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Paper Citation Record · LEDGER

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

As of 20 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 2026-08-20T06:33:59.587034+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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.415754Z digest=sha256:c973003c426e3cee51e257ce2411e8bb51d7d6b77aed1a89f1b965e60cd737a2

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.420435Z digest=sha256:b7c565f3ff50b7ab72ef4a1975a37bf89c5c82ea5ac2a895bbad6ec8ce248622

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=sha256:5229d4c6e8842dc90cc9cb0b5f595156c23522f99735624347f28ed172af826b

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:bce4f33e2850edbddf5d0d57ab8ccb5f0120e061fadeb1f156ad8660b67681c3

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.434515Z digest=sha256:c404592bb4815098333270b58939b187bbf3b3789129e41bbe6b5e494878cd36

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:f96cb9408146b74caea9458e9679b69f54ebc1578785a9fba3a53b4d9fe510bd

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.443590Z digest=sha256:e1f93abc8f320c9e544fa763a89db7c50cf4a89f8d8776285a65c498addd0f56

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.447938Z digest=sha256:468fd94f4283bb25789d3ae820a774c4ef4a0ee1ff84c745cd5620f8a0a6a437

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.452064Z digest=sha256:41c1030771463abc23a5126fb96ad7ee071321823522ada57747bac8952d4caa

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.456047Z digest=sha256:12737f0c4e61b9d858dc1a8d214ce234915b07830d8bcdb08c762ef4db08a0b2

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.460359Z digest=sha256:0e6a2a4f23ac79bc5636b16a92c10da087844a1de782fef168767cb87b849974

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.464945Z digest=sha256:b64ad2c39ab7440fe6bd0b792ca5848d33cba6bc331ee43a926c2922701edc20

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.469133Z digest=sha256:1743dfbc7701cb230bf9c02c7826a4481fcb7569388e1a2954467a40a2274591

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.473329Z digest=sha256:d044e5a6d337b9b182d62d4e3d334b8858424d8895da89cc0384f4afcf77db9f

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.477754Z digest=sha256:52ba2923f35de1bf816e62b303feb02a3784a48400cc7258b8de9e15cbd99c90

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.481916Z digest=sha256:79eac5ae3adccda21cf392838f8a9cd62d9cd63ab359a7d72fcf9228f365cf90

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=sha256:46c093be829c9fccac458801beb37cf83f74112c29b49ccc5841f8c42a88a559

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.490784Z digest=sha256:62f56dd802a0a15cf0fd7d405c32c0d93fc9dd53fe010c62457021580b5dd901

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=sha256:823532221d9227d5560b8c98815dd32eeb51cc6f80045c307ed628bda80368cf

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:bc3f01f1be193223a3d8dc73255528bae6ccd137dcf0158cc5b059c9624d4661

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:d0623a25855709cd479e6f3a3326c97d59ab0f314167754355f68f9f96c490d2

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.508438Z digest=sha256:66c1dfa46624029a8a07dd7809f1badf7ba5eb6dd334bc4dcf11d9c8facb405e

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.512533Z digest=sha256:970af6f8a282c7e8524e273b2602e557a4daa884f4f2e6fcaf491ff7245149e8

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.516885Z digest=sha256:035cbc3ebc0e94caf1aa392423e753785d317495638a82111ec0fc299d1b2b01

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.521136Z digest=sha256:ec5db4606c446155d0b0c648451752bbc77e6160c6617449312b7a87bab5f64b

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.525507Z digest=sha256:c8628b68d788f98430b06f3754e6bda8c73e76da864b3f6e232b32fb03fc3aca

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.529656Z digest=sha256:f8592e208b7903a481ce151db70ce70edacbb10bfffc9eda1df10b2526de2f96

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.534703Z digest=sha256:5374243fb6afff4d7e06eb6e79c85eb0d89198261e16b35ea70c435bc49e0a8a

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.538954Z digest=sha256:c8651143fefb4f6599bdf6444147b6bdfc123db8dbfe22cd674eea60a6497c14

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.542979Z digest=sha256:79a5b609a03dd603c01526afa0439d05cca2e0a2530d41c4f7f8c5f951173daa

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=sha256:49c31b06ea6def35d606f98affe51c006de7943d33356ca4ef872bd4af225420

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.551342Z digest=sha256:f037ce14390de5a7c4d30e5c860fb35508760c201a2cabcbd329992d8f9ad223

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.555377Z digest=sha256:7c6bce1c7998ecd8ea88e25854c19ef6d4c693849ec94b935577803d48d5aec2

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=sha256:0821fa0e971599bc2565038e9b40766eda4dd502dd66dd136413c7da703ff8ff

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.563398Z digest=sha256:917f471b0dbab3432e833cfa716d86f4f66f62d61e5704ecd8bf00a6055c9b2d

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.567855Z digest=sha256:26960011e59bd1db038b6bee782f44ec7f53210986e9562694ae0dbea7057b5c

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:abea9acce85415e2e88952f82b8e9c379ff54c1b1dc89f330ab9d7fff3ee31a5

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.576655Z digest=sha256:ee8840ddd36113cf90ef44d3b87777a33cd5b14dc4c23a2284924f4d58adff89

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.580939Z digest=sha256:40535e224ff9d3fe014d4792242019a27e5329976130a4bb2b156c9e4aaae562

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.585258Z digest=sha256:54f93a2668d05aeff443ec17d3aefed0850d9a361740b6898953d0ad84a479bf

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.589513Z digest=sha256:22927db7e929df22753241283cfbf10a97a5f1ace89ca43f1dddc2b6e6823d80

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=sha256:3faf63123908ab75e93e66d0a42684846388de960900f0365e0630d655725352

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.597900Z digest=sha256:7463570feaf252fcbcf7d7806d3dcc8db92c48c7e1bddc3b0abd41c28b90d562

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=sha256:23a04df7eed0e76fadfd25e0a7e93a63d4edeb38b4fcd03160c1bbc49d0362d4

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:ce3b1927e5670d42d61ecb446579c0b96e6494019324e0cdacb40a1d51534725

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.611483Z digest=sha256:bae8648f20c8a0a936dd2c9d2f5cdd0c0ad37b5431c1408a63c10d349234c42a

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 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-07T05:36:21.615772Z digest=sha256:a4796056400b78ce765e242f1999dda9ec710508656fff41e7b3156080633c87

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T01:20:57.490329Z digest=sha256:be2dee8ad47568c4217059c7dcfe5ed8bc73fe9acbb4ad011ac986191e308f6c

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-25T20:39:21.354834Z digest=sha256:fceff61e5e48ee6606709feb990327b59a051c83e6ef2e06cbb1162ce24460eb