Paper Citation Record · LEDGER

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation

As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2607.06618.

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

pith.paper-citation-record.v1
2607.06618 v2

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:21:33.672365Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:32:22.347212Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T18:16:14.067578Z

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d86354ac-9a92-4078-ab6e-84a1f1ff52b8 · outbound

This paper cites Transforming surgical training with ai techniques for training, assessment, and evaluation: Scoping review.Journal of Medical Internet Research, 27, 2025.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Transforming surgical training with ai techniques for training, assessment, and evaluation: Scoping review.Journal of Medical Internet Research, 27, 2025

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.513472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 920c659c-f819-4e7a-b213-4768c3072e26 · outbound

This paper cites Riddle, Divya Kewalramani, Mayur Narayan, and Daniel B.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Riddle, Divya Kewalramani, Mayur Narayan, and Daniel B

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.518055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d36bcff7-b905-4b30-8803-6a682564b4b2 · outbound

This paper cites The impact of surgical simulation and training technologies on gen- eral surgery education.BMC Medical Education, 24(1):1297, Nov 2024.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation The impact of surgical simulation and training technologies on gen- eral surgery education.BMC Medical Education, 24(1):1297, Nov 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.521804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31fa633-9f8c-490b-bcf8-ffde7301471b · outbound

This paper cites The role of online videos in teaching procedural skills in postgraduate medical education: A scoping review.Journal of Surgical Education, 79(5):1295–1307, 2022.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation The role of online videos in teaching procedural skills in postgraduate medical education: A scoping review.Journal of Surgical Education, 79(5):1295–1307, 2022

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.526305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5ea86de-8433-4b83-992a-7978414c1715 · outbound

This paper cites How to develop an online video for teaching health procedural skills: Tutorial for health educators new to video production.JMIR Medical Education, 10, 2023.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation How to develop an online video for teaching health procedural skills: Tutorial for health educators new to video production.JMIR Medical Education, 10, 2023

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.530858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13081ae1-0fe5-4a6c-8f4c-6f7a1eacbed3 · outbound

This paper cites Miles, Alison Clay, W.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Miles, Alison Clay, W

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.535321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dea89931-2c6b-42d4-95ad-007a4055b343 · outbound

This paper cites an unresolved cited work.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.539552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6f5c70e-c050-4b47-a323-e6e1ed57488c · outbound

This paper cites Visual answer localization with cross-modal mutual knowledge transfer, 2022.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Visual answer localization with cross-modal mutual knowledge transfer, 2022

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.543449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0605d5e-cf6d-4977-a613-9a661ae35d3f · outbound

This paper cites Towards visual-prompt temporal answer grounding in instructional video.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12):8836–8853, 2024.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Towards visual-prompt temporal answer grounding in instructional video.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(12):8836–8853, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.547624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 786b35ca-a1aa-409c-b57c-e0a381e32547 · outbound

This paper cites Overview of the nlpcc 2023 shared task: Chinese medical instructional video question answering.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Overview of the nlpcc 2023 shared task: Chinese medical instructional video question answering

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.551614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de61f89e-7354-41e0-a8aa-3acb8443aa98 · outbound

This paper cites Overview of the nlpcc 2024 shared task 7: Multi-lingual medical instructional video question answering.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Overview of the nlpcc 2024 shared task 7: Multi-lingual medical instructional video question answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.554687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c9842a5-1546-456c-9e87-bfcfb57c7e0f · outbound

This paper cites Overview of the nlpcc 2025 shared task 4: Multi-modal, multilingual, and multi- hop medical instructional video question answering challenge.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Overview of the nlpcc 2025 shared task 4: Multi-modal, multilingual, and multi- hop medical instructional video question answering challenge

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.561873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b33aa6ae-9b0e-4e92-8026-0d9e56278a3c · outbound

This paper cites M3-med: A benchmark for multi-lingual, multi- modal, and multi-hop reasoning in medical instructional video understanding, 2025.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation M3-med: A benchmark for multi-lingual, multi- modal, and multi-hop reasoning in medical instructional video understanding, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.565247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a2400c5-c9ed-4457-ab47-2f5663211437 · outbound

This paper cites A uni- fied framework for optimizing video corpus retrieval and temporal answer ground- ing: Fine-grained modality alignment and local-global optimization.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation A uni- fied framework for optimizing video corpus retrieval and temporal answer ground- ing: Fine-grained modality alignment and local-global optimization

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.569005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44771e4f-6f22-4cc3-aa03-02cfa4e30308 · outbound

This paper cites Videocorpusmomentretrievalwithcontrastivelearning.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Videocorpusmomentretrievalwithcontrastivelearning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.572501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef9b74c2-e0df-4465-b425-232ae214b43c · outbound

This paper cites Assessing modality bias in video question answering benchmarks with multimodal large language models.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Assessing modality bias in video question answering benchmarks with multimodal large language models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.575967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6c25894-cb8e-4499-9dd5-441b439fdc7e · outbound

This paper cites Video question answering: Datasets, algorithms and challenges, 2022.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Video question answering: Datasets, algorithms and challenges, 2022

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.579515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9dcd328-f608-442d-a904-60719d6ced7d · outbound

This paper cites Tips for teaching procedural skills.BMC Medical Education, 20(2):458, Dec 2020.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Tips for teaching procedural skills.BMC Medical Education, 20(2):458, Dec 2020

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.583148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a1d10a5-7340-462f-affa-d12ae2e179c7 · outbound

This paper cites Use of videos by health care professionals for procedure support in acute cardiac care: A scoping review.Heart, Lung and Circulation, 32(2):143–155, 2023.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Use of videos by health care professionals for procedure support in acute cardiac care: A scoping review.Heart, Lung and Circulation, 32(2):143–155, 2023

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.586249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f79058b-9005-4052-a774-95ca1c5732ba · outbound

This paper cites Time- craft: navigate weakly-supervised temporal grounded video question answer- ing via bi-directional reasoning.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Time- craft: navigate weakly-supervised temporal grounded video question answer- ing via bi-directional reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.590895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38e47723-8ee9-4af9-a808-db0c5a46a151 · outbound

This paper cites Gustafson, Nicholas A.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Gustafson, Nicholas A

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.595266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f42a2d9-c7ed-425c-b2d5-8516c60b9407 · outbound

This paper cites Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.599883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9089ed8-d729-47b6-a22f-d1e282c990b2 · outbound

This paper cites TVQA+: Spatio-temporal grounding for video question answering.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation TVQA+: Spatio-temporal grounding for video question answering

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.604395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca964e5f-cb0a-402e-848c-766e47c42145 · outbound

This paper cites an unresolved cited work.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.608301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e2af2bc-294b-4b6c-8894-c8245b67de5e · outbound

This paper cites A dataset for medical in- structional video classification and question answering.Scientific Data, 10(1):158, Mar 2023.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation A dataset for medical in- structional video classification and question answering.Scientific Data, 10(1):158, Mar 2023

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.612150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 205349b6-dbbc-49db-a6b5-d98f87fdc367 · outbound

This paper cites Med- craft: Automated construction of interpretable and multi-hop video workloads via knowledge graph traversal, 2025.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Med- craft: Automated construction of interpretable and multi-hop video workloads via knowledge graph traversal, 2025

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.616464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 446466bd-e7f4-4218-bac4-9844ce32f2d6 · outbound

This paper cites Qwen3.5: Accelerating productivity with native multimodal agents, February 2026.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Qwen3.5: Accelerating productivity with native multimodal agents, February 2026

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.627416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30839044-0677-4301-927b-6de889b3363a · outbound

This paper cites Visual answer localization with cross-modal mutual knowledge transfer.

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.631298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfbb05d0-3e4e-46a2-9319-3ecadc7e3948 · outbound

This paper cites Improving multilingualtemporalansweringgroundinginsinglevideoviallm-basedtranslation and ocr enhancement.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Improving multilingualtemporalansweringgroundinginsinglevideoviallm-basedtranslation and ocr enhancement

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.635276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e054ca09-85e3-492a-ab3c-583c61cacb2e · outbound

This paper cites Improv- ing cross-modal visual answer localization in chinese medical instructional video using language prompts.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Improv- ing cross-modal visual answer localization in chinese medical instructional video using language prompts

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.638433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58c8e4a6-58ba-455d-a67c-be40375d8531 · outbound

This paper cites Overview of the nlpcc 2023 shared task:Chinesemedicalinstructionalvideoquestionanswering.

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.642033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91ba161c-c8fb-4a3b-9674-d2cb67d421db · outbound

This paper cites Hierarchical indexing with knowledge en- richment for multilingual video corpus retrieval.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Hierarchical indexing with knowledge en- richment for multilingual video corpus retrieval

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.646079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8886300-6561-4963-8e3c-5f6f06f22f99 · outbound

This paper cites Mqua: Multi-level query-video augmentation for multilingual video corpus retrieval.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Mqua: Multi-level query-video augmentation for multilingual video corpus retrieval

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.650776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcb540f4-7a06-46fd-bc01-d0fedfa413e8 · outbound

This paper cites A two-stage chinese medical video retrieval framework with llm.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation A two-stage chinese medical video retrieval framework with llm

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.655135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a5911ad-653e-41ab-b76b-a804de57416b · outbound

This paper cites Mul- tilingual temporal answer grounding in video corpus with enhanced visual-textual integration.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Mul- tilingual temporal answer grounding in video corpus with enhanced visual-textual integration

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.659963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28983947-7f18-4afc-8af4-9e8353ca4819 · outbound

This paper cites Multi-hop knowledge-enhanced query reasoning for multi-modal medical video qa.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Multi-hop knowledge-enhanced query reasoning for multi-modal medical video qa

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.668562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 085bfacb-ef7c-4fdc-8e98-0886a9657509 · outbound

This paper cites A uni- fied framework for optimizing video corpus retrieval and temporal answer ground- ing: fine-grained modality alignment and local-global optimization.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation A uni- fied framework for optimizing video corpus retrieval and temporal answer ground- ing: fine-grained modality alignment and local-global optimization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.672365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb67e973-78a2-4392-a929-010c334a3e50 · outbound

This paper cites an unresolved cited work.

Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T08:21:33.558510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ac4ce9b3-8448-4268-ae44-455a20332776 · inbound

DAEP: Difficulty-Aware Evidence Planning for Medical Video Corpus Temporal Answer Grounding cites this paper.

DAEP: Difficulty-Aware Evidence Planning for Medical Video Corpus Temporal Answer Grounding Overview of the NLPCC 2026 Shared Task 1: Difficulty-Aware Multilingual and Multimodal Medical Instructional Video Understanding Evaluation

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T14:32:22.547966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.