Paper Citation Record · LEDGER

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.03275.

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

pith.paper-citation-record.v1
2507.03275 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:19:06.054448Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

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

measured 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 exact0
verified fuzzy8
unresolved28
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7f2e7d9b-d3ab-4547-ae55-fff3055ea5cd · outbound

This paper cites Stable diffusion 3.5, 2024.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Stable diffusion 3.5, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:08.940261Z

Source-reported events for the cited work

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

Observation 340efecd-c24f-458b-9a57-bcc7dcb7e6dc · outbound

This paper cites Hrs-bench: Holistic, reliable and scalable benchmark for text-to-image models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Hrs-bench: Holistic, reliable and scalable benchmark for text-to-image models

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:08.783185Z

Source-reported events for the cited work

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

Observation 4c1aec9a-773f-4ae8-89ac-54fbabb5b82b · outbound

This paper cites Diffusion Models Beat GANs on Image Synthesis.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Diffusion Models Beat GANs on Image Synthesis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:02.331506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b0d1d31-54f9-4a40-a99a-94ff5ab76a71 · outbound

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

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:02.451282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffe3038d-860b-4a63-80b5-eeade39fe95a · outbound

This paper cites Denoising Diffusion Probabilistic Models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Denoising Diffusion Probabilistic Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:02.561573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b1979a0-fafa-4bb4-bf22-dc297934c4b8 · outbound

This paper cites Cascaded diffusion models for high fidelity image generation.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Cascaded diffusion models for high fidelity image generation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:08.510380Z

Source-reported events for the cited work

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

Observation 6f4559ae-8e2a-4ba2-9846-1c936ae60273 · outbound

This paper cites Video Diffusion Models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Video Diffusion Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:02.761667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be8b32f-92ba-4214-8502-f2b425121930 · outbound

This paper cites T2i-compbench: A comprehensive bench- mark for open-world compositional text-to-image genera- tion.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization T2i-compbench: A comprehensive bench- mark for open-world compositional text-to-image genera- tion

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:08.267168Z

Source-reported events for the cited work

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

Observation 784b78fe-5cde-476a-9577-573d4a55737f · outbound

This paper cites GPT-4o System Card.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization GPT-4o System Card

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:02.952834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49dda0a4-25ab-4aad-9076-da6e8de8d196 · outbound

This paper cites DiffWave: A Versatile Diffusion Model for Audio Synthesis.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization DiffWave: A Versatile Diffusion Model for Audio Synthesis

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.050682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d8d44c1-f07f-4d56-a04f-97560f1ea6a5 · outbound

This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.122128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15569571-d4e7-4e18-b1a2-93b09800926c · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.238325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5047bfe0-fc84-4409-8e4c-e191b262316c · outbound

This paper cites Microsoft coco: Common objects in context.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Microsoft coco: Common objects in context

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.343235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d4431f7-df60-4b41-97ec-5d21ae0ad12f · outbound

This paper cites Improved Denoising Diffusion Probabilistic Models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Improved Denoising Diffusion Probabilistic Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.465134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0da16185-7534-4098-8573-4c49a29da352 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.591105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 089e6b1e-486c-4f92-b0e6-6e36da837645 · outbound

This paper cites Gpt-4v(ision) system card.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Gpt-4v(ision) system card

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:08.052892Z

Source-reported events for the cited work

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

Observation 9a960b94-92d6-40cf-a570-1bb3a742425d · outbound

This paper cites Dall·e 3, 2024.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Dall·e 3, 2024

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:07.777352Z

Source-reported events for the cited work

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

Observation 5ce37eeb-30f2-4321-8653-317b38a0f1a0 · outbound

This paper cites Scalable diffusion models with transformers.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Scalable diffusion models with transformers

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.872819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f12a3e8e-914b-4d2a-9d80-1c7a02f10074 · outbound

This paper cites Human Evaluation of Text-to-Image Models on a Multi-Task Benchmark.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Human Evaluation of Text-to-Image Models on a Multi-Task Benchmark

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:03.991593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3577ce06-0b97-4738-aea0-6b88bc4291a2 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Learning transferable visual models from natural language supervi- sion

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.119575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed04e8d-abe7-4dc2-a67d-7c910f24c6c2 · outbound

This paper cites Zero-shot text-to-image generation.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Zero-shot text-to-image generation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.245025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc2c466f-553e-4e3a-9e45-05f5d15587d5 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization High-resolution image synthesis with latent diffusion models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.376106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b82c4b9e-227d-4a8e-9fc4-076865d87a82 · outbound

This paper cites Image Super-Resolution via Iterative Refinement.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Image Super-Resolution via Iterative Refinement

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.519361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04560d81-e4b9-4713-82c0-1f409ae41fe8 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Photorealistic text-to-image diffusion models with deep language understanding

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:07.509268Z

Source-reported events for the cited work

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

Observation fa5fece4-6226-4609-86aa-5169a591e997 · outbound

This paper cites AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.794363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c23da9c-88a3-4767-b5a5-a5b10e0a6b7a · outbound

This paper cites Generative Modeling by Estimating Gradients of the Data Distribution.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Generative Modeling by Estimating Gradients of the Data Distribution

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.890656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc6d5b4-2bc8-449f-acf5-e57d69664c03 · outbound

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

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:04.990553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 544b703f-98da-416d-a8b5-fab22085f4ff · outbound

This paper cites Investigating prompt engineering in diffusion models, 2022.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Investigating prompt engineering in diffusion models, 2022

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:19:07.311504Z

Source-reported events for the cited work

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

Observation 27854b09-cafa-4f70-8168-d273cdaf3acc · outbound

This paper cites ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization ConceptMix: A Compositional Image Generation Benchmark with Controllable Difficulty

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:05.209014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f8fe5c6-1a0e-48d9-a5ab-215c65826b28 · outbound

This paper cites TextGrad: Automatic "Differentiation" via Text.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization TextGrad: Automatic "Differentiation" via Text

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:05.358882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9419ae14-56e3-48af-a03b-5afd9c9958e8 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T20:19:05.475777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e074b25-4d05-4391-8968-e2962ad75531 · outbound

This paper cites an unresolved cited work.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:19:07.107010Z

Source-reported events for the cited work

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

Observation 66a5baae-ad92-486c-bbfa-e25e6cd451de · outbound

This paper cites an unresolved cited work.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:19:06.975725Z

Source-reported events for the cited work

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

Observation a1ae57cf-e348-4206-90a8-cfb451c1a7ab · outbound

This paper cites an unresolved cited work.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:19:06.836318Z

Source-reported events for the cited work

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

Observation e86d9ce2-eae3-4245-b039-fe617cb8094b · outbound

This paper cites an unresolved cited work.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:19:06.705018Z

Source-reported events for the cited work

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

Observation b671e373-c077-47fe-b524-96f8b3b23f46 · outbound

This paper cites an unresolved cited work.

ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:19:06.567030Z

Source-reported events for the cited work

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

Pith citing papers

No inbound Pith citation observations are available.