Pith. sign in

Paper Citation Record · LEDGER

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation

As of 19 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2608.01977.

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

pith.paper-citation-record.v1
2608.01977 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:29:19.251259Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

22 of 22 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 367a6e8b-bffe-4580-b716-1dffd53ed5eb · outbound

This paper cites In: Proceedings of the 33rd ACM International Conference on Multimedia.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation In: Proceedings of the 33rd ACM International Conference on Multimedia

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.113428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.113428Z digest=sha256:104d3e465b169f58e3ef11ab60c40745be5f7fd289020348892cd14f545adf37

Observation cb83b596-6650-445b-9328-08f766a77739 · outbound

This paper cites SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation SVGenius: Benchmarking LLMs in SVG Understanding, Editing and Generation

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.119052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.119052Z digest=sha256:f6c836a4fe4297375fdb611fcf354b7b189d9c17a9403897026823dabfa4f0f4

Observation c2ba8160-179a-47ba-bb57-629f1f22971d · outbound

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

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.124126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.124126Z digest=sha256:d7f91c5b7574c66369a0738b1aceed2066699eda7467d3f0fa836bd55eabec4a

Observation 934d79cc-a610-423c-99d2-1d122594ab3e · outbound

This paper cites an unresolved cited work.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.128813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.128813Z digest=sha256:59f285d2c278c50c681e693eea53d2f13faa8730ee48f4a8c9651ea0efbc5507

Observation e768d51d-24a0-4a61-8bb7-c965e16d7d3d · outbound

This paper cites GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.136032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.136032Z digest=sha256:229e934ccc784e89db0b36dc02da7ef3da2b015350bed3d9d2f3ad2f740fdbe4

Observation bf52674f-315a-4d6f-9f3f-d544b763ecc3 · outbound

This paper cites Prometheus: Inducing Fine-grained Evaluation Capability in Language Models.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Prometheus: Inducing Fine-grained Evaluation Capability in Language Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.143161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.143161Z digest=sha256:1af257f642902df847717e304badddbf761e48fda867615f70b44378bd10f9ff

Observation 927de0a6-c322-4613-88ee-90eb4f92e489 · outbound

This paper cites an unresolved cited work.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.150032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.150032Z digest=sha256:10977be90bb5d7020a509398284b43ce3e87fe743a52dd0e65247ff541426ce4

Observation 8bd86524-27d3-446d-b2ef-a290f534f467 · outbound

This paper cites G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation G-Eval: NLG Evaluation using GPT-4 with Better Human Alignment

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.156017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.156017Z digest=sha256:e74c5a89a3ea372a8530d295827ff5f5b7aed726322614f47a8a3df0d5aa9e07

Observation 42db0b6d-d6b4-4398-aec4-fa229b1a6564 · outbound

This paper cites Learning Transferable Visual Models From Natural Language Supervision.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Learning Transferable Visual Models From Natural Language Supervision

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.162080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.162080Z digest=sha256:f1ff68067b8ef95952eb5dccd836163ea21a5dc3dff0ea5bc61ecd1320c5cfce

Observation 132351b5-efbe-4915-abe8-d7f48da3d332 · outbound

This paper cites StarVector: Generating Scalable Vector Graphics Code from Images and Text.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation StarVector: Generating Scalable Vector Graphics Code from Images and Text

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.168655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.168655Z digest=sha256:a1f33656ca37a2d740bceaba39c011ee682392504de0ceec09039f68ec4d6acc

Observation 35ce6c38-1b17-4a72-b379-10b0539c7c14 · outbound

This paper cites an unresolved cited work.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.175561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.175561Z digest=sha256:a7baf1d9de3c27316cf140d129d35a982e16d5cfa6af0459bfc3181672acb888

Observation 451a2805-fb89-4d8e-9ea4-5dd47c9542d3 · outbound

This paper cites an unresolved cited work.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.181952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.181952Z digest=sha256:3c8c9d64aa6aedef4b54f359b48fd9f6758b71f11bc40b575054c40ced558744

Observation 166b30c8-17ad-424d-a4e4-d3d72fe84ee1 · outbound

This paper cites org/TR/SVG2/(2018),https://www.w3.org/TR/SVG2/, w3C Candidate Recom- mendation, accessed 2026-03-01.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation org/TR/SVG2/(2018),https://www.w3.org/TR/SVG2/, w3C Candidate Recom- mendation, accessed 2026-03-01

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.188306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.188306Z digest=sha256:9cc3c000f99f961ac9ef052ecd31f9911d6fdc7e1b76f5ce21436fcf821539f4

Observation 1b476a9c-4464-466e-b8f7-7e4887f97a78 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.196843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.196843Z digest=sha256:ec547c917c3b2943e3d7e4117b09a93db5482ec56d14848fe215732e476705ca

Observation d7035458-d686-4681-ae8a-07385f88b3a5 · outbound

This paper cites Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.203722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.203722Z digest=sha256:793437105bfdc16bba42923bf932884c57f104776a76feae2f13b8d804447931

Observation dc345258-aa71-4ea0-8bf4-e1d2bdc1620c · outbound

This paper cites Empowering LLMs to Understand and Generate Complex Vector Graphics.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Empowering LLMs to Understand and Generate Complex Vector Graphics

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.209767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.209767Z digest=sha256:28f37afc6cf7c93679acdfd872716cacfe5e269ce05cdba4f11533542b313c49

Observation 4e064772-6dd4-4451-b5ba-fb37bb57d049 · outbound

This paper cites an unresolved cited work.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.215978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.215978Z digest=sha256:3a5c2f20b36c809c7754d231a6dc5217c8e0d61359728e5db82fb404766c349b

Observation 8d2b224c-6208-4a48-b279-761cbc5e347b · outbound

This paper cites When and why vision-language models behave like bags-of-words, and what to do about it?.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation When and why vision-language models behave like bags-of-words, and what to do about it?

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.221100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.221100Z digest=sha256:c03b785602d58e56904c620c22781f7c3eb4c181a3f07813c075ea933c3c1834

Observation 0b51ebd1-bf98-4044-8079-eeb817d25970 · outbound

This paper cites The Unreasonable Effectiveness of Deep Features as a Perceptual Metric.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.228605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.228605Z digest=sha256:bb89eac40080736c74813deade8e6441f6c2a8c1bbd61a060b17454ebc7f104c

Observation 83dc230f-dc2d-42e5-8586-b04281098f5c · outbound

This paper cites Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to Pairs.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Q-Bench+: A Benchmark for Multi-modal Foundation Models on Low-level Vision from Single Images to Pairs

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.235889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.235889Z digest=sha256:f38646131b93354571d389d28f0cbd003f204dad00017a460c99550af675e793

Observation cbcecb6e-0b73-48c0-9ab3-d054cba4fc14 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.242411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.242411Z digest=sha256:32d13459ed1ec44653e2a1b5e13afc8389006ebef497ff5ee1dd4918e10b914d

Observation 9793b6c6-1561-49a5-b149-d1af3f83cafe · outbound

This paper cites VGBench: Evaluating Large Language Models on Vector Graphics Understanding and Generation.

SVGEval: A Vision-Grounded Framework for Perceptual-Quality Benchmarking and Evaluation in Text-to-SVG Generation VGBench: Evaluating Large Language Models on Vector Graphics Understanding and Generation

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T17:29:19.251259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T17:29:19.251259Z digest=sha256:746b8dbb22236ee5f5499e3321076197d0c25aceeedbcb97704b9c5e6bff00e2

Pith citing papers

No inbound Pith citation observations are available.