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Paper Citation Record · LEDGER

SurgNarrator: A Generative Retrieval Framework for Surgical Video Understanding

As of 12 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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:25.213092Z digest=sha256:d074301535bc9df074bf451a6095283878f9b5666ed9be4226e1c52f2a82dc9e

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:25.340012Z digest=sha256:22a8a275f48ffe42033242eccc5a4a38cfde173591e7376537332f788ccdf1c1

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:25.500056Z digest=sha256:037dd51766ea4c4265d1558cffb8283e8355cab5ae456539811bf127cf150726

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:25.596898Z digest=sha256:c19127cae92406812afdb53efa82d0833362ae7088add38f71f9b2d9dcec8b29

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:e07adab0c0ab2d37c7a75d2fead455ff05396a5d932265b895c972221ccb7016

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:25.735796Z digest=sha256:ae7d675111d7023ee649a8fa6d796ca1516a4c5c177f49fb04be82edfd0fd731

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:25.817758Z digest=sha256:883ee800c81a5debcbe4d048ee5c911c9f0ced88d2e892fe704d205adc1ffd27

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=sha256:4a9577b9843bc8da12bb3cc51181f03a9d0645d517f8fa166d4474748f9487ef

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:b48f4f77f3801def6a529e26f26b71a468be5527d02bcc55235d0a42dd46a2f1

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.082165Z digest=sha256:1a1ca1531e45fbbc86a734f4f884d22577df8e82ba41cc59909de18c020c2553

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.174873Z digest=sha256:fe39f98f674946b09bbc0015071ccc972c9eda0fe3972fb7a51f0fd39d5de353

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.263924Z digest=sha256:ecb6ff5fdfaf425211ce77969dc694cb2c44abd7cb1c7129d757289696fa2829

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.354455Z digest=sha256:847e4541ed4442442984623cc24e0209edf324831d2119cd219b6404722269b2

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:e692730f05f29206ebe0d1bff13b807d8d2d2c5283d61ef9182f085f4ed36c42

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
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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.504571Z digest=sha256:5cefba5b847f860f118e677d585007e20ff3ae087efaf760003bf302322605bc

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.506875Z digest=sha256:9a1e7cae9971a84fa3c64318d0fbb61f5b10f7a168b106635785257efaaf3d8f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.591016Z digest=sha256:1735996fede1b4bea52efe271e81ae92c21c45e1fc6070e5265e54ae00382a24

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.797955Z digest=sha256:35047c2ae9381843e58ce766b42c54410753acb2580756f3e04392627f626eed

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:26.937748Z digest=sha256:76d7401b446bed7c116ec83fba9d7fe21cbfa9460ba808eb9f616f87f4efefdb

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:27.038306Z digest=sha256:417ae5ef63c178a279b241e26a12addb07118bde9b1a59f2212dcb88f46c2089

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:bcdc36cd318ef9d8d5d544456e3c0346696b6f2e99ad5ab4153a1356c26a1ba0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:27.265067Z digest=sha256:e8ee9faf76a315b4e7efa7f655447ba4d33d72727285bd952ee456c2d5e5c4de

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:27.337137Z digest=sha256:c6f9da7b7086dcf6414fc0e153a6d27f8db6537e305fba7facd936b45683d765

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.414832Z digest=sha256:849e3b0050ee16a619c26bc4bac908341e899fcd7555fb2cb704f842a4296274

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.535919Z digest=sha256:d3a310e7856cb9f181bd05db85c886f04e250d152802efb47cafa522fb57a0b3

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:27.620334Z digest=sha256:33bdc5b7be03976fa7dc461521f7f4f896c5a6055cff59fc15e00dcb7628475f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:27.723320Z digest=sha256:4a9ad398ace51172b717fbbd9782b71f4630ee3334af2c196098ec0810991013

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=sha256:398fc9d7cdba776954552867cab52e29c9eb59805768129dd5911fc895c15185

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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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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:27.941624Z digest=sha256:a415aaabf3b5253cd2c6c38c888127e8a6b44d00e4b7410cd0e553708e390836

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.056780Z digest=sha256:15e142e032b25a7106f7f0e2cf3142f01a7c1624555936099757d13be7ab9fd4

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=sha256:1233adfdc7813597d3cce7eae9a549475b0103dc4d435be9b8b589bab72bee06

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:16:28.181923Z digest=sha256:a7455e2f8c9fa00ec5dd656b4333046d607049c763e4843d13317d323794779b

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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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 2026-08-12T06:34:41.77262+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.191132Z digest=sha256:88f6e078646acb6d4fd6b0ca30f5cb815bdde7c6bf719717bf57180874f68d38

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.193433Z digest=sha256:d94b2d246b2f8814836e34705c1646519db0e9224d55e6cbeb2efab33d5e21fb

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.196016Z digest=sha256:649636838753989264344e21d549422f89a10df2577f73082f0970b5cc384534

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=sha256:9146d5fcc434d92a13dbba774c0ba2db0f8550e0bc69c4d3385d93a9dde8d6e5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.202488Z digest=sha256:4e7098c2e641deecc029194eed3d1ca49799fcbfd9e75d19f751489d903d6e35

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.205281Z digest=sha256:3b61a18fe7f2caa4c1a370a9e6ccf9c1e2d377d3b883488b77e09e019b0da368

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:c85c05e0c36684478cda68717c2af7d60bd3d9fb6ca8cdf76d6a9584f36b4d46

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.210797Z digest=sha256:93afe636030790f2ee4cdcb97c2d0b2b5ef1983100359b24c0a711c1870f1b29

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-06T19:16:28.213522Z digest=sha256:3ec26ad66dd5bbad6df5fd1cb986463bd669e7ff05aa737081c6cb92aa60291f

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:ad95a088af4b7dd2f006434acc43d249df971f6dd334c84ea4089f83ce61fc58

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:c333b2db6bafceb5b64b52fcf95b559cd57aa7ceeac02445dd957597557a4791

Pith citing papers

No inbound Pith citation observations are available.