Paper Citation Record · LEDGER

CoS: Chain-of-Shot Prompting for Long Video Understanding

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 13 inbound Pith citation observations for arXiv:2502.06428.

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

pith.paper-citation-record.v1
2502.06428 v2

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T15:31:17.004986Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:42:35.322337Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T07:54:22.417988Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3cfbcff-8b4d-487f-a123-e2ae1da5721e · outbound

This paper cites Video-CCAM: Enhancing Video-Language Understanding with Causal Cross-Attention Masks for Short and Long Videos.

CoS: Chain-of-Shot Prompting for Long Video Understanding Video-CCAM: Enhancing Video-Language Understanding with Causal Cross-Attention Masks for Short and Long Videos

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.907077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219f3a82-976a-4de4-a9b6-24ae8631d8be · outbound

This paper cites Let's Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought.

CoS: Chain-of-Shot Prompting for Long Video Understanding Let's Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.918337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d5c33d3-2e3b-476c-bf38-ed8bb295810e · outbound

This paper cites An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM.

CoS: Chain-of-Shot Prompting for Long Video Understanding An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.929272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdb0e794-5148-4563-b00f-95334841fdcb · outbound

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

CoS: Chain-of-Shot Prompting for Long Video Understanding Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.935585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab614dd-274e-44cb-9262-13cb022a3a00 · outbound

This paper cites Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input.

CoS: Chain-of-Shot Prompting for Long Video Understanding Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.940927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d94be632-f5e8-4134-a3d9-aaf768b0069f · outbound

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

CoS: Chain-of-Shot Prompting for Long Video Understanding Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.945981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffb0da68-ea18-4f26-a790-2bc945b493ce · outbound

This paper cites Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation.

CoS: Chain-of-Shot Prompting for Long Video Understanding Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.951472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70421979-ef9e-42f6-a482-5d1d7dcc3c9e · outbound

This paper cites Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding.

CoS: Chain-of-Shot Prompting for Long Video Understanding Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.956964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 617c1912-08a4-43c1-bf56-54b0c49fdebe · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

CoS: Chain-of-Shot Prompting for Long Video Understanding Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.962333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd22ef6a-5f86-4416-ad29-b5ba31469af1 · outbound

This paper cites ChatVideo: A Tracklet-centric Multimodal and Versatile Video Understanding System.

CoS: Chain-of-Shot Prompting for Long Video Understanding ChatVideo: A Tracklet-centric Multimodal and Versatile Video Understanding System

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.967715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51403870-c7c4-45e1-b315-addd99359310 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

CoS: Chain-of-Shot Prompting for Long Video Understanding Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.972964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01335963-1e98-4664-9da6-dd7359c035fd · outbound

This paper cites LongVILA: Scaling Long-Context Visual Language Models for Long Videos.

CoS: Chain-of-Shot Prompting for Long Video Understanding LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.983567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14b1aa0d-bb35-4671-b001-716569e42406 · outbound

This paper cites mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality.

CoS: Chain-of-Shot Prompting for Long Video Understanding mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.989115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38a661a-07d0-4337-94fe-949196180adb · outbound

This paper cites Long Context Transfer from Language to Vision.

CoS: Chain-of-Shot Prompting for Long Video Understanding Long Context Transfer from Language to Vision

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.994358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19f72c75-8c39-4b97-9a71-529552cd72b0 · outbound

This paper cites MLVU: Benchmarking Multi-task Long Video Understanding.

CoS: Chain-of-Shot Prompting for Long Video Understanding MLVU: Benchmarking Multi-task Long Video Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.999790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a48d4f16-66ce-4796-ad69-5d90b1a28171 · outbound

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

CoS: Chain-of-Shot Prompting for Long Video Understanding MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:17.004986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2afeedc0-9db2-4457-ba4f-2a60d8bdbda1 · outbound

This paper cites PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning.

CoS: Chain-of-Shot Prompting for Long Video Understanding PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.978260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df2d0ef1-8548-4d87-b0bf-07d2d3616d7b · outbound

This paper cites Mixtral of Experts.

CoS: Chain-of-Shot Prompting for Long Video Understanding Mixtral of Experts

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.923977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 299b4d8f-4f58-4ea2-b784-d23ec64689c3 · outbound

This paper cites ShareGPT4Video: Improving Video Understanding and Generation with Better Captions.

CoS: Chain-of-Shot Prompting for Long Video Understanding ShareGPT4Video: Improving Video Understanding and Generation with Better Captions

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.900888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2d0ea23-9410-47c9-b020-8e6ac73192ec · outbound

This paper cites VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection.

CoS: Chain-of-Shot Prompting for Long Video Understanding VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-08T15:31:16.912764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3beebf5b-6499-41ad-95b5-4d720e775111 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 112

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T17:18:53.141676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation db2ab293-089b-4639-b534-f9246a05f5a8 · inbound

ViaRL: Adaptive Temporal Grounding via Visual Iterated Amplification Reinforcement Learning cites this paper.

ViaRL: Adaptive Temporal Grounding via Visual Iterated Amplification Reinforcement Learning CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:57.091933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86481275-9056-4f32-9893-441e6d675a85 · inbound

CyberV: Cybernetics for Test-time Scaling in Video Understanding cites this paper.

CyberV: Cybernetics for Test-time Scaling in Video Understanding CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:26:47.111365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2608cca2-ea4e-443e-af2f-9c56d48093d5 · inbound

ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models cites this paper.

ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T17:49:34.796119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9419f8c6-e79c-4b8a-87e9-0244b78e9076 · inbound

Uncertainty-quantified Rollout Policy Adaptation for Unlabelled Cross-domain Temporal Grounding cites this paper.

Uncertainty-quantified Rollout Policy Adaptation for Unlabelled Cross-domain Temporal Grounding CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T22:54:32.335081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fd0233-742b-426d-9870-781e792e941d · inbound

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey cites this paper.

Empowering Multimodal LLMs with External Tools: A Comprehensive Survey CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 160

Resolution: unresolved; no resolver link, observed 2026-08-05T20:28:58.207978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514acf4c-28ec-443f-9c54-f96477d49094 · inbound

AdsQA: Towards Advertisement Video Understanding cites this paper.

AdsQA: Towards Advertisement Video Understanding CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T20:20:36.731548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5985101b-e687-4c51-ad81-83573ef7fe84 · inbound

Act2See: Emergent Active Visual Perception for Video Reasoning cites this paper.

Act2See: Emergent Active Visual Perception for Video Reasoning CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T05:45:23.124557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5ed05f66-4101-4cf6-910a-c0112a66b507 · inbound

PointLLM-R: Enhancing 3D Point Cloud Reasoning via Chain-of-Thought cites this paper.

PointLLM-R: Enhancing 3D Point Cloud Reasoning via Chain-of-Thought CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:31:14.211557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 27bcad07-30e0-45fa-b29d-75c5862742ff · inbound

Swift Sampling: Selecting Temporal Surprises via Taylor Series cites this paper.

Swift Sampling: Selecting Temporal Surprises via Taylor Series CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T05:56:07.910455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3bf1934-716b-4c9b-a41b-98b311482ab2 · inbound

Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction cites this paper.

Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T07:54:22.419385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 023e1e81-9023-4cee-9360-1e5ca636e1a5 · inbound

Efficient Frame Selection for Long Videos at Test Time with Attention-Based MLLM Selectors cites this paper.

Efficient Frame Selection for Long Videos at Test Time with Attention-Based MLLM Selectors CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T22:38:42.688411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89644a61-823b-477b-9050-d893594e292f · inbound

Evidence-Driven Dynamic Visual Selector for Efficient Long Video Understanding cites this paper.

Evidence-Driven Dynamic Visual Selector for Efficient Long Video Understanding CoS: Chain-of-Shot Prompting for Long Video Understanding

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T23:42:35.322337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.