Paper Citation Record · LEDGER

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models

As of 18 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2608.11907.

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

pith.paper-citation-record.v1
2608.11907 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:31:06.104344Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

verified exact2
verified fuzzy3
unresolved30
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d4f1618-9d1b-431b-bca6-96194f70d497 · outbound

This paper cites Qwen3-VL Technical Report.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Qwen3-VL Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.776988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a99321c-763c-4594-88a5-7081434e7ef9 · outbound

This paper cites BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models BLIP3-o: A Family of Fully Open Unified Multimodal Models-Architecture, Training and Dataset

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.783381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf9e0d6-4bef-412e-bde4-f77002b4f995 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.788627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5f19177-31d6-494b-a825-acfdffd0961e · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.794515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56198b8e-454f-4ee8-b399-46cda0b25a81 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Emerging Properties in Unified Multimodal Pretraining

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.800105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc1c440-1b91-4518-87fa-bc4479b3823c · outbound

This paper cites Agent AI: Surveying the Horizons of Multimodal Interaction.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Agent AI: Surveying the Horizons of Multimodal Interaction

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.813474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fa3456b-b15c-4ffd-9df3-4b6d417627f5 · outbound

This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.819502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65aa755-dbdf-4fda-90ee-9b668d409b78 · outbound

This paper cites X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.824802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bf49c15-62a3-4baa-b2f3-488e857f043e · outbound

This paper cites GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models GenEval: An Object-Focused Framework for Evaluating Text-to-Image Alignment

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.830130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d8a8f52-4260-4a14-b2bd-71a040360acd · outbound

This paper cites URL https://developers.googleblog.com/en/introducing-gemini-2-5- flash-image/.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models URL https://developers.googleblog.com/en/introducing-gemini-2-5- flash-image/

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:31:07.040660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e1bbd716-2791-4ee4-8d65-46d2e49c0d52 · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.840495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa1f129a-d250-4cf5-b4ff-212837f7a3ff · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:31:07.024918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a7a6110f-2ffa-4444-a220-ef3b5b24f72a · outbound

This paper cites Gir-bench: Versatile benchmark for generating images with reasoning, 2025.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Gir-bench: Versatile benchmark for generating images with reasoning, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.851465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 976ebd1e-caf5-418f-a91b-14d336489526 · outbound

This paper cites Rover: Benchmarking reciprocal cross-modal reasoning for omnimodal generation, 2025.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Rover: Benchmarking reciprocal cross-modal reasoning for omnimodal generation, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.856548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df0d804-feeb-49d2-a2c7-f9a0ceb95cbc · outbound

This paper cites UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.861660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff6ea94-dd9c-4d59-8c7b-8cbbbc56db89 · outbound

This paper cites Evaluating text-to-visual generation with image-to-text generation.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Evaluating text-to-visual generation with image-to-text generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.866824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d452d281-5483-4ef7-855a-0ac937c50a26 · outbound

This paper cites Flow Matching for Generative Modeling.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Flow Matching for Generative Modeling

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.871631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ef1789-950d-4754-854c-b9eee19c0e37 · outbound

This paper cites Umnibench: Unified understand and generation model oriented omni-dimensional benchmark, 2025.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Umnibench: Unified understand and generation model oriented omni-dimensional benchmark, 2025

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:31:06.648930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f6b3b2ce-d380-4f45-b3e8-bc6a4c2f0844 · outbound

This paper cites MMBench: Is Your Multi-modal Model an All-around Player?.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models MMBench: Is Your Multi-modal Model an All-around Player?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.880391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634f40eb-f42d-4f37-bd6f-3a400efd2a4f · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.886228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5da735-0e0b-4ca7-bb5d-94baec652197 · outbound

This paper cites Ocr-vqa: Visual question answering by reading text in images.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Ocr-vqa: Visual question answering by reading text in images

Reference 21

Resolution: malformed identifier; no resolver link, observed 2026-08-16T00:31:05.891035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 084b5dbb-a1bd-4634-b39e-14a46e56b3bc · outbound

This paper cites URL https://openai.com/index/image-generation-api/.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models URL https://openai.com/index/image-generation-api/

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:31:06.998583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1ba0ab26-e5b7-4bfe-9877-9026269ec873 · outbound

This paper cites Transfer between Modalities with MetaQueries.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Transfer between Modalities with MetaQueries

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.901086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 906ef5af-7494-42bd-b6a5-b738d3c492c4 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.906338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f9d7d50-5a78-435e-817c-0e09c284d389 · outbound

This paper cites Ovis-U1 Technical Report.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Ovis-U1 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.911595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05ab8237-b409-4307-aa26-3385b75ff41c · outbound

This paper cites From Understanding the World to Intervening in It: A Unified Multi-Scale Framework for Embodied Cognition.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models From Understanding the World to Intervening in It: A Unified Multi-Scale Framework for Embodied Cognition

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:31:06.407547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6c900f6d-fd35-453a-8ed1-7a9d7f5d804e · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Emu3: Next-Token Prediction is All You Need

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.922909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5460cad6-8b40-4e8a-a939-666cc619efa7 · outbound

This paper cites Skywork unipic 2.0: Building kontext model with online rl for unified multimodal model, 2025.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Skywork unipic 2.0: Building kontext model with online rl for unified multimodal model, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.928340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce9a6e48-ea7b-492e-a043-a90dc897c898 · outbound

This paper cites Ggbench: A geometric generative reasoning benchmark for unified multimodal models, 2026.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Ggbench: A geometric generative reasoning benchmark for unified multimodal models, 2026

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.933256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 859de7c2-1f64-40e3-811f-3ed850de4bd5 · outbound

This paper cites Qwen-Image Technical Report.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Qwen-Image Technical Report

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.938087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb60004a-8d15-412e-a459-756ed89fada1 · outbound

This paper cites OmniGen2: Towards Instruction-Aligned Multimodal Generation.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models OmniGen2: Towards Instruction-Aligned Multimodal Generation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.943233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d58370c-8cad-437f-8316-962b99c4d3d8 · outbound

This paper cites Reconstruction Alignment Improves Unified Multimodal Models.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Reconstruction Alignment Improves Unified Multimodal Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.948366Z

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Unavailable: canonical work link unavailable.

Observation 949780f9-a252-4abc-9c0e-c6b7d2c12cfc · outbound

This paper cites Show-o2: Improved Native Unified Multimodal Models.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Show-o2: Improved Native Unified Multimodal Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.953814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44ea9f7d-e4d0-437a-b651-fdad456f97ae · outbound

This paper cites MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:05.959651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63581e84-093f-4b2d-87a3-a431e1addce8 · outbound

This paper cites Mmmu-pro: A more robust multi-discipline multimodal understanding benchmark.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Mmmu-pro: A more robust multi-discipline multimodal understanding benchmark

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:06.098205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b62395-d16f-4434-8746-471fdc995a10 · outbound

This paper cites Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model.

Do You See What You Draw? A Semantic Closed-Loop Framework for Holistic Evaluation of Unified Multimodal Models Transfusion: Predict the Next Token and Diffuse Images with One Multi-Modal Model

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:31:06.104344Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.