Paper Citation Record · LEDGER

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought

As of 19 August 2026, this Paper Citation Record lists 58 of 58 outbound references and 2 inbound Pith citation observations for arXiv:2506.08817.

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

pith.paper-citation-record.v1
2506.08817 v3

Coverage vector

measured 58 of 58 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:05:52.524432Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T17:05:08.124096Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T21:26:14.022696Z

Reference resolution

58 of 58 outbound references displayed

verified exact1
verified fuzzy3
unresolved54
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5bb3a05f-3d51-4414-aa4a-eae77d525432 · outbound

This paper cites Qwen2.5-VL Technical Report.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Qwen2.5-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:48.635476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c20c3de-2ff6-4232-adf4-ecdb902442a0 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:48.718880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc856c4e-d01d-4bd3-b423-99e84f180559 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:48.783213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad00dba6-a2b0-420e-8401-97d03d124e81 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:48.907545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d51afe6-d7e0-45e8-9e31-499e2dac66c6 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:48.972426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8f286c9-559b-43cd-9f87-03f5b28a30cc · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.623729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 45845968-340f-41a2-83e0-240c62ece8e1 · outbound

This paper cites something something.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought something something

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.127473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be30a964-10a9-4205-8fd0-0c8eb3993f5a · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.226801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34742e67-040f-4a7a-9e70-068b551af868 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.503344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7289eca3-1ae7-408e-9086-e68a09dd1326 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.412188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8dc862f6-e5e3-43bd-821d-b8a7a9c1b479 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.336836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e6b18c16-faef-4a5a-b53b-8358cfceb7fa · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.249080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c35d9176-81e6-4102-8e60-d4847392f46f · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.197627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f7ca53aa-bc24-46c9-91d9-710152be3999 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.556596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9fb629d-3629-47a8-91f8-94e5bb752c8c · outbound

This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.657151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870a9dec-b907-4825-8931-9b5e0a04c1fe · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.733931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37db3b06-e5cb-4610-a43d-2823f7bed0c4 · outbound

This paper cites GPT-4o System Card.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought GPT-4o System Card

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.800282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bfa53ee-8221-4807-8584-9be349890b09 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:54.107770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9244296b-2b9f-4ed3-876f-d9d4dd91443a · outbound

This paper cites The Kinetics Human Action Video Dataset.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought The Kinetics Human Action Video Dataset

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.922593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3a44d40-732c-40c1-bdc7-c74c8059104a · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:49.998300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0f136bc-4194-4ab5-9013-016a1e8bf1f0 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.106312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb9729d3-c2fb-440f-8cb3-93a959fc0ed8 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought LLaVA-OneVision: Easy Visual Task Transfer

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.302426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85e6105e-b847-47d6-90f3-150fec9a4228 · outbound

This paper cites VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.381964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 011268a2-bc2b-48f8-b15a-1da400af515b · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.434498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce02b562-e23d-4321-8962-9fb6545b3e90 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.914958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 07fb5ba5-d66d-4b7f-9f0d-f28c1cc6b393 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.838608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5f02ac96-0acf-40be-bbac-f1541978648b · outbound

This paper cites A Hierarchical Reinforcement Learning Framework for Multi-UAV Combat Using Leader-Follower Strategy.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought A Hierarchical Reinforcement Learning Framework for Multi-UAV Combat Using Leader-Follower Strategy

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:05:52.891078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 52826fff-791f-4ee0-b6e3-2dc7c6cc644e · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.733960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 545ae7e5-360c-463b-94b1-9b9bbdeb0933 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.623654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9b435fac-ba84-4bce-a64c-509e62ab856b · outbound

This paper cites Audio-Visual LLM for Video Understanding.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Audio-Visual LLM for Video Understanding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.794819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f37a610c-9f3a-4389-ab15-0faeda8ee81e · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.475500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3b56d1d7-9785-4bd2-8a21-d6024728f220 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:50.986480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 670e4871-610a-48f4-beaa-f688a8d2c2a2 · outbound

This paper cites CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought CommonsenseQA: A Question Answering Challenge Targeting Commonsense Knowledge

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.040823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8268e98b-cb9a-496f-be14-873e0afb1ee1 · outbound

This paper cites AffordGrasp: In-Context Affordance Reasoning for Open-Vocabulary Task-Oriented Grasping in Clutter.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought AffordGrasp: In-Context Affordance Reasoning for Open-Vocabulary Task-Oriented Grasping in Clutter

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.113645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c9ea9b9-9b8b-455f-9416-0a93b2cecd2f · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.156506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154ac2fd-1843-47dc-a81a-9cbd42e0e491 · outbound

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

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.174239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfcfbc84-64a7-471a-b4e7-bcf3b59f2c27 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.222586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d262f9-5160-4354-bb14-4ce73c8dbb54 · outbound

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

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought ChatVideo: A Tracklet-centric Multimodal and Versatile Video Understanding System

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.278905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be460529-5b58-4610-be7f-b68b835bcbec · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.321299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc595d87-8263-4001-ad95-c20fdf1fbb47 · outbound

This paper cites InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.389244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fad9e6b4-fe1e-405e-810d-9ec4116d083e · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.452700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e64901f-1273-4103-ad89-2459ca0a4ad2 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.531489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 383f9987-eab1-40c9-98ae-e2b977407e5d · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.727388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cca739ce-27b4-4b82-bfb1-b54fc1421926 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.766666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25eb0420-15b6-4e50-a4d0-e66fe251e329 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.208143Z

Source-reported events for the cited work

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Observation 5edce4f5-8057-4003-b349-e0275c3d0714 · outbound

This paper cites Unhackable Temporal Rewarding for Scalable Video MLLMs.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unhackable Temporal Rewarding for Scalable Video MLLMs

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.881077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c434370-7d88-4e53-9b1d-3bc0a6e97398 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.932240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f74ad4db-bbe2-4757-bf7f-74ee999b15a5 · outbound

This paper cites Multi-Floor Zero-Shot Object Navigation Policy.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Multi-Floor Zero-Shot Object Navigation Policy

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.050076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aa44a55-2906-47d5-8c55-b4bd0248f676 · outbound

This paper cites TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.150407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f030983c-b298-4f1d-aa5a-bf5106fa7115 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:05:53.121846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c48b353d-8920-456e-bd51-8f4dbf33385e · outbound

This paper cites MapNav: A Novel Memory Representation via Annotated Semantic Maps for Vision-and-Language Navigation.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought MapNav: A Novel Memory Representation via Annotated Semantic Maps for Vision-and-Language Navigation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:51.969310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13dd506a-9ce8-4054-af5f-43844a6ab1c3 · outbound

This paper cites Multimodal Chain-of-Thought Reasoning in Language Models.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Multimodal Chain-of-Thought Reasoning in Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.403000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba8c163e-b26f-4ddd-8163-f842de1875b1 · outbound

This paper cites an unresolved cited work.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.452676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c99c30-876e-410f-a74d-9c6175633fc5 · outbound

This paper cites Automatic Chain of Thought Prompting in Large Language Models.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought Automatic Chain of Thought Prompting in Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T05:05:52.320226Z

Source-reported events for the cited work

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This paper cites InProceedings of the IEEE International Conference on Computer Vision.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought InProceedings of the IEEE International Conference on Computer Vision

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:05:54.009897Z

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This paper cites InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2020

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This paper cites In European Conference on Computer Vision.

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought In European Conference on Computer Vision

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:05:53.292380Z

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This paper cites InIEEE International Conference on Multimedia and Expo (ICME).

Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought InIEEE International Conference on Multimedia and Expo (ICME)

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:05:53.399864Z

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Pith citing papers

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GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking cites this paper.

GraphThinker: Reinforcing Temporally Grounded Video Reasoning with Event Graph Thinking Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought

Reference 72

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OneVLA: A Unified Framework for Embodied Tasks cites this paper.

OneVLA: A Unified Framework for Embodied Tasks Video-CoT: A Comprehensive Dataset for Spatiotemporal Understanding of Videos Based on Chain-of-Thought

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:26:14.024501Z

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