8eb6d1c0b791be5884a182576e7ea0

Pith citing papers

Observation c2d79144-8d79-4cfa-8e05-bcfa0f910ea6 · 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 SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis

Reference 48

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:36:09.405510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T01:20:57.490329Z digest=sha256:534c9f62fbfdb1dddf087b220d153f68d340efa1c75ff7c7747e52541db1b793

Observation 64d138cd-0733-495c-8629-9c2ab76cc54d · 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 SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:10:07.433841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-25T20:39:21.354834Z digest=sha256:3f1399c218b6a3dea28a8fce5f9a6466d68f77d0848bf6a0bfcd05a4f0120303