Paper Citation Record · LEDGER

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs

As of 11 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 3 inbound Pith citation observations for arXiv:2501.05884.

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

pith.paper-citation-record.v1
2501.05884 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:11:43.604791Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:55:47.952638Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:53:16.138644Z

Reference resolution

51 of 51 outbound references displayed

verified exact0
verified fuzzy20
unresolved31
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1ef59cbb-19cf-4fa8-8a33-afce7dd858ff · outbound

This paper cites GPT-4 Technical Report.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs GPT-4 Technical Report

Reference 1

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Source-reported events for the cited work

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Observation e8d9590f-a5dc-4eb1-b9ab-db618f84aee6 · outbound

This paper cites Automatic compo- sition techniques for video production.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Automatic compo- sition techniques for video production

Reference 2

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Source-reported events for the cited work

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Observation 7bafc4f3-2248-4f1c-bf2d-0422e962dbd6 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Flamingo: a visual language model for few-shot learning

Reference 3

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Source-reported events for the cited work

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Observation da08f5a4-d4f5-4e88-a3bb-450529e29c6a · outbound

This paper cites Automatic editing of footage from multi- ple social cameras.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Automatic editing of footage from multi- ple social cameras

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c599bf2b-25a6-4bb0-8ae0-d1d5527a9d3b · outbound

This paper cites The anatomy of video editing: A dataset and benchmark suite for ai-assisted video editing.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs The anatomy of video editing: A dataset and benchmark suite for ai-assisted video editing

Reference 5

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Source-reported events for the cited work

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Observation c255b114-0ebe-4de1-9032-4414eeee0ead · outbound

This paper cites Qwen Technical Report.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Qwen Technical Report

Reference 6

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Source-reported events for the cited work

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Observation d759664b-1851-4df2-8d40-987f3a4e7c5d · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Meteor: An automatic metric for mt evaluation with improved correlation with hu- man judgments

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f443ae9-1d0c-4250-9b85-1b1b3bf6ce4b · outbound

This paper cites InternLM2 Technical Report.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs InternLM2 Technical Report

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 089054f9-eded-455b-b4cb-89d509ba8427 · outbound

This paper cites Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Internvl: Scaling up vision foundation mod- els and aligning for generic visual-linguistic tasks

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:50.314749Z

Source-reported events for the cited work

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Observation 208d3cbf-e6d5-468c-9f20-451b2971b825 · outbound

This paper cites Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:41.974749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 853e0aa9-3949-4a08-8d69-08c27e9260e6 · outbound

This paper cites A video retrieval and se- quencing system.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs A video retrieval and se- quencing system

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:50.031370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 06a03372-1428-46c4-b7c5-4d2a7b54d5bb · outbound

This paper cites InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model

Reference 12

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Source-reported events for the cited work

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Observation 5746b209-7f32-421f-994d-b229879251c0 · outbound

This paper cites Slowfast networks for video recognition.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Slowfast networks for video recognition

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c9ee0e4-a239-41b4-8a4d-371a50d25083 · outbound

This paper cites Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a44f93b-4ac3-4fb0-a08d-52468befb4f3 · outbound

This paper cites LITA: Language Instructed Temporal-Localization Assistant.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs LITA: Language Instructed Temporal-Localization Assistant

Reference 15

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Source-reported events for the cited work

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Observation 7d94592c-7175-4fa4-801d-a5db8850843c · outbound

This paper cites B-script: Transcript-based b- roll video editing with recommendations.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs B-script: Transcript-based b- roll video editing with recommendations

Reference 16

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Source-reported events for the cited work

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Observation d890f49d-2825-480d-b7c6-70095f624f50 · outbound

This paper cites Mistral 7B.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Mistral 7B

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T21:11:42.266610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 059148e2-6031-4b0c-bc83-244e0f7e2fcd · outbound

This paper cites Chunkyedit: Text-first video interview editing via chunking.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Chunkyedit: Text-first video interview editing via chunking

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:49.576364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8cd4bcc0-63d0-40eb-bad9-8cac88c9a874 · outbound

This paper cites Computational video editing for dialogue-driven scenes.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Computational video editing for dialogue-driven scenes

Reference 19

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Source-reported events for the cited work

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Observation 6eeb1c1e-3b03-41d6-9be3-71d31f15a380 · outbound

This paper cites Llava-next: Tack- ling multi-image, video, and 3d in large multimodal models,.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Llava-next: Tack- ling multi-image, video, and 3d in large multimodal models,

Reference 20

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Source-reported events for the cited work

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Observation 498b4893-3921-4e28-880d-c47ec4f430be · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 21

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Source-reported events for the cited work

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Observation 1b58b57d-cdaa-47b7-969d-fcfee4a0f4d9 · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 22

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Observation 727e52ea-efb0-4812-98a9-6999c0d20fdc · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Rouge: A package for automatic evaluation of summaries

Reference 23

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Observation b898a39e-13c7-4cec-abab-0f50348c5fa9 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 24

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Source-reported events for the cited work

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Observation 96de7618-1e4f-4548-9661-cf37a7f3cb4a · outbound

This paper cites Visual instruction tuning.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Visual instruction tuning

Reference 25

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Source-reported events for the cited work

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Observation 15d7e393-627f-4ddb-a0f1-1164b426fc0d · outbound

This paper cites Decoupled Weight Decay Regularization.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Decoupled Weight Decay Regularization

Reference 26

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Source-reported events for the cited work

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Observation d96706d9-c741-4f5f-8162-e5c890f6e44f · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 27

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Observation 8893fbe4-de43-400e-b3e2-bd7511f87085 · outbound

This paper cites Valley: Video Assistant with Large Language model Enhanced abilitY.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Valley: Video Assistant with Large Language model Enhanced abilitY

Reference 28

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Observation 89758d2e-baae-449b-bb4b-b99d2ff77202 · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 29

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Observation 677cd09f-62e4-4d93-86f2-881f51f640b7 · outbound

This paper cites VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding

Reference 30

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Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Bleu: a method for automatic evaluation of machine translation

Reference 31

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This paper cites Learning transferable visual models from natural language supervi- sion.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Learning transferable visual models from natural language supervi- sion

Reference 32

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This paper cites Emscore: Evaluating video captioning via coarse-grained and fine-grained embed- ding matching.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Emscore: Evaluating video captioning via coarse-grained and fine-grained embed- ding matching

Reference 33

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Observation 6b269b59-b155-4c60-94a6-5c7bfa6043ee · outbound

This paper cites Moviechat: From dense token to sparse memory for long video understanding.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Moviechat: From dense token to sparse memory for long video understanding

Reference 34

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This paper cites Transnet v2: An effective deep network architecture for fast shot transition detection.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Transnet v2: An effective deep network architecture for fast shot transition detection

Reference 35

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Observation 3617100a-a5dd-4470-8bd8-4e514af46c5f · outbound

This paper cites EVA-CLIP: Improved Training Techniques for CLIP at Scale.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs EVA-CLIP: Improved Training Techniques for CLIP at Scale

Reference 36

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This paper cites Internlm: A multilingual language model with progressively enhanced capabilities, 2023.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Internlm: A multilingual language model with progressively enhanced capabilities, 2023

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:48.004750Z

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Observation bd0a5bbe-5dd6-47b6-ade7-a4c6a767b80e · outbound

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Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Quickcut: An interactive tool for editing nar- rated video

Reference 38

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This paper cites Cider: Consensus-based image description evalua- tion.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Cider: Consensus-based image description evalua- tion

Reference 39

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This paper cites Write-a-video: computational video montage from themed text.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Write-a-video: computational video montage from themed text

Reference 40

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Observation 237f9a83-513c-4f34-8631-9ee49d10f275 · outbound

This paper cites InternVideo2: Scaling Foundation Models for Multimodal Video Understanding.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs InternVideo2: Scaling Foundation Models for Multimodal Video Understanding

Reference 41

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This paper cites Transcript to video: Efficient clip sequencing from texts.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Transcript to video: Efficient clip sequencing from texts

Reference 42

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Observation eed9aaa0-a14e-4ab8-910a-49e95b0dda84 · outbound

This paper cites Qwen2 Technical Report.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Qwen2 Technical Report

Reference 43

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This paper cites Synchronized Video Storytelling: Generating Video Narrations with Structured Storyline.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Synchronized Video Storytelling: Generating Video Narrations with Structured Storyline

Reference 44

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This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 45

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Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Sigmoid loss for language image pre-training

Reference 46

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Observation ba32da1a-03e9-47a8-ade7-c1f6c7f396d5 · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 47

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Source-reported events for the cited work

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Observation e4b8ac7c-b76f-4cd1-aaea-ca08e083fe13 · outbound

This paper cites InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition

Reference 48

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Source-reported events for the cited work

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Observation c46444b1-690a-4b9e-b4e8-d731a12a85a8 · outbound

This paper cites Llava- next: A strong zero-shot video understanding model, 2024.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs Llava- next: A strong zero-shot video understanding model, 2024

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:47.094857Z

Source-reported events for the cited work

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Observation 26b32438-c7da-4ca9-99ad-25ce653d2e15 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 50

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Source-reported events for the cited work

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Observation 96c5407a-953f-4924-8b49-ea07a4cc202f · outbound

This paper cites voice_over_track.

Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs voice_over_track

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:11:46.934921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 918d5ffd-be6e-4cff-b8e5-889155676255 · inbound

Region-Aware Multimodal Large Language Model via SlowFast Tokenization and Pseudo-Mask Guidance for 3D CT Report Generation cites this paper.

Region-Aware Multimodal Large Language Model via SlowFast Tokenization and Pseudo-Mask Guidance for 3D CT Report Generation Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T21:55:47.952638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bf8dae2-f173-4cda-a356-df17af850545 · inbound

MCSC-Bench: Multimodal Context-to-Script Creation for Realistic Video Production cites this paper.

MCSC-Bench: Multimodal Context-to-Script Creation for Realistic Video Production Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:13:29.970104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9e84cef2-21f2-4502-9311-cbef42c81319 · inbound

KGEdit: Ambiguity-Aware Knowledge Graphs for Training-Free Precise Video Generation and Editing cites this paper.

KGEdit: Ambiguity-Aware Knowledge Graphs for Training-Free Precise Video Generation and Editing Text-to-Edit: Controllable End-to-End Video Ad Creation via Multimodal LLMs

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:16.140099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.