Pith. sign in

Paper Citation Record · LEDGER

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding

As of 9 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2608.04676.

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

pith.paper-citation-record.v1
2608.04676 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:16:28.215749Z

measured 45 of 45 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 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

45 of 45 outbound references displayed

  • verified exact4
  • verified fuzzy25
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2be2d6c-d7d2-404d-9540-e7edff2f0449 · outbound

This paper cites Surgical data science for next-generation interventions,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgical data science for next-generation interventions,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.755157Z

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=2026-08-06T19:16:25.213092Z digest=sha256:1d9f447789092d35226f347037e0842b7281af2d360f24423be60f323b344ea5

Observation 7545cd78-8138-4c02-bcdd-4d06f27ac506 · outbound

This paper cites Endonet: a deep architecture for recognition tasks on laparoscopic videos,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Endonet: a deep architecture for recognition tasks on laparoscopic videos,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.748142Z

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=2026-08-06T19:16:25.340012Z digest=sha256:fa57f0b65e92b0fb5e51efeb147ae874d78feeb2e62d1ef1df65c6fd697ab1f0

Observation 34d8358b-ff26-48b5-99a3-0b761d0e8e69 · outbound

This paper cites Tecno: Surgical phase recognition with multi-stage temporal convolutional networks,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Tecno: Surgical phase recognition with multi-stage temporal convolutional networks,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.740863Z

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=2026-08-06T19:16:25.413795Z digest=sha256:c55223d80cb05fbdd5ada695441647975db6e04e5b328704cece1fd24d608778

Observation 4bcd1036-cd5b-4497-90c0-de491d1f4751 · outbound

This paper cites Video-based surgical skill assessment using 3d convolutional neural networks,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-based surgical skill assessment using 3d convolutional neural networks,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.734102Z

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=2026-08-06T19:16:25.500056Z digest=sha256:d8173086df9dca580ebaa5b62a89738d64e8d4163debbd3a0b0f5e9b5d91135b

Observation e9b20194-0d7c-422f-bfa3-ffda191bbed4 · outbound

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

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CholecTriplet2021: A benchmark challenge for surgical action triplet recognition,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.727323Z

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=2026-08-06T19:16:25.596898Z digest=sha256:72713579535a6346ad210bcbcb36f5013fcb3d448a84d88da9e2c411702deb2c

Observation e38d567c-3cda-48ff-ad78-710b39afe4f8 · outbound

This paper cites Video-chatgpt: Towards detailed video understanding via large vision and language models,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-chatgpt: Towards detailed video understanding via large vision and language models,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:25.673883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.673883Z digest=sha256:a0ae34ccc8bf13d7dde9c3f6bc84fd2c6c0413831959ec97d855fcfae72c0dd4

Observation dccb5b83-a69b-4fd6-9169-ba64bda48ed0 · outbound

This paper cites Video-llama: An instruction-tuned audio- visual language model for video understanding,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Video-llama: An instruction-tuned audio- visual language model for video understanding,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.716805Z

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=2026-08-06T19:16:25.735796Z digest=sha256:295bb437f1e78af8f2b5badbd25faf39983a9673554cc46e84c27597453513ad

Observation 52df1f1f-d3bb-4de4-a904-d81aeb361ad1 · outbound

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

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:25.817758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.817758Z digest=sha256:3ddf1e5a0226555cc2c70a67d27e679ccdf92039c2867de7ab047fc3f4b5bef9

Observation ce833c7e-a201-4594-9eb8-9a9393cc7180 · outbound

This paper cites The Llama 3 Herd of Models.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding The Llama 3 Herd of Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:25.906461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.906461Z digest=sha256:2990f03d30404f5129880b75df2e5d71db2edd23c2aabfa3f1b66c65a9bc61b6

Observation 86ace567-1834-4723-bbac-37c8e287b10a · outbound

This paper cites Qwen3 Technical Report.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3 Technical Report

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:25.987066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.987066Z digest=sha256:61e4bbeb2d0c15548ff641c0da970811ec6cda72d9b7ba3c17d258f74965e9c6

Observation 55965cee-6a75-4819-8797-15e394289e62 · outbound

This paper cites CLIP4Clip: An empirical study of clip for end to end video clip retrieval and captioning,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CLIP4Clip: An empirical study of clip for end to end video clip retrieval and captioning,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.710596Z

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=2026-08-06T19:16:26.082165Z digest=sha256:8728ad416b9ea92b8ed889ac32166077d468b01f5d409cad09c87ac32306dd37

Observation f364efd4-dcda-48d1-8052-9d3a7cf9da90 · outbound

This paper cites Videoclip: Contrastive pre-training for zero-shot video- text understanding,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Videoclip: Contrastive pre-training for zero-shot video- text understanding,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.703886Z

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=2026-08-06T19:16:26.174873Z digest=sha256:85081ee850111c8d6e1496b57075bdf7159f356106b0b527c5f602fa6c5c55e5

Observation 678e7b22-dbdc-460f-8151-0502bae81eb3 · outbound

This paper cites Learning multi-modal representations by watching hundreds of surgical video lectures,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Learning multi-modal representations by watching hundreds of surgical video lectures,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.697979Z

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=2026-08-06T19:16:26.263924Z digest=sha256:02d04a15237a7bf32340401695259519b5abfc96786bce983cc4019c7a5a052f

Observation a5add67c-aa92-4f90-b6b1-92399f7b439c · outbound

This paper cites Vlog: Video-language models by generative retrieval of narration vocabulary,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Vlog: Video-language models by generative retrieval of narration vocabulary,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.691703Z

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=2026-08-06T19:16:26.354455Z digest=sha256:4cf553d7a5ddbbb2eb42e56dfc60002873ed913892485c82627df2e48c618a89

Observation 83c22e0a-81b8-4341-9a7e-9e8bcc2eafb4 · outbound

This paper cites Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3-VL-Embedding and Qwen3-VL-Reranker: A Unified Framework for State-of-the-Art Multimodal Retrieval and Ranking

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:26.440798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:26.440798Z digest=sha256:8627cedde7c21a04a2c9d0e8c7044707c0779ed4f784fd16b4e6871282fc2cb7

Observation e6c5cad7-8718-40ae-b23f-c71074574ddf · outbound

This paper cites Hecvl: Hierarchical video-language pretraining for zero-shot surgical phase recognition,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Hecvl: Hierarchical video-language pretraining for zero-shot surgical phase recognition,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.685821Z

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=2026-08-06T19:16:26.504571Z digest=sha256:8e47d44bb9bbfaabe577c2c786a0f3d072c10f5686303264aba8fb0f05126ba5

Observation 30338680-b9a3-40d9-afa3-4e1b04ab7f25 · outbound

This paper cites VidLPRO: A video- language pre-training framework for robotic and laparoscopic surgery,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding VidLPRO: A video- language pre-training framework for robotic and laparoscopic surgery,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.679173Z

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=2026-08-06T19:16:26.506875Z digest=sha256:f5a095aea84a74c8ebd3f3da4abb4ea6a68091ae349d243f291715d0a8ec5e05

Observation f241a707-0f1d-4b9d-9872-464bee5cd332 · outbound

This paper cites Ophclip: Hierarchical retrieval-augmented learning for ophthalmic surgical video-language pretraining,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Ophclip: Hierarchical retrieval-augmented learning for ophthalmic surgical video-language pretraining,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.672963Z

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=2026-08-06T19:16:26.591016Z digest=sha256:dcd383ef6cf6304eef6d97cca8efa55f267437931de339688f81e66096231698

Observation b0841ad2-a419-4b53-b770-5e06c230fb1f · outbound

This paper cites Procedure-aware surgical video-language pretraining with hierarchical knowledge aug- mentation,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Procedure-aware surgical video-language pretraining with hierarchical knowledge aug- mentation,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.666604Z

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=2026-08-06T19:16:26.797955Z digest=sha256:646c1f2b3aa3080e734714bb074abc696954b1bd4f3c3b4bf1b8d994d36885d0

Observation cc429aa6-3d98-4253-925e-74242c1fe57c · outbound

This paper cites CliPPER: Contextual video-language pretraining on long-form intraoperative surgical proce- dures for event recognition,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CliPPER: Contextual video-language pretraining on long-form intraoperative surgical proce- dures for event recognition,

Reference 20

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:16:28.556184Z

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=2026-08-06T19:16:26.937748Z digest=sha256:b15ca7f7bc1a02ae14c4bc2d69f99dc4644f9ad0d25028fc79cc9d345b09b980

Observation b8139039-f99a-4380-bff2-cec957b4f141 · outbound

This paper cites SurgicalGPT: end- to-end language-vision gpt for visual question answering in surgery,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgicalGPT: end- to-end language-vision gpt for visual question answering in surgery,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.660351Z

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=2026-08-06T19:16:27.038306Z digest=sha256:0128d0198894cf632be75d4ff4a4b5c5ba4f5b43ab8301cb372d15e286ade89a

Observation e4fb52d0-fdf1-4ebc-a638-fdb81087c740 · outbound

This paper cites GP-VLS: A general-purpose vision language model for surgery.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding GP-VLS: A general-purpose vision language model for surgery

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:27.129903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.129903Z digest=sha256:94a2880c06f2bfbd9a407997c379f60fc5f5f930d61ac0bb3c170b97e41216d8

Observation bd189acf-cf1d-4fdb-ab37-cc9b89e35f58 · outbound

This paper cites Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Memory-Augmented Multimodal LLMs for Surgical VQA via Self-Contained Inquiry

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-06T19:16:28.475802Z

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=2026-08-06T19:16:27.265067Z digest=sha256:81a6ccf85ac387817a308920ddd66ebcfc2d12aefba54547181d7deb827ac017

Observation 25cad293-13f7-4f4a-929a-d4e4fedb56c3 · outbound

This paper cites EndoChat: Grounded multimodal large language model for endoscopic surgery,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding EndoChat: Grounded multimodal large language model for endoscopic surgery,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.653506Z

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=2026-08-06T19:16:27.337137Z digest=sha256:a392ddd939ff8e8cf5c1527c8b04612e50197e90df3e67b53ee34eb311ece33b

Observation 97e91f6d-a28e-40df-940a-9e7de7b00205 · outbound

This paper cites Surgical-LVLM: Learning to Adapt Large Vision-Language Model for Grounded Visual Question Answering in Robotic Surgery.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgical-LVLM: Learning to Adapt Large Vision-Language Model for Grounded Visual Question Answering in Robotic Surgery

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:27.414832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.414832Z digest=sha256:8131705979014371085626af62753fe7212ef74f598187146a5a92bbbda00522

Observation 68526609-2a4f-4096-95e0-a7b957c3d626 · outbound

This paper cites Surgvidlm: Towards multi-grained surgical video under- standing with large language model,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgvidlm: Towards multi-grained surgical video under- standing with large language model,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:27.535919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.535919Z digest=sha256:f9366922628647b1c2c01a7505bfa6cdd501ab98333f197c80238f009ccb0870

Observation 4b4d878f-5b6e-40f6-9069-78358e2fbd1e · outbound

This paper cites SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgVLM: A Large Vision-Language Model and Systematic Evaluation Benchmark for Surgical Intelligence

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:27.620334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.620334Z digest=sha256:520b0d415e69d447fd92545df869fb0b2eae9b3ef1cd70f20244a78e14e70dc1

Observation f7204c1d-c779-4cc2-ba9c-a5cf20e0314b · outbound

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

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surgpub-video: A comprehensive surgical video framework for enhanced surgical intelligence in vision-language model,

Reference 28

Resolution
verified exact
doi, observed 2026-08-06T19:16:28.239550Z

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=2026-08-06T19:16:27.723320Z digest=sha256:cc3dc0d68543d680cae3ebc6a9b6b2b0890250bb599ba9df295c26c5c6d3feb1

Observation cd8fd1d4-7706-4e4f-a773-c260d65f8dee · outbound

This paper cites Sureon: A benchmark and vision-language-model for surgical reasoning,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Sureon: A benchmark and vision-language-model for surgical reasoning,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:27.831023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.831023Z digest=sha256:eb0caab31533eb945fb4fdadd725d60685628935bbba5d91b89157a125de4e1b

Observation 136d9212-341b-42ae-b7e9-e6d1426ddd5f · outbound

This paper cites Surg-r1: A hierarchical reasoning foundation model for scalable and interpretable surgical decision support with multi-center clinical validation,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Surg-r1: A hierarchical reasoning foundation model for scalable and interpretable surgical decision support with multi-center clinical validation,

Reference 30

Resolution
verified exact
raw_fallback, observed 2026-08-06T19:16:28.347473Z

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=2026-08-06T19:16:27.941624Z digest=sha256:b42de338146672d109340b20c5649429d37d760e008083b2d121acebfcfd94d4

Observation 717923d7-f2fd-49db-bd05-ee8ae58b03c5 · outbound

This paper cites SurgLaVi: Large-scale hierarchical dataset for surgical vision- language representation learning,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SurgLaVi: Large-scale hierarchical dataset for surgical vision- language representation learning,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.646970Z

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=2026-08-06T19:16:28.056780Z digest=sha256:45e63d6c589f00a5375baf3d4cd9cb546140276467cdde343041fe93d08ec9d1

Observation 64f43822-adb9-414e-b736-cf31fc894656 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Representation Learning with Contrastive Predictive Coding

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:28.136172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.136172Z digest=sha256:4becaae2f4d7bd2670bc6bcfa676729a46868fc7a24628dc81a6afe53ad4089c

Observation 67698e45-8dc5-44e4-973a-7a4c64569730 · outbound

This paper cites Qwen3-VL Technical Report.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Qwen3-VL Technical Report

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:28.181923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.181923Z digest=sha256:26274da7405f33dd67ddf631bfc0301f75ad707531e71130b829681c0ab9a0be

Observation 93967ebe-14a0-4614-8b5a-0ed0f80be464 · outbound

This paper cites Autolaparo: A new dataset of integrated multi-tasks for image-guided surgical automation in laparoscopic hysterectomy,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Autolaparo: A new dataset of integrated multi-tasks for image-guided surgical automation in laparoscopic hysterectomy,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.639969Z

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=2026-08-06T19:16:28.185229Z digest=sha256:ad403f535c4f75d68a69ce8c6571b0509d6da3ab58d235105e9e10a9ba95258b

Observation b1e46ec6-ce0e-4deb-8194-09af8456b6d3 · outbound

This paper cites Challenges in multi-centric generalization: phase and step recognition in roux-en-y gastric bypass surgery,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Challenges in multi-centric generalization: phase and step recognition in roux-en-y gastric bypass surgery,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.632595Z

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=2026-08-06T19:16:28.191132Z digest=sha256:342431d36eddcb457f4fd969b442aa7bdf75ab9e4accd10923bedcfc77a9cd11

Observation b79c36b0-48c3-4a08-9932-71a9f342d03b · outbound

This paper cites Comparative validation of machine learning al- gorithms for surgical workflow and skill analysis with the heichole benchmark,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Comparative validation of machine learning al- gorithms for surgical workflow and skill analysis with the heichole benchmark,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.626158Z

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=2026-08-06T19:16:28.193433Z digest=sha256:8163526d6479439272510f5b7d0e0f7e4af950ba9071fd929db06d5d7f3cd093

Observation ff984555-5f78-400d-a0d0-7e9e5c778893 · outbound

This paper cites Pixel-wise recognition for holistic surgical scene understanding,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Pixel-wise recognition for holistic surgical scene understanding,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.619111Z

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=2026-08-06T19:16:28.196016Z digest=sha256:c0eccd8a90b080a84f425d9cafb998a3c0641c9f18bd48de3f82925df44005a3

Observation 6ca237a7-78f1-44cf-87e6-c3b3f1f344f6 · outbound

This paper cites SAR-RARP50: Segmentation of surgical instrumentation and Action Recognition on Robot-Assisted Radical Prostatectomy Challenge.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding SAR-RARP50: Segmentation of surgical instrumentation and Action Recognition on Robot-Assisted Radical Prostatectomy Challenge

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:28.199513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.199513Z digest=sha256:cb82bd3c4732c5bc6a467d088ac6046ca7a7ad526fb88432cfc2cf1f70843ca7

Observation 27cdd0c9-01f6-4873-9ec9-7783751a0f4c · outbound

This paper cites Rendezvous: Attention mechanisms for the recogni- tion of surgical action triplets in endoscopic videos,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Rendezvous: Attention mechanisms for the recogni- tion of surgical action triplets in endoscopic videos,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.612150Z

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=2026-08-06T19:16:28.202488Z digest=sha256:cb2314b541667930e2de3cb83e8ae07bda5d7e7c18775cc4f0b21c4d34f0586a

Observation 46544c62-d490-4df8-884a-4f613dd23d3b · outbound

This paper cites CIDEr: Consensus-based image description evaluation,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding CIDEr: Consensus-based image description evaluation,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.605647Z

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=2026-08-06T19:16:28.205281Z digest=sha256:02b2e4117b94c2aeedd4c6681993a4fe81a61c7d15d12e259e3eeb22e93a5f49

Observation d4c3ef60-b9a1-4573-9b85-b53e87324f25 · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Sentence-bert: Sentence embeddings using siamese bert-networks,

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:28.207980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.207980Z digest=sha256:67aa3dcbec56acb8be21fb68077ae184f275c7b89c0ed763f427afc7407b7e67

Observation 937cf28d-4ff9-4f05-b553-b478803defb8 · outbound

This paper cites LoRA: Low-rank adaptation of large language models,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding LoRA: Low-rank adaptation of large language models,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.594685Z

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=2026-08-06T19:16:28.210797Z digest=sha256:a3bd7fcd9f671984791a9822207f209f9da7bc8580ed8b2962ff57dcf29bff79

Observation 44fe6688-14bf-4106-b5b3-fb87ab1e301e · outbound

This paper cites Learning transferable visual models from natural language supervision,.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Learning transferable visual models from natural language supervision,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T19:16:28.587582Z

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=2026-08-06T19:16:28.213522Z digest=sha256:63d96b874cb6a998a76b55fb2549d614fb2e07b0b841050851f83b3248bd75b0

Observation 23f2984b-7346-4bdc-92e2-3373a7839a26 · outbound

This paper cites MedGemma Technical Report.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding MedGemma Technical Report

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:28.215749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.215749Z digest=sha256:d91e71dd251f3499616b9a42c19ffa29d103fa76f4476a89e3c8c2fbce64b779

Observation c93ee9ae-d304-4127-81a1-1d8aa01e140e · outbound

This paper cites Available: http://dx.doi.org/10.1038/s41551-017-0132-7.

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding Available: http://dx.doi.org/10.1038/s41551-017-0132-7

Reference 2017

Resolution
unresolved
no resolver link, observed 2026-08-06T19:16:25.272918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.272918Z digest=sha256:66fa41d1e26d72ee5e81855424e21c95811d84e5b1217179a2144762f0469e19

Pith citing papers

No inbound Pith citation observations are available.