Paper Citation Record · LEDGER

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization

As of 14 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 3 inbound Pith citation observations for arXiv:2412.18525.

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

pith.paper-citation-record.v1
2412.18525 v3

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:46:59.155932Z

measured 71 of 71 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-13T22:08:47.493022Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T07:16:29.174304Z

Reference resolution

68 of 68 outbound references displayed

verified exact1
verified fuzzy26
unresolved40
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aafc0df5-fe4a-448f-9066-6a6ffdb125c0 · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 1

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This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.588020Z

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Observation 8ff33a06-d31f-4137-8542-c871649a103c · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.581019Z

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This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 4

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Observation a423c20b-5916-45b1-943d-278f85421448 · outbound

This paper cites SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing

Reference 5

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Observation 56545bcc-d5ba-4c36-a806-fd7666132ed9 · outbound

This paper cites Caption of image B:.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Caption of image B:

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.564061Z

Source-reported events for the cited work

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Observation c4ba2fa2-2d07-458a-b5f8-04436c14499a · outbound

This paper cites An underwater image enhancement benchmark dataset and beyond.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization An underwater image enhancement benchmark dataset and beyond

Reference 7

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Observation 4826fe5a-1731-41b6-9dcc-63c1bd51f4e5 · outbound

This paper cites For various vision tasks, even when dealing with vision tasks related to a single image pair, different people may interpret and describe the images and tasks differently.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization For various vision tasks, even when dealing with vision tasks related to a single image pair, different people may interpret and describe the images and tasks differently

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.211160Z

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Observation bcdcc435-9384-4b66-882c-0ad29e722d0e · outbound

This paper cites VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks

Reference 9

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Source-reported events for the cited work

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Observation b14fe634-8549-409f-9b56-0c9aac98359f · outbound

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

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 10

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Observation 8f1d2607-3649-4af7-b90a-35fb13a07cd8 · outbound

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 15

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 17

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 18

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 19

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This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 20

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This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 21

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Observation d12833e5-8241-4773-924c-94e86a32b0e2 · outbound

This paper cites Explanatory instruction from A to B:.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Explanatory instruction from A to B:

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.523272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 39e124f2-a499-4b57-8823-b38f325a4266 · outbound

This paper cites 2) Fill the selected area with a bright, distinct color to make the sky stand out.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Fill the selected area with a bright, distinct color to make the sky stand out

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.516286Z

Source-reported events for the cited work

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Observation 8eb30683-7d3e-43f1-aed1-c33211549e88 · outbound

This paper cites 2) Apply a semi- transparent hue over the selected area to give it a shaded appearance while still allowing the underlying details to be visible.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Apply a semi- transparent hue over the selected area to give it a shaded appearance while still allowing the underlying details to be visible

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.508965Z

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Observation 5419de40-b666-4626-9b4d-0124fd3d6c1c · outbound

This paper cites 2) Fill this area with a bright, vibrant color to emphasize the grassy area.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Fill this area with a bright, vibrant color to emphasize the grassy area

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.502433Z

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Observation e9a6088b-842a-496f-8bac-90edf44c6b1c · outbound

This paper cites 2) Apply a distinct, muted color to the wall to make it stand out from the lawn and building.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Apply a distinct, muted color to the wall to make it stand out from the lawn and building

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.495586Z

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Observation e58879d1-ded1-40de-882e-5a2d2acf5c27 · outbound

This paper cites 2) Fill this area with a bright, distinct color to differentiate it from the surrounding elements.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Fill this area with a bright, distinct color to differentiate it from the surrounding elements

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.487757Z

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Observation bb4b6867-08fc-4d12-b4c1-bd0948cfc58b · outbound

This paper cites 2) Replace the bright color with a natural sky color, making it appear more realistic.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Replace the bright color with a natural sky color, making it appear more realistic

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.481330Z

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Observation 1a7c5a1e-7088-4d31-b004-334db56340e8 · outbound

This paper cites 2) Remove the shading to restore the building’s natural appearance, showing its original material and color.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Remove the shading to restore the building’s natural appearance, showing its original material and color

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.474929Z

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Observation 52d40604-fe0a-4f79-a53c-9b0e0bb94a52 · outbound

This paper cites 2) Replace the bright color with a natural grass color to make it look realistic.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization 2) Replace the bright color with a natural grass color to make it look realistic

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.469546Z

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Observation 094fc3fa-c0a5-4515-97e6-23d47fc51ec7 · outbound

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 31

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 32

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Observation 6ce86ab4-2a33-4e5b-b048-06684fde4fe5 · outbound

This paper cites gpt-4o-2024-05-13.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization gpt-4o-2024-05-13

Reference 33

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 34

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 35

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 37

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Observation 3e5e102d-cdce-4990-bcc5-78377deadf17 · outbound

This paper cites Explanatory instruction from B to A: To transform Image B into something resembling Image A without referencing A’s content:.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Explanatory instruction from B to A: To transform Image B into something resembling Image A without referencing A’s content:

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.415977Z

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 42

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This paper cites claude-3-5-sonnet-20240620.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization claude-3-5-sonnet-20240620

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.385103Z

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This paper cites turtle” and descriptive phrases such as “the creature swimming in the water.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization turtle” and descriptive phrases such as “the creature swimming in the water

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.378046Z

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Observation 1afc78bb-ec59-443a-99b3-e7263c77b1c6 · outbound

This paper cites While the top- k value is typically set to 5 for text generation in large language models (LLMs), we recommend setting the top-k to 2048 during the image generation stage.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization While the top- k value is typically set to 5 for text generation in large language models (LLMs), we recommend setting the top-k to 2048 during the image generation stage

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.371378Z

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Observation 9b6e3644-90c3-4bd4-80c8-961f832db5e2 · outbound

This paper cites In contrast, explanatory instructions span a continuous spectrum across tasks, which we identify as the primary driver of zero-shot generalization capability.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization In contrast, explanatory instructions span a continuous spectrum across tasks, which we identify as the primary driver of zero-shot generalization capability

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.364760Z

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Observation e403f691-411c-41c4-9d08-20b5575f1497 · outbound

This paper cites Actually, in the early stage of our experiments, we attempted to construct explanatory instructions between different frames in videos.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Actually, in the early stage of our experiments, we attempted to construct explanatory instructions between different frames in videos

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.357606Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8b674c5e-f27d-4f85-b903-a80f640808d3 · outbound

This paper cites While GPT-4o exhibits one of the most advanced descriptive capabilities among existing models, it still faces challenges such as incomplete descriptions and occasional deviations.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization While GPT-4o exhibits one of the most advanced descriptive capabilities among existing models, it still faces challenges such as incomplete descriptions and occasional deviations

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.351060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6d43301b-e4f0-47f3-82fe-9fc593ed68b8 · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 49

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Observation 473cb335-7d9c-4ab3-bda4-25eaac6d2bee · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.337568Z

Source-reported events for the cited work

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Observation 85e9ef71-d285-4ac8-ae5c-2e465804a927 · outbound

This paper cites Descriptions of image flow B: (d) (e) (f).

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Descriptions of image flow B: (d) (e) (f)

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.329969Z

Source-reported events for the cited work

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Observation b698fc21-bc4a-4e73-a0dc-c2aedd358054 · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.323657Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

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This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.317147Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 974b3996-7409-4646-893a-e1cd4d7898ab · outbound

This paper cites Explanatory instruction from A to B:.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Explanatory instruction from A to B:

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.310521Z

Source-reported events for the cited work

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 55

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Observation b51b7b32-37ac-46cf-a900-953ad51fba22 · outbound

This paper cites an unresolved cited work.

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Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.297261Z

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Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.292200Z

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.286501Z

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Observation fdd32042-03ac-44f3-b674-c2d3f3871ee5 · outbound

This paper cites Explanatory instruction from B to A:.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Explanatory instruction from B to A:

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.278430Z

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Reference 60

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Reference 61

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Observation 2384d79f-d163-410a-922a-6f0938ef5f64 · outbound

This paper cites an unresolved cited work.

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Reference 62

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This paper cites an unresolved cited work.

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Reference 63

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Observation 3bb4324f-2cc4-46fb-a013-14c09d05bbaf · outbound

This paper cites an unresolved cited work.

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Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.241805Z

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This paper cites We hypothesize that there exists an optimal level of instruction complexity for models.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization We hypothesize that there exists an optimal level of instruction complexity for models

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.234638Z

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Observation c6c56b7a-72ce-4b03-973a-345d6307bbfd · outbound

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization However, based on empirical observations, we recommend that the model generate image captions before producing explanatory instructions

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.227160Z

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Observation 9dd34633-cffa-4c40-a2a7-faf53d2c8018 · outbound

This paper cites While this work demonstrates that explanatory instructions can enable zero-shot generalization at the vision task level, this ability remains unstable.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization While this work demonstrates that explanatory instructions can enable zero-shot generalization at the vision task level, this ability remains unstable

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.219583Z

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Observation 2101322d-9748-458d-be01-54cbb8c1133b · outbound

This paper cites PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions

Reference 342

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Observation 7c81a8d0-58db-4cec-bfc1-91e27feeb76d · outbound

This paper cites Cogview: Mastering text-to-image generation via transformers.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Cogview: Mastering text-to-image generation via transformers

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:46:59.609286Z

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Observation 1136f913-c2c5-4565-b809-13f399d27636 · outbound

This paper cites an unresolved cited work.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 2021

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.622161Z

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Observation 1f521af7-5add-4edb-b85e-6a539c4217a3 · outbound

This paper cites InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Reference 2022

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Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization Unresolved cited work

Reference 2023

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:46:59.615737Z

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Observation a88dc93c-debf-4593-8027-cff0a4a9a3ab · outbound

This paper cites HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing.

Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

Reference 2024

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Pith citing papers

Observation 71f18b02-cd69-4b42-adc5-41312deedff7 · inbound

Under One Sun: Multi-Object Generative Perception of Materials and Illumination cites this paper.

Under One Sun: Multi-Object Generative Perception of Materials and Illumination Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization

Reference 27

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Observation 20592c44-2ec5-4f3e-9db4-1c41893e5d66 · inbound

MemExplorer: Navigating the Heterogeneous Memory Design Space for Agentic Inference NPUs cites this paper.

MemExplorer: Navigating the Heterogeneous Memory Design Space for Agentic Inference NPUs Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization

Reference 32

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3a61102b-b4b8-4273-a0ed-6645ef592c47 · inbound

Power Reinforcement Post-Training of Text-to-Image Models with Super-Linear Advantage Shaping cites this paper.

Power Reinforcement Post-Training of Text-to-Image Models with Super-Linear Advantage Shaping Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:16:29.178174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.