Paper Citation Record · LEDGER

MR. Video: "MapReduce" is the Principle for Long Video Understanding

As of 20 August 2026, this Paper Citation Record lists 100 of 148 outbound references and 4 inbound Pith citation observations for arXiv:2504.16082.

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

pith.paper-citation-record.v1
2504.16082 v1

Coverage vector

measured 100 of 148 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:14:20.027276Z

measured 104 of 104 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:33:32.090913Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T07:56:47.335540Z

Reference resolution

100 of 148 outbound references displayed

verified exact0
verified fuzzy0
unresolved100
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c1092f00-5e5c-4fb7-a37a-d7f1c007282f · outbound

This paper cites GPT-4 Technical Report.

MR. Video: "MapReduce" is the Principle for Long Video Understanding GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.582563Z

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Observation 33642b88-0fab-4c1c-919c-3fa238d837a8 · outbound

This paper cites Qwen2.5-VL Technical Report.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.588215Z

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Observation 647c0f4c-cd02-47b7-9f82-f91f92bb0ec4 · outbound

This paper cites AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark.

MR. Video: "MapReduce" is the Principle for Long Video Understanding AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.593130Z

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Observation 646c31ea-ce45-47d4-a619-77cc32fd244c · outbound

This paper cites An image is worth 1/2 tokens after layer 2: Plug-and-play inference acceleration for large vision-language models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding An image is worth 1/2 tokens after layer 2: Plug-and-play inference acceleration for large vision-language models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.598473Z

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Observation 53603afc-4afc-44c7-8c83-35fec21371ac · outbound

This paper cites TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability.

MR. Video: "MapReduce" is the Principle for Long Video Understanding TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.602914Z

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Observation 40466cbc-85d2-454c-8611-bf7245309421 · outbound

This paper cites InternVL: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

MR. Video: "MapReduce" is the Principle for Long Video Understanding InternVL: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.607385Z

Source-reported events for the cited work

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Observation 044f8aa0-8947-47cd-a3af-430818a1af6e · outbound

This paper cites MapReduce: simplified data processing on large clusters.

MR. Video: "MapReduce" is the Principle for Long Video Understanding MapReduce: simplified data processing on large clusters

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.611681Z

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Observation 25d57e1b-059c-4663-b110-7506926c0ef9 · outbound

This paper cites VideoAgent: A memory-augmented mul- timodal agent for video understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoAgent: A memory-augmented mul- timodal agent for video understanding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.615823Z

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Observation 920db2e5-7d9e-4302-8dee-ba661337c856 · outbound

This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.620433Z

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Observation 1b507845-0c48-40e7-b30c-10e946c75054 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

MR. Video: "MapReduce" is the Principle for Long Video Understanding ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.625228Z

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Observation f58cfd34-1c92-42f1-a391-341a333d5e34 · outbound

This paper cites Visual program- ming: Compositional visual reasoning without training.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Visual program- ming: Compositional visual reasoning without training

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.629719Z

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Observation 0d1fc84e-f9af-4a15-9e36-c6e51ece875a · outbound

This paper cites Perceiver: General perception with iterative attention.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Perceiver: General perception with iterative attention

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.633906Z

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Observation 6f686851-14c1-4309-b03d-55fa62707c2c · outbound

This paper cites Perceiver IO: A general architecture for structured inputs & outputs.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Perceiver IO: A general architecture for structured inputs & outputs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.637981Z

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Observation 130fe568-ca69-44f7-823f-3b2c2e6c4b16 · outbound

This paper cites SWE- Bench: Can language models resolve real-world github is- sues? In ICLR, 2024.

MR. Video: "MapReduce" is the Principle for Long Video Understanding SWE- Bench: Can language models resolve real-world github is- sues? In ICLR, 2024

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.642214Z

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Observation 3db1e49b-7a5c-4c55-93f7-4ff2c2d4f706 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding LLaVA-OneVision: Easy Visual Task Transfer

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.646991Z

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Observation d4b7b2d6-89d2-4c76-809a-f8873361e3d4 · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.651623Z

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Observation e07fd8e3-a97e-40e5-9e84-3ad949312a3f · outbound

This paper cites BLIP: Bootstrapping language-image pre-training for uni- fied vision-language understanding and generation.

MR. Video: "MapReduce" is the Principle for Long Video Understanding BLIP: Bootstrapping language-image pre-training for uni- fied vision-language understanding and generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.656024Z

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Observation 2f325a6f-7e85-4d76-bd63-4401f0c36c38 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding BLIP-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.660349Z

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Observation e14c2bd4-2ab7-4d13-8ad6-b9816ba29287 · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoChat: Chat-Centric Video Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.664419Z

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Observation a09e42ab-705b-4d78-91d8-6d93e72fbbaa · outbound

This paper cites Temporal Preference Optimization for Long-Form Video Understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Temporal Preference Optimization for Long-Form Video Understanding

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.668886Z

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Observation 565c56fc-a2a4-4cb9-9369-3c2a3140fe2e · outbound

This paper cites VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.673130Z

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Observation 3ff42e3f-7bae-4540-8ace-e38ba110efef · outbound

This paper cites Llama-VID: An image is worth 2 tokens in large language models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Llama-VID: An image is worth 2 tokens in large language models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.677426Z

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Observation f5bb5563-1585-412d-823c-6fa687f70f84 · outbound

This paper cites Video-LLaV A: Learning united visual rep- resentation by alignment before projection.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Video-LLaV A: Learning united visual rep- resentation by alignment before projection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.681805Z

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Observation f71adb37-4c22-44ea-8147-9622b7c3fa46 · outbound

This paper cites MM-Embed: Universal multimodal retrieval with multimodal LLMs.

MR. Video: "MapReduce" is the Principle for Long Video Understanding MM-Embed: Universal multimodal retrieval with multimodal LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.686041Z

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Observation fd158bb0-d796-461a-bc07-2bf36b37103a · outbound

This paper cites Improved Baselines with Visual Instruction Tuning.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Improved Baselines with Visual Instruction Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.690520Z

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Observation 4895218d-029d-4923-9f96-4481941b6cf2 · outbound

This paper cites Visual instruction tuning.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Visual instruction tuning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.695119Z

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Observation 36346025-23e5-4f5d-be8c-d2f61fe60eed · outbound

This paper cites LLaV A-NeXT: Im- proved reasoning, ocr, and world knowledge, 2024.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LLaV A-NeXT: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.699628Z

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Observation b5c13e66-7bb2-4e3e-b177-f9af96ab17eb · outbound

This paper cites NVILA: Efficient Frontier Visual Language Models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding NVILA: Efficient Frontier Visual Language Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.703851Z

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Observation 06dcb4a4-afc2-4527-9f21-f89c9179bd94 · outbound

This paper cites Oryx MLLM: On-demand spatial- temporal understanding at arbitrary resolution.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Oryx MLLM: On-demand spatial- temporal understanding at arbitrary resolution

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.708339Z

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Observation b4a5e991-59a3-493e-9e92-685b3f934419 · outbound

This paper cites EgoSchema: A diagnostic benchmark for very long- form video language understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding EgoSchema: A diagnostic benchmark for very long- form video language understanding

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.713041Z

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Observation 330ec540-4a94-4708-b257-b0d74d2a36fb · outbound

This paper cites TimeChat: A time-sensitive multimodal large language model for long video understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding TimeChat: A time-sensitive multimodal large language model for long video understanding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.717062Z

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Observation 872ad005-aa6b-4ccb-90a8-45ff89ab1737 · outbound

This paper cites LLaV A-PruMerge: Adaptive token reduc- tion for efficient large multimodal models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LLaV A-PruMerge: Adaptive token reduc- tion for efficient large multimodal models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.721193Z

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Observation cee9a261-f156-4da4-b1e5-65296ba20d83 · outbound

This paper cites LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.725198Z

Source-reported events for the cited work

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Observation 92cd8083-6679-4c6c-89a6-bc79d22f6b21 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding MovieChat: From dense token to sparse memory for long video understanding

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.729858Z

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Observation 3d39cd2f-a0be-4c6f-a916-3c842c5be408 · outbound

This paper cites ViperGPT: Visual inference via python execution for reasoning.

MR. Video: "MapReduce" is the Principle for Long Video Understanding ViperGPT: Visual inference via python execution for reasoning

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.734099Z

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Observation fe553232-1f03-471e-b811-0b0615b95bf9 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Gemini: A Family of Highly Capable Multimodal Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.738048Z

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Observation e46b2d20-0deb-4627-8f67-74315e2db408 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.742286Z

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Observation a7d04396-d7b3-44ea-892d-a20693979b5b · outbound

This paper cites LVBench: An Extreme Long Video Understanding Benchmark.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LVBench: An Extreme Long Video Understanding Benchmark

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.746574Z

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Observation 8298e034-14e3-4253-b1f1-3ba82ca623d7 · outbound

This paper cites ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.751131Z

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Observation 0cfc33df-fa4d-4996-83c1-34b9513aa4f0 · outbound

This paper cites LongLLaV A: Scaling multi-modal LLMs to 1000 images efficiently via a hybrid architecture.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LongLLaV A: Scaling multi-modal LLMs to 1000 images efficiently via a hybrid architecture

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.755983Z

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Observation d300838f-fb52-4546-a345-221d53434497 · outbound

This paper cites VideoAgent: Long-form video understanding with large language model as agent.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoAgent: Long-form video understanding with large language model as agent

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.760324Z

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Observation bd4a64fa-0b05-4b3d-b302-095a289f5579 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.765679Z

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Observation b40d3b04-17b8-4128-930d-09555e3d088c · outbound

This paper cites VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.770287Z

Source-reported events for the cited work

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Observation 32a72efd-32a9-4b5e-a15c-c514fbb23d26 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.774505Z

Source-reported events for the cited work

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Observation 0881e717-e72e-4fc6-a042-58c45af04b66 · outbound

This paper cites LongVLM: Efficient long video understand- ing via large language models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding LongVLM: Efficient long video understand- ing via large language models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.779557Z

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Observation bb3598c7-5a5b-45be-b697-da995de695ae · outbound

This paper cites Longvideobench: A benchmark for long-context interleaved video-language understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Longvideobench: A benchmark for long-context interleaved video-language understanding

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.783702Z

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Observation 54199bcc-917c-4bfa-8915-248812d00afc · outbound

This paper cites Pyramiddrop: Accelerating your large vision-language models via pyramid visual redundancy re- duction.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Pyramiddrop: Accelerating your large vision-language models via pyramid visual redundancy re- duction

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.787961Z

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Observation 33f83d22-0245-48ea-86b1-1551a5849916 · outbound

This paper cites SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.792206Z

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Observation 4de1b057-12c3-4f1e-b9a5-9a0ebe6bb377 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding LongVILA: Scaling Long-Context Visual Language Models for Long Videos

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.796447Z

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Observation 6d766a48-3598-4139-954b-14a64ca56cf3 · outbound

This paper cites Qwen2.5 Technical Report.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Qwen2.5 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.800900Z

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Observation f7212029-79a4-4d1f-89ae-bb0c8a72fb50 · outbound

This paper cites SWE- Agent: Agent-computer interfaces enable automated soft- ware engineering.

MR. Video: "MapReduce" is the Principle for Long Video Understanding SWE- Agent: Agent-computer interfaces enable automated soft- ware engineering

Reference 51

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Observation 91b4fb99-caa2-4321-91bc-fdaa74ab55fd · outbound

This paper cites HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering.

MR. Video: "MapReduce" is the Principle for Long Video Understanding HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.809225Z

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Observation c15a3738-63ea-440d-8e9f-9a3f1d1c60da · outbound

This paper cites VCA: Video Curious Agent for Long Video Understanding.

MR. Video: "MapReduce" is the Principle for Long Video Understanding VCA: Video Curious Agent for Long Video Understanding

Reference 53

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Observation 4c7e8a2a-baa2-477f-b0a8-5ed4ca5d3938 · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding ReAct: Synergizing reasoning and acting in language models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.818233Z

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Observation d275e97a-2fce-4806-9c91-5f9d6900bd55 · outbound

This paper cites mPLUG- OWL3: Towards long image-sequence understanding in multi-modal large language models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding mPLUG- OWL3: Towards long image-sequence understanding in multi-modal large language models

Reference 55

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MR. Video: "MapReduce" is the Principle for Long Video Understanding VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.830458Z

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This paper cites A simple LLM framework for long-range video question-answering.

MR. Video: "MapReduce" is the Principle for Long Video Understanding A simple LLM framework for long-range video question-answering

Reference 58

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MR. Video: "MapReduce" is the Principle for Long Video Understanding LLaV A-NeXT: A strong zero-shot video understanding model, 2024

Reference 59

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Language agent tree search unifies reasoning acting and planning in language models

Reference 60

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Observation 21db97ff-f3fb-41ae-8e51-a1146d116a98 · outbound

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

MR. Video: "MapReduce" is the Principle for Long Video Understanding MLVU: Benchmarking Multi-task Long Video Understanding

Reference 61

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This paper cites Apollo: An Exploration of Video Understanding in Large Multimodal Models.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Apollo: An Exploration of Video Understanding in Large Multimodal Models

Reference 62

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Observation cd6a3520-631c-423d-b5a4-ca589a53efa3 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Scene Merging

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.858786Z

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Observation acc6f42e-bf58-43e1-9831-85da297a9585 · outbound

This paper cites The prompts are in Table C.

MR. Video: "MapReduce" is the Principle for Long Video Understanding The prompts are in Table C

Reference 64

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Observation ec5cd9dd-512c-40ed-8ddb-7160f7bee4dd · outbound

This paper cites Reduce: Consistent Characters and Objects.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Reduce: Consistent Characters and Objects

Reference 65

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Observation 85fbb2ac-147b-4767-bc6b-551b92346321 · outbound

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Reference 66

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Observation b12c936a-2ff6-44c2-ba6b-bd61fb2a6bae · outbound

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Reference 67

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MR. Video: "MapReduce" is the Principle for Long Video Understanding [1. Description]:

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.881006Z

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Observation 69c2a5c7-0be9-4c59-b1e2-f057e589a776 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Is this video segment a single scene or a combination of multiple scenes?

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.886414Z

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MR. Video: "MapReduce" is the Principle for Long Video Understanding no", please provide the index of frame(s) separating the scenes from the given frame. Your answer should come with a header:

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.890835Z

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Observation 437d2a4f-b3e6-4824-acdf-5148dc9a9b1b · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Try to be rigorous and faithful to the video without making assumptions

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.896280Z

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Observation e9728f37-3494-44b6-8c4c-9ceb3022b2b4 · outbound

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Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.900527Z

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MR. Video: "MapReduce" is the Principle for Long Video Understanding person a

Reference 73

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Observation ab82b672-d59c-4cd2-ae9c-49c053dec7d4 · outbound

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Reference 74

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MR. Video: "MapReduce" is the Principle for Long Video Understanding It could be a person in the movie, an animal in the documentary or cartoon, etc

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.913885Z

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Please keep the strings in identical formattings to ensure smooth post-processing

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.918285Z

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Observation e826a54e-340a-4a7d-b9e5-1550d71b75ec · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Character Selection

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.922457Z

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Observation ccebd5ff-889b-4e5a-816b-12db6a89b9fe · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.926656Z

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Observation bb6e644d-be11-4cd5-b166-f08e1fac7d17 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.930670Z

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Observation 15af2956-cbdb-48e6-a04e-239ce4a1ba3f · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.934742Z

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Observation a77dbbc9-6a2b-4899-8c84-582a5aec5d53 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.938858Z

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Observation 723026b6-4e2b-4be6-91f4-a96f3cd73642 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding If so, please list their name out

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.943381Z

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Unavailable: canonical work link unavailable.

Observation d186c8d0-9601-459f-a9be-f017ba50f10d · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Some more detailed tips:

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.947634Z

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Unavailable: canonical work link unavailable.

Observation 8f4da4f3-e0c3-4159-a9ce-f1c7afe602e9 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding The goal is that a human should read your captions and feel like watching a continuous video

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.952037Z

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Unavailable: canonical work link unavailable.

Observation 2942e76c-f48d-4c7a-9328-80d8ac7d220a · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.956100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd50afd3-36df-460d-8dc5-482d90cfeb37 · outbound

This paper cites person a.

MR. Video: "MapReduce" is the Principle for Long Video Understanding person a

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.960533Z

Source-reported events for the cited work

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Observation e3506fac-bf4a-4e1a-aa43-6455aa342b87 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.965308Z

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Unavailable: canonical work link unavailable.

Observation 65767748-ecc0-41c8-860e-0b67ea170fee · outbound

This paper cites Dense Captioning.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Dense Captioning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.970068Z

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Observation 8b58c023-235f-4897-aa09-9aec933aca4f · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 89

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Unavailable: canonical work link unavailable.

Observation 547a60e2-4328-4ee2-a6e0-18accb8c50e1 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 90

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Unavailable: canonical work link unavailable.

Observation 2fb64f7b-888f-4a57-9211-2df026864d44 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.983545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0f22290-9772-4c17-b022-002571c640c4 · outbound

This paper cites an unresolved cited work.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.988423Z

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Unavailable: canonical work link unavailable.

Observation b2c06448-54ba-4e7e-bd37-caa872a49c2a · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.992841Z

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Observation 542db1c6-6e2c-408a-917f-609eda5eef0a · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:19.996813Z

Source-reported events for the cited work

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Observation fda50274-fd07-45cb-abc7-4f13e3f645e9 · outbound

This paper cites an unresolved cited work.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 95

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Unavailable: canonical work link unavailable.

Observation 3204551e-a098-4002-8e83-83705bb670bf · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:20.004859Z

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Unavailable: canonical work link unavailable.

Observation b707b233-79b9-4ebc-ac22-0a85f4b11191 · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Character Merging

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:20.009168Z

Source-reported events for the cited work

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Observation 0bb0c0d4-f311-4a52-8945-a45db7c2ba4f · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 98

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cf94b18-4fd2-4e7d-a21e-95f7a5c1db5b · outbound

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MR. Video: "MapReduce" is the Principle for Long Video Understanding Output: Your output should be the modified description of the video clip strictly following the original format and contents, only with names changed

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-16T11:14:20.018995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c69f0c2b-e5f5-4303-9048-0f631db62514 · outbound

This paper cites an unresolved cited work.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:14:21.526142Z

Source-reported events for the cited work

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Observation 7dd82448-1b05-4a3f-b431-64901403ac32 · outbound

This paper cites an unresolved cited work.

MR. Video: "MapReduce" is the Principle for Long Video Understanding Unresolved cited work

Reference 101

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:14:21.512320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 9eaf1eeb-ce67-45d9-bd88-2d53b82834e9 · inbound

LVBench: An Extreme Long Video Understanding Benchmark cites this paper.

LVBench: An Extreme Long Video Understanding Benchmark MR. Video: "MapReduce" is the Principle for Long Video Understanding

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:55:30.086813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e2a32a97-bee5-4846-89e4-383a7787ce4e · inbound

Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning cites this paper.

Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning MR. Video: "MapReduce" is the Principle for Long Video Understanding

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:30:52.648369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e7919ba8-883e-46b6-9af3-a94637f69d8b · inbound

Scaling Video Understanding via Compact Latent Multi-Agent Collaboration cites this paper.

Scaling Video Understanding via Compact Latent Multi-Agent Collaboration MR. Video: "MapReduce" is the Principle for Long Video Understanding

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:21:09.395092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b020e007-054f-4fde-a454-cbb756619e1f · inbound

GOPAgen: Motion-Aware and Efficient Agentic Long-Video Understanding with Structural Memory and Hierarchical Reasoning cites this paper.

GOPAgen: Motion-Aware and Efficient Agentic Long-Video Understanding with Structural Memory and Hierarchical Reasoning MR. Video: "MapReduce" is the Principle for Long Video Understanding

Reference 63

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:56:47.336859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.