Pith. sign in

Paper Citation Record · LEDGER

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

As of 22 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 8 inbound Pith citation observations for arXiv:2505.11493.

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

pith.paper-citation-record.v1
2505.11493 v3

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:56:57.572238Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T02:13:11.616524Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-09T21:16:34.356874Z

Reference resolution

39 of 39 outbound references displayed

  • verified exact0
  • verified fuzzy26
  • unresolved12
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 81bec61a-efb1-4fdf-8924-39a59b4639d4 · outbound

This paper cites Gpt image 1: State-of-the-art image generation model.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Gpt image 1: State-of-the-art image generation model

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.088081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.399461Z digest=sha256:363adaece5fcdd16a4207bba76824022443bbafd9a980f4f834efa6301f695f7

Observation 8e51f168-1b17-4138-86eb-2d1067fbf0d1 · outbound

This paper cites Learning transferable visual models from natural language supervision, 2021.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Learning transferable visual models from natural language supervision, 2021

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.404174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.404174Z digest=sha256:b0653fb498d7177905b34aba32739aad7aa6a9a79e719dfa2f95b796a4180810

Observation ea3ce325-82f4-4fff-99a8-fffbc919de2e · outbound

This paper cites I2ebench: A comprehensive benchmark for instruction-based image editing.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing I2ebench: A comprehensive benchmark for instruction-based image editing

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.071704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.409226Z digest=sha256:4eeff2844d6a902f5ce8f346e333f82e98671dd29137502f4a76bf23c24d4795

Observation 0e1d0b3c-9bae-4861-8b7a-305deeb0d410 · outbound

This paper cites Guiding Instruction-based Image Editing via Multimodal Large Language Models.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Guiding Instruction-based Image Editing via Multimodal Large Language Models

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.061483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.414959Z digest=sha256:badcebf595f3a8a9bb5a8a7bef15a8088d801a91f659c7594f5761aec6a6582f

Observation edffa18e-3844-49cc-a703-4131f0cb9ffd · outbound

This paper cites Omnigen: Unified image generation, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Omnigen: Unified image generation, 2024

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.420481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.420481Z digest=sha256:764af14bc68d01e24ec6b80486f41d5ba44e9d2f337cebf389ad7e17bc04b237

Observation 5b49e253-966c-4617-9d74-4ebd555264bc · outbound

This paper cites Ie-bench: Advancing the measurement of text-driven image editing for human perception alignment, 2025.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Ie-bench: Advancing the measurement of text-driven image editing for human perception alignment, 2025

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.042853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.424669Z digest=sha256:30917a90c854b864ea5c2142e636182f9987f6cee909a19c4667bfeae6d46fee

Observation 292d0fe9-74b7-4d78-a526-77ad969ad749 · outbound

This paper cites Imagen editor and editbench: Advancing and evaluating text-guided image inpainting.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Imagen editor and editbench: Advancing and evaluating text-guided image inpainting

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.032062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.429264Z digest=sha256:4d59b4e41fc87bdac29b0e3a6c0ae93bbcc44dfbb6ad1a27ed539cf7277c54a6

Observation 1b3476cb-77d4-4706-86e5-c05dd4b17285 · outbound

This paper cites Diffedit: Diffusion- based semantic image editing with mask guidance, 2022.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Diffedit: Diffusion- based semantic image editing with mask guidance, 2022

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:58.020312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.432964Z digest=sha256:ffa37a8647fa1e4f2778c341a483fafd61711fdb3d3ae8b6026db1e9daf25c59

Observation 04edc1e5-bf60-4cdd-ba47-9a59a2916431 · outbound

This paper cites Prompt-to-prompt image editing with cross attention control, 2022.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Prompt-to-prompt image editing with cross attention control, 2022

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.436584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.436584Z digest=sha256:d47358a136f1b97acdb88c85753bef10f597c94263dd4e9ca42cf56c212bec7d

Observation fe8a8261-08d1-4f0f-a472-82d14a885f78 · outbound

This paper cites Imagic: Text-based real image editing with diffusion models.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Imagic: Text-based real image editing with diffusion models

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.999987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.440652Z digest=sha256:aee98b608c932c011c0f3075b00a1b71fd53b9b1bfaea7b59e85623b2cdec7f1

Observation 38d8250c-d5bf-4362-a327-1044268d6ab2 · outbound

This paper cites an unresolved cited work.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T20:56:57.988997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.444888Z digest=sha256:4218ce3ea7db01d869ca614210b1fd0d539c8ac4ced2ce469a16c3475978c1ae

Observation 90d2569a-f3df-4153-9c53-3e8c297fba24 · outbound

This paper cites Instructdiffusion: A generalist modeling interface for vision tasks, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Instructdiffusion: A generalist modeling interface for vision tasks, 2023

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.979055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.448967Z digest=sha256:20b4e652ae56a84dd36359b91a7c385bdff9b976ba46977636105c6fa8b46e4c

Observation 22cb097a-c808-489a-bc9e-9afe15a04dd9 · outbound

This paper cites Univg: A generalist diffusion model for unified image generation and editing, 2025.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Univg: A generalist diffusion model for unified image generation and editing, 2025

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.968824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.453122Z digest=sha256:f53c3ec6fca197faa7136468e8fa588bfef703027e778df37ebc8dd6b019d0c5

Observation 6a63aadc-a642-45b6-b163-93333a47992c · outbound

This paper cites Le, Tuan Pham, Sangho Lee, Christopher Clark, Aniruddha Kembhavi, Stephan Mandt, Ranjay Krishna, and Jiasen Lu.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Le, Tuan Pham, Sangho Lee, Christopher Clark, Aniruddha Kembhavi, Stephan Mandt, Ranjay Krishna, and Jiasen Lu

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.951692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.457133Z digest=sha256:d4d8a8e413da6ddb5a5bbb6065a52b8b1fd92123749a921353216497fb51b7f0

Observation 5c2c23ee-63a1-499a-8eaa-3e40ce7f39e4 · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Magicbrush: A manually annotated dataset for instruction-guided image editing

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.460898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.460898Z digest=sha256:fee9dfc418944ae49b97adae1a32b342a551b0ae33bb1185f3bd100500988fd4

Observation 904db2a7-cc27-472a-aad3-8083b2d385b5 · outbound

This paper cites Smartedit: Exploring complex instruction-based image editing with multimodal large language models, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Smartedit: Exploring complex instruction-based image editing with multimodal large language models, 2023

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.465188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.465188Z digest=sha256:e36c6a64bfad5019ffc22d1add79623832f3b532ee9ba8588f2257e7fc4ae6d8

Observation 18801c2b-ca81-4644-9be6-fdde186b864d · outbound

This paper cites Instructany2pix: Flexible visual editing via multimodal instruction following, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Instructany2pix: Flexible visual editing via multimodal instruction following, 2024

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.919556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.469801Z digest=sha256:1c327e199cf71bb7c82684b68e88724e9573bb760530b1443de5910e6ec7d438

Observation a15a49bd-243a-47b1-8f1c-f3a82bccf851 · outbound

This paper cites Text-driven image editing via learnable regions, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Text-driven image editing via learnable regions, 2024

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.903014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.474014Z digest=sha256:3199dd481d2726f65ce1b59c8f5c929d9875feeff85e49d2e35915e9835acb1b

Observation b616a069-7e0d-442e-bbf9-3172312a60df · outbound

This paper cites Instructgie: Towards generalizable image editing, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Instructgie: Towards generalizable image editing, 2024

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.887144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.478128Z digest=sha256:243f3be69f16b9e3f958ba5da7b8ffc39650ff84c493f5de6e987f73da4c7058

Observation 98fb505f-7302-4cb6-9f27-cbb0631fc769 · outbound

This paper cites Stylebooth: Image style editing with multimodal instruction, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Stylebooth: Image style editing with multimodal instruction, 2024

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.871091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.482939Z digest=sha256:b0118196a42ec1f7b52027d2fa8940b11affcc61495f6ab38242d1a864ddd6d2

Observation 1b6415d6-1b57-4c04-b166-9ef783b8645b · outbound

This paper cites Zone: Zero-shot instruction-guided local editing, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Zone: Zero-shot instruction-guided local editing, 2024

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.853875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.487507Z digest=sha256:0553717192623af747bba3c4eb09d63f9b329ec4898f49d934768cb1401aaee6

Observation 12df2a12-e338-456f-9d52-e04088a022e4 · outbound

This paper cites Focus on your instruction: Fine-grained and multi-instruction image editing by attention modulation, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Focus on your instruction: Fine-grained and multi-instruction image editing by attention modulation, 2023

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.837795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.492060Z digest=sha256:45fa82be29a2f21b466b51819425af28ee11f758654b513b526ab17e764e0acd

Observation 1a2f6614-539b-4ff5-9461-8fcf708c3834 · outbound

This paper cites Leveraging llms for on-the-fly instruction guided image editing, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Leveraging llms for on-the-fly instruction guided image editing, 2024

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.819116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.496543Z digest=sha256:fca2168da0d7b3991b6f05d2c37feec23a988ff6a0853127c48d90d1d7ab258d

Observation 06ea91ed-6fcb-42a4-bb39-20dc873fc552 · outbound

This paper cites Instructbrush: Learning attention-based instruction optimization for image editing, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Instructbrush: Learning attention-based instruction optimization for image editing, 2024

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.803672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.501338Z digest=sha256:b9049a61c2a32c14a232e62550814ae92d31bf50cd035a7767b5b4c78cc86205

Observation 04f41920-0d5d-44cc-9bf9-0b247d99acc6 · outbound

This paper cites Editval: Benchmarking diffusion based text-guided image editing methods, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Editval: Benchmarking diffusion based text-guided image editing methods, 2023

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.783459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.505991Z digest=sha256:fc11f67db3603ea98393a614c06599eb5828550067795655241bfc787e9126c9

Observation 52f08ae4-435e-40f7-b20a-db5225211d38 · outbound

This paper cites Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering, 2023

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.510412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.510412Z digest=sha256:9c805c37b68f69fea8376add6963ae13cd4af011dec7e58ef32069b5f9da55c8

Observation 822cca3a-508d-4cb8-9db1-539e755e13d6 · outbound

This paper cites Davidsonian scene graph: Improving reliability in fine-grained evaluation for text-to-image generation, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Davidsonian scene graph: Improving reliability in fine-grained evaluation for text-to-image generation, 2024

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.756125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.515157Z digest=sha256:02627d1b417c02713c1e9b5a75e250b658ca841fe522a4837612bd127cfa4b20

Observation 45eb1feb-c2ba-4ad0-94c7-016ea48a4e02 · outbound

This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.519213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.519213Z digest=sha256:eb2b48a9cd99c4319ea1f428f262e1e5f6421dd7f5b7a71c205ab5217931abac

Observation 296ff5d6-76ba-443e-af03-9c7d35151961 · outbound

This paper cites Segment Anything.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Segment Anything

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.524097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.524097Z digest=sha256:1b75b453bbb10726239b480a127f4016a6a82900494f64b87aa86dc0d35d55d8

Observation 0cac0d71-66ba-4202-bddb-96add496b5c7 · outbound

This paper cites Distinctive image features from scale-invariant keypoints.International journal of computer vision, 60:91–110, 2004.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Distinctive image features from scale-invariant keypoints.International journal of computer vision, 60:91–110, 2004

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.528711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.528711Z digest=sha256:31d44b20ee37a56ebdcd2295b8eace6578469e33f83a5c89b347cf78483b58d2

Observation 538d6a64-e098-4005-a249-ffbce8635586 · outbound

This paper cites Fast approximate nearest neighbors with automatic algorithm configuration.VISAPP (1), 2(331-340):2, 2009.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Fast approximate nearest neighbors with automatic algorithm configuration.VISAPP (1), 2(331-340):2, 2009

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.730638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.533491Z digest=sha256:10aee320a0abe54b9b289ff1bec7c8c19f751fb7a6f5ef27c017b4d9cef02dbf

Observation 3e623d27-6cf1-427b-82fc-7e8d6861db4f · outbound

This paper cites Introducing gemini 2.0: our new ai model for the agentic era.https://blog.google/ technology/google-deepmind/google-gemini-ai-update-december-2024/, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Introducing gemini 2.0: our new ai model for the agentic era.https://blog.google/ technology/google-deepmind/google-gemini-ai-update-december-2024/, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.715194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.537914Z digest=sha256:772e74bb0ad7252a9580a3ba32a44dc4e5c44b927f552b0a744a1c1047258824

Observation 11ebe122-e2f9-43fe-b337-5711e560e699 · outbound

This paper cites Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, and Mohammad Norouzi.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, and Mohammad Norouzi

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.542483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.542483Z digest=sha256:8766851c6a32a8029b0d611292aba9fcf6f3646a3cc4ebae0a3264d3cfdd1aee

Observation 6893f86d-0714-4444-ac8f-9943816a0cf9 · outbound

This paper cites Scaling autoregressive models for content-rich text-to-image generation, 2022.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Scaling autoregressive models for content-rich text-to-image generation, 2022

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-15T20:56:57.547394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:56:57.547394Z digest=sha256:d6f8a837f1a437e95d9ec0cfecc3ffee689feec0f6e602845cc95b397430164b

Observation 2ed0388a-4c80-49e4-89b7-761203ab8a4e · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image generation, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Pick-a-pic: An open dataset of user preferences for text-to-image generation, 2023

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.687268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.552362Z digest=sha256:08897ff7563e96319cb88cfae3d1562f3f4f19797ec4bcf9f88b97b072218e92

Observation 813d41cb-f06e-4307-ac17-27c410811c57 · outbound

This paper cites Evalmuse-40k: A reliable and fine-grained bench- mark with comprehensive human annotations for text-to-image generation model evaluation, 2024.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Evalmuse-40k: A reliable and fine-grained bench- mark with comprehensive human annotations for text-to-image generation model evaluation, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.674666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.556859Z digest=sha256:daaad1d17c967962225c7f9341e2ae80ef26d5c4c26e0d935f7ccbda040073b4

Observation eafd5d98-a6d3-46db-ba60-593cbaf778ca · outbound

This paper cites Agiqa-3k: An open database for ai-generated image quality assessment, 2023.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Agiqa-3k: An open database for ai-generated image quality assessment, 2023

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.661018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.562003Z digest=sha256:610103947916cf122ce7591d8ba256fea22f74f498c4a1be7521f9dbab75d7cb

Observation 2e04d391-29b4-48fe-a388-b5c475e50fce · outbound

This paper cites Lmm4lmm: Benchmarking and evaluating large-multimodal image generation with lmms, 2025.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Lmm4lmm: Benchmarking and evaluating large-multimodal image generation with lmms, 2025

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:56:57.648883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.566533Z digest=sha256:b3966e3b7d860f1a19acd5a3ef9fd633aa3cdf11ee90dbe1bd3aaab1e35c6e5d

Observation e7ecedde-d109-4ecf-8d32-df6cc6d325ee · outbound

This paper cites Color Change.

GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing Color Change

Reference 39

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T20:56:57.635000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:56:57.572238Z digest=sha256:da25c241f2f81befe41ea4464a17bd05ebf4a78f1777b8739b619c08e2c242a6

Pith citing papers

Observation 0a1e7150-bde0-49f0-92bd-4beac5722fe4 · inbound

DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model cites this paper.

DLEBench: Evaluating Small-scale Object Editing Ability for Instruction-based Image Editing Model GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-21T12:05:04.951868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-21T12:04:08.487678Z digest=sha256:02b61f8dfd4c312467e931c91f75094c7e9da266512b8684a7a26fe7e15ecc99

Observation 4f0abb18-d53c-4ad5-b0ee-428d954cb699 · inbound

MULTITEXTEDIT: Benchmarking Cross-Lingual Degradation in Text-in-Image Editing cites this paper.

MULTITEXTEDIT: Benchmarking Cross-Lingual Degradation in Text-in-Image Editing GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T08:26:23.441082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-05-12T01:11:35.480399Z digest=sha256:d91d302defd5e7440a2aca76dca86422ce80ac8fdcdf25d0cde66c5a3a11bd8c

Observation 847f0ef5-9046-4ddd-afc7-dac030866610 · inbound

Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis cites this paper.

Editor's Choice: Evaluating Abstract Intent in Image Editing through Atomic Entity Analysis GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-07-01T14:25:45.982484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-30T21:41:10.852265Z digest=sha256:baeaca3ab448939730a354a7729b57730025bdf794b586f8c2405889ab0bee22

Observation b4d2bef4-f75e-4b7f-973a-790357831bd4 · inbound

SpeechEditBench: A Bilingual Multi-Attribute Benchmark for Instruction-Guided Speech Editing cites this paper.

SpeechEditBench: A Bilingual Multi-Attribute Benchmark for Instruction-Guided Speech Editing GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T01:06:23.932282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-28T12:54:20.815371Z digest=sha256:16f1b4e1537b1613f65766b57a5eaf0e3cafebc2cfbc65e17e3722ba26e04803

Observation 77a83c56-d90d-4dc5-9c64-6974e62a771e · inbound

MT-EditFlow: Reinforcement Learning for Multi-Turn Image Editing with Flow Matching cites this paper.

MT-EditFlow: Reinforcement Learning for Multi-Turn Image Editing with Flow Matching GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T22:46:18.509247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-28T15:07:29.897089Z digest=sha256:ff9228cbc74bf8f9a380a871ccf89542f05d2b907f99419848877ee0a1a243ed

Observation a395a2c7-1ebb-42ab-8525-4400c3b08dad · inbound

DuET: Dual Expert Trajectories for Diffusion Image Editing cites this paper.

DuET: Dual Expert Trajectories for Diffusion Image Editing GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-03T14:38:29.287541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-27T06:58:39.254427Z digest=sha256:0e10682dd802f01c156ce2e3ef84f8b8c555b3a2de893b853aab36215c6ea304

Observation 00b27926-85f0-4366-b1e9-7066df7cd3a4 · inbound

DuET: Dual Expert Trajectories for Diffusion Image Editing cites this paper.

DuET: Dual Expert Trajectories for Diffusion Image Editing GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-03T02:13:11.616524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:13:11.616524Z digest=sha256:f591309d05148c811d06945c963a609c2fa2bfd05f5f09b502b66c3ea7af6cf5

Observation b98832a1-4a4a-4dae-a501-32b7d9362ab8 · inbound

Making Implicit Preservation Intent Explicit in Conversational Image Editing cites this paper.

Making Implicit Preservation Intent Explicit in Conversational Image Editing GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-07-09T21:16:34.358163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-07-09T21:07:55.368221Z digest=sha256:8dcbe96f3456bb1522e06b5886d91e8ab3defd195a75dd676feb5dc57275eb1d