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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 2026-08-08T06:32:00.761636+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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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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

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:25.340012Z digest=sha256:d3a3c6f55720a1ab08add7375b701c44a05c98d241af216e616fafa5e9fb11ab

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

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:25.500056Z digest=sha256:800b15076e329fa50acbc967c5161918ddd2d834eb52bb3aad857b3e5a4f6101

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:25.596898Z digest=sha256:4edcfa141c868a59ad7a0d5610ca81575ba67b93c1b1e7d9ca04f9eea563deed

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.673883Z digest=sha256:0d27e83db59716be4cae924ace1f9f35f49c1496ec589271bcc9ee33eafb8ba3

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:25.735796Z digest=sha256:9f751b5841a3adf1b028da4487ed2e88dbed84c528447a8d0a0ab6cbba4f9f2c

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

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source=pdf_text observed=2026-08-06T19:16:25.817758Z digest=sha256:92be584b64dc22efa672edc42161424cb55622d58a81d360e1201451746130de

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

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source=pdf_text observed=2026-08-06T19:16:25.906461Z digest=sha256:7d3238e2d353a27469daa2626685c564f91fe4f067e490c89ca4c1d23548f841

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

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source=pdf_text observed=2026-08-06T19:16:25.987066Z digest=sha256:45bd748dac4c63e8f0ed7d81a1ccc0313b11d92300e2877ae98ce7675741f1b7

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.082165Z digest=sha256:2175ea989d217e0b548f02463bcf9e6187b37cc8ac312a43fa8499fafd022b77

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.174873Z digest=sha256:e6ce7ace6d847f71c0b4e8a9c1354aecc5e4f8467c40e54fc1a05b3d971b36a5

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.263924Z digest=sha256:8c69db73306b3690f24f1294ec59211208de1b4ba9b44473eb3f4280cb586dee

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.354455Z digest=sha256:e2e7bf78b590c8f672b9b0b718f4eb9de4b722aeb453e53a4d9ff14b6edbae56

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:26.440798Z digest=sha256:766a00c08b3832c2cbcb1cfb3e123b4ec3e7744eceb06a24b967ca72d710f71f

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.504571Z digest=sha256:7b99ba6d9ae28f1ecda907bd1312e1f21336ebe98899e319d88f7f95877b27da

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.506875Z digest=sha256:d14f10174b7d75f96197cd7baef052c432d2ea3585c3e0172990fe3aca250db8

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.591016Z digest=sha256:f5c78cb54327aefb7099412eeade8cc4fa4aee1fd45c6fe32d520ab026754afa

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.797955Z digest=sha256:04e19f5680f29efbeb778c2fa089b1efff815615bfb0f828d7b8b8e54cf36e70

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:26.937748Z digest=sha256:8d6c305b48be8da2782e9e11a94281b4fbb285a71be82762f791666c6bbece61

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:27.038306Z digest=sha256:22bd023c6a6b80bb199e26fac004f846fd4de2ab657c7ef8c992278dab71476e

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.129903Z digest=sha256:9fa6752ecd2ed410597c3b23b1b6eed7b95e213957a525f978185b01354e621d

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:27.265067Z digest=sha256:748b7805fdf4df664421c902eb0f12be2925282f6e704df19d3d3cdae9c1640f

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:27.337137Z digest=sha256:f4c667e735378f6727d66220f0d2747f6c6949d24f97f79ce68dfdd55afed4fd

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

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.414832Z digest=sha256:3361dd65473423f42050b88cf1bac237bb315ad336b91ca74da84518409781fe

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

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source=pdf_text observed=2026-08-06T19:16:27.535919Z digest=sha256:bd2f319417efc7aaf2ca58f69e660c2ae8ce5ecbb81860d23ed04ae5a5478925

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

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source=pdf_text observed=2026-08-06T19:16:27.620334Z digest=sha256:de9a64f6c18e77ff450ecd74ea4f2ceabbefc58b06041bf71a0aa44fee3088bf

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:27.723320Z digest=sha256:861d78cfb943acfd7a9b6dc534c98795e69372624e6fcf28c30416664aa6974b

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.831023Z digest=sha256:6a6a65464f3ad0393dac91fd6e82f9dde1272bb060e2f7699635ad32ea43a6b5

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:27.941624Z digest=sha256:208012f614b358c6bf7639c8fa35cd54dd3557f1be1215b60172525c2d8a9d38

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.056780Z digest=sha256:6e31766416b182b65fbeccb8e660b6d84f3d6275529fc29fea4047e5b983502e

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.136172Z digest=sha256:375b2d690aae4ffe5fda190ae4d5304b7ff5c8197365ad834315876c41420618

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

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source=pdf_text observed=2026-08-06T19:16:28.181923Z digest=sha256:727b5e11c8c49975c093446b3763f232f06fbcb8fd932b11f7239504ee9d76f4

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

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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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.185229Z digest=sha256:88bd687e0242ad6eb1d3b2e4445941fa1a7107dcb3f23a5f77fc67418baa628b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.191132Z digest=sha256:d7a32642a2b987779ff89bf6260837f406fdc88b75db8aa524acadbb0c545cf2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.193433Z digest=sha256:6debe185c32e159b5da3ea341d70518f2281668f4012aba408a4c9161d2c9b5d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.196016Z digest=sha256:dd4c053a7641e8609c71da418d73251eb8cc8adaa9d7268ed9e15880bbe84a6d

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:db366ce3531094e514c53d0cb86b2a3d8c5b699c7667cfc436a883dec00f9026

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.202488Z digest=sha256:7d6070d93e6415962e0cf3055bd4cf0a208cd8bfd55e909ab9959f52bf55305e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.205281Z digest=sha256:ef6aa7a72d7c62756eb524590d1e04d4ccbce96f68c16b0710058650322b9de8

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:b93394823b7d97e22bc94fd4d9493b0f3d20813fd021b5f51ce2df4d94f67d3c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.210797Z digest=sha256:0e471654b162a2d033293e9832a4f9a287174384449d0d2de464af54f4befa35

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T19:16:28.213522Z digest=sha256:e636c6c84124342deb7770d153a6df9b37a1498a03ad287563d6dcd3258baf4e

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=sha256:21b3c49698800543696330746d1f0b0be9272b50743b2e5fd3ad7f12ca18499a

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=sha256:9a49fea941d34fb6240cb06a314ac084bcc6a41a4e1fbf3eee13ad122767d454

Pith citing papers

No inbound Pith citation observations are available.