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Paper Citation Record · LEDGER

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation

As of 23 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2608.03691.

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

pith.paper-citation-record.v1
2608.03691 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:41:00.426393Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

56 of 56 outbound references displayed

  • verified exact4
  • verified fuzzy7
  • unresolved45
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0b8288b7-226a-4086-98d6-30a0fd2c9533 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 1

Resolution
verified exact
doi, observed 2026-08-05T14:41:00.545759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ac19f72a-0926-42b4-8386-36480045980e · outbound

This paper cites 2026.Claude Code overview.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation 2026.Claude Code overview

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.941947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.058385Z digest=sha256:b74f77eb413fe9b9427d807f4c6bf785103cf1b495a5f910f09df136b651903a

Observation 938d3dd1-1dc5-47d6-ad99-e4fa6cbd019a · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.919707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.064369Z digest=sha256:670111a0b2b488f780356ffc2ab0233ea2420dfbd8acc4464f3c74e1e4739975

Observation 0cd07abb-ff9b-4508-886c-6e780a61c9a0 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.898524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.071973Z digest=sha256:3f42696ce68984992a07e75cee086898301140451bfe2aa838d832db4e598204

Observation f32775a9-f7de-4a59-9084-a611989335c7 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.877132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.078524Z digest=sha256:cb13363c339fd2777d1e26b3ec7d575338738ba2cca0ebce434e862a07682f2e

Observation 2a0a01cc-c6b2-4164-bc29-63948fe815ef · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.084435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.084435Z digest=sha256:9ab14e3b7ee47f4d4c6bb23d2fdb29719ed8d09f2ab6e248ad4954c32ae307f7

Observation 7c741bf0-3f22-47bb-b953-7ead6a99c42f · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.090736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.090736Z digest=sha256:50775316e2914205964d1f7ba964d2924ba4834be8d93a7c6082ff1a0722dd6e

Observation 307bba62-880f-41a2-94b7-7b074a2d07ca · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.836758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.098489Z digest=sha256:1bfec56961720d88f3a2997b41ebaed695520c6c6825160c036d381d6a242078

Observation aad0c709-7633-47cd-ac7c-f71bdbbf622b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Evaluating Large Language Models Trained on Code

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.106566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.106566Z digest=sha256:fbcf8d3f63275c71e0bf40f7368c0b7efdc8e32b18daba5aacb7a826dc504a07

Observation f9336ea9-fd9f-4130-9f7a-f48cac760b12 · outbound

This paper cites 2026.Gemini Code Assist overview.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation 2026.Gemini Code Assist overview

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.819317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.117476Z digest=sha256:049bcbeef7613e8801c89a303f7f49966fed8a7580066ebf5b0e94e62cc9365f

Observation 0f7f037d-8a64-45c4-95ee-6a207c4b23cc · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.797216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.124575Z digest=sha256:254cae0e5bb3481dc91935c2cef4635d62a0ee3d1d341090b004754caf372361

Observation b33032ad-d41d-422e-9524-f5f5c0b7f953 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.776622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.142015Z digest=sha256:38c59a55a7fadc74b42899c0355c9bd5140fb8f8ea45a3b506f9196e58b63e08

Observation 48f9fa7a-e96c-4ec6-aba1-a4dcfcdab9a5 · outbound

This paper cites WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation WebCode2M: A Real-World Dataset for Code Generation from Webpage Designs

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.148345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.148345Z digest=sha256:ad9e06f897df3e2135b6cf6b3daabf65fdb31e07c0e0ac296c748e807c16b9e5

Observation 2acd8650-ab59-4d99-8cae-8a7d8e517d39 · outbound

This paper cites UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation UICopilot: Automating UI Synthesis via Hierarchical Code Generation from Webpage Designs

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.154395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.154395Z digest=sha256:2888f8edc4b794994f9e458385cc6c50c1d67cefd24771196e29f81e0d469979

Observation f6e8e36b-f0cc-4e38-9990-5199fc627d5c · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.159882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.159882Z digest=sha256:9412fce9e65265bd8cbb8fb2ac850ddf33919d00b452ae460d6b597cee64eca4

Observation 43d7615c-1628-4084-9fc9-94c1f6e51d02 · outbound

This paper cites Bias Testing and Mitigation in LLM-based Code Generation.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Bias Testing and Mitigation in LLM-based Code Generation

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.166389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.166389Z digest=sha256:767d1ce0f2fe0e84b57a5465c530c27154979c834a139dad83be5c7dfa308e81

Observation d6bd97e0-f530-4ef2-8c01-95e26408bcbc · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.172729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.172729Z digest=sha256:4dadee2f4a4ce52b878c5058d69e502b202bcc645e9c3ace1c63cd039f8044b2

Observation 2a981c14-a62c-43c2-bfb7-1f3287aca919 · outbound

This paper cites VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.179428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.179428Z digest=sha256:1fc8b856041c8659183a3bb1a90edb5a359dba4d66273541363c5d54b7eeb3ad

Observation 2be59d63-e7e6-428f-9ef4-5ff94c12760b · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.185453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.185453Z digest=sha256:cb2382e00b00cdceca7e0a6abc20264c285661a5a8fbd2780b4700f60ecbf822

Observation 9b544fa3-9adc-43f6-aa34-621f155187d7 · outbound

This paper cites Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.192254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.192254Z digest=sha256:9b996bb56df4cbcf2161691e5869d3e913eed10220f9607f2cd47f298d0665f0

Observation 38974c7b-b79a-437e-94a9-2cb5d6a62381 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.197742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.197742Z digest=sha256:849fdc1624d50c334661759390d519c3abfa42394198564b3ef50fdf0f412a76

Observation 649af53a-ab49-4899-be8e-e43b2509124d · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.731775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.205671Z digest=sha256:f5403c72e4956eeff46d7559c85cdd32050d5d1297eea23f2e5ca318c567e08a

Observation 9aede403-8318-4a05-a146-1b6eace7ca0d · outbound

This paper cites WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:41:01.107702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.211355Z digest=sha256:1648a97d470b38e9879eece9c8f0ae1b8a772086deadf92afdb3fdd781c12bab

Observation 94cdd6eb-789a-4140-a109-4f0fe9f9c6f7 · outbound

This paper cites Bias Unveiled: Investigating Social Bias in LLM-Generated Code.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Bias Unveiled: Investigating Social Bias in LLM-Generated Code

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.218211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.218211Z digest=sha256:daa6b22464d601b878d1e78f1d8f9c96617b91b44bf19224e2fc07762dacfcd7

Observation 74e4d034-cf9a-4952-8e3a-3f9a3b24857d · outbound

This paper cites PhD: A ChatGPT-Prompted Visual hallucination Evaluation Dataset.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation PhD: A ChatGPT-Prompted Visual hallucination Evaluation Dataset

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.225105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.225105Z digest=sha256:7551d9a246c02eeccb8ac1f0cb00c71111c6a09ee4a056a7c8d9f08bbb3e3c90

Observation d4232de6-da7d-4539-b7ba-2c323cc30f49 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.230698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.230698Z digest=sha256:967f31a73a865abbeffcc0d98984b791f87fc15a4253c3850b7c60435304e8d7

Observation 78e48f4c-4f6a-4f2c-a878-15f01c61ea80 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.694738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.238040Z digest=sha256:f91866a3e40dff963b43b47233f1d46d43774a09816c54f9940f3e1d04ef78e4

Observation 97c0b18a-430d-448a-919b-c13dba80c97d · outbound

This paper cites 2025.https://openai.com/index/introducing-codex/.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation 2025.https://openai.com/index/introducing-codex/

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.672272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.244152Z digest=sha256:2bc9018bbdd71a4eee76859ebe28025a35a9cd793674bbe6492754dc08fcab5c

Observation bae49d82-4033-4157-bed1-7cf41e5eb97f · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.648260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.250575Z digest=sha256:178e2de0e141f52c523ca3811f882de8422e2e454ded54e246bc04757faa534a

Observation 9e244f0a-f194-47b6-b726-0995a5a802f2 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.625219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.256691Z digest=sha256:bea5fabf62ddcb0d9104f40cbed55c8b92da130b6cfb2e2adf904a60f4376fca

Observation f6ec60bd-aa1d-4e35-b1f5-ee7306516f5a · outbound

This paper cites 2026.OpenRouter.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation 2026.OpenRouter

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.598889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.262072Z digest=sha256:78ffcce89438d0c4a3ceac64a4094133c5d17bee059c947954e7d19e57b3ad7f

Observation d04fee43-807a-4ed5-8302-973e8c3c941c · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-08-05T14:41:00.502165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.268065Z digest=sha256:f7e1872291e467fd990600766631c1ab5a46ab538c8cc359e51d1f9d99b5d729

Observation 36f6b56f-5d4b-442f-9bb1-9500562a6c59 · outbound

This paper cites IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.273756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.273756Z digest=sha256:538589fd36f51e1dd60a7b41d5939bc2c535c950ae84b042055f7132ecd9e2d5

Observation 64e99c0b-4f81-4036-81aa-447d21be949c · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.281365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.281365Z digest=sha256:ea66da5d53d0864abec4940a0e35b7d2ff0e2ae4e01cc8427f74a84b20414d6e

Observation fd9211f2-f68e-4d80-b2ed-5e11c8235308 · outbound

This paper cites 2025.Technology — 2025 Stack Overflow Developer Survey.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation 2025.Technology — 2025 Stack Overflow Developer Survey

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.543118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.292762Z digest=sha256:3506ccb3d399c0615f1912556b709f99db9d9946fa7442fc2f61681d46ccfc87

Observation 410f71d2-ffcb-468e-9f34-1d8511411d8d · outbound

This paper cites FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation FullFront: Benchmarking MLLMs Across the Full Front-End Engineering Workflow

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.298405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.298405Z digest=sha256:71c3af9dfcb4178c0e9cbdafb65e52a55c32501ab242882480c96b50e04f2d60

Observation e1bdf2a7-0c28-4033-9cbd-ed8c54d714f4 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.523786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.305918Z digest=sha256:9030a4bb08a5f25b1b2d0910d4ab04dde5c33fed09ff62d6966adbd660498eb2

Observation 907b3a68-e63a-447d-bd87-3876724027d9 · outbound

This paper cites Vision Language Models are Biased.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Vision Language Models are Biased

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.312709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.312709Z digest=sha256:5bcde95399135120bf6b61744fd5b995cd297c956f9f023cd31cf2b9c381e310

Observation 5f2dab0b-d4e7-4807-8e14-b0490eadf92d · outbound

This paper cites Automatically Generating UI Code from Screenshot: A Divide-and-Conquer-Based Approach.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Automatically Generating UI Code from Screenshot: A Divide-and-Conquer-Based Approach

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.319234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.319234Z digest=sha256:83b3a93b7a59635523b4ea3632d095a269a74a32502e27a216591406835ca754

Observation 1d5bdac3-dc66-4a0e-a123-4a157b929bf7 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.326815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.326815Z digest=sha256:393b46de44fbe00d2d51ff6dc714b326332544d5dec1c410eacf2c260db9bcd8

Observation 8212534b-6813-45d9-9c23-40bdb19a6e8a · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.338121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.338121Z digest=sha256:9094ae4dfe20a98e05c6dbf2394cdf832aca8e409b3ed913a8f0d4c9d5171545

Observation e08dbc48-6053-4039-8548-1f85beec4f32 · outbound

This paper cites UICoder: Finetuning Large Language Models to Generate User Interface Code through Automated Feedback.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation UICoder: Finetuning Large Language Models to Generate User Interface Code through Automated Feedback

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.351718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.351718Z digest=sha256:b612fb7acb75fd92814e1db608d0826cc5a4ca4d06fc201b6c4a1af305c138e3

Observation 3c2e4fd7-45d3-470c-a692-6e44cb3d8b57 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.357273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.357273Z digest=sha256:8cbec49f1acd232a504757239eb3f7f4698b56f7d9f10ffc02e0803b65fa7a79

Observation 0a4b5778-9ac1-43b1-bf21-2cc01a95390f · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.362743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.362743Z digest=sha256:64e363baff3d5edac455d6f5f686383de56710ec2c7c2b141c231867cdf4ba21

Observation bc777775-3717-4c1f-bf49-91ddfd3aa4e8 · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.368970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.368970Z digest=sha256:34478288bcb710fe01a8ad24cd13215fc9dcaa848bd01b07a405d40070450a6d

Observation 82fa5f0d-e650-431f-9c3c-de495b71aebc · outbound

This paper cites Prototype2Code: End-to-end Front-end Code Generation from UI Design Prototypes.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Prototype2Code: End-to-end Front-end Code Generation from UI Design Prototypes

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:41:00.664849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.374974Z digest=sha256:75e23df51e4526a8b418ca7e0aada629b118b598188d942be2d860569e26950f

Observation 934df91f-21f3-4f8d-86d8-d4f97496dba3 · outbound

This paper cites UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation UI2Code^N: UI-to-Code Generation as Interactive Visual Optimization

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.380772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.380772Z digest=sha256:6a616e5325c543c8a9d037ad10b38634ee864d688584415087ae083d0a97d932

Observation 772fec44-06e8-476a-a9d4-34dd9ff62ebe · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.440693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.386693Z digest=sha256:8f9f68383e394f16abce80f4ff3381ded7deaadbf3942f136621f0d8241489a4

Observation 6ed409af-02a2-4bc2-826b-1586c61d4cdd · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.421631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.392807Z digest=sha256:2d3edbe1ef646866f75398861cf1e2243ca11fbbb1660bab3894d1ddf7979253

Observation e4228eef-3298-4243-8b32-346ac71e670c · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T14:41:01.404386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.399995Z digest=sha256:b4a796f65a12a0b9b17280c1ceeeee2bb2720e016c07cd75dfd3a01cd95dd28b

Observation bd852b4e-9358-47fe-bc2f-79cd9b07193d · outbound

This paper cites an unresolved cited work.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Unresolved cited work

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.412125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.412125Z digest=sha256:2e6dbf92bf1773c899fcc404f3a82f3a9accc03d9bb9c14f2265c71e1c285a68

Observation ee6f492a-af4d-4e67-84f0-eedd510bacac · outbound

This paper cites FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation FrontendBench: A Benchmark for Evaluating LLMs on Front-End Development via Automatic Evaluation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.426393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.426393Z digest=sha256:219f62c62bfbc7495f1db2ab6d7fec3dea7a580ba253df9ca8d5739dc71486c7

Observation 079d2764-3751-4086-9e0c-8178297c9896 · outbound

This paper cites Bridging Design and Development with Automated Declarative UI Code Generation.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Bridging Design and Development with Automated Declarative UI Code Generation

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.419673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.419673Z digest=sha256:a61840b1f42a5eaf4589fcf724a4dff7ff76a1739cba1413871432ffb87e7a1f

Observation 7cfd00a8-1d20-4a94-b747-faa1a3a13194 · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation InFindings of the Association for Computational Linguistics: EMNLP

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.386043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.405884Z digest=sha256:76454371a745a58b2b109a17b332ae4c2aac1fea1494d4299fae4f51ad0a7cd1

Observation 42db49d7-49f5-4a2a-87c4-097f54ae0f5c · outbound

This paper cites InGenerative ai for effective software development.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation InGenerative ai for effective software development

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:41:01.474562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T14:41:00.345728Z digest=sha256:3a56cd6687b6c3db4fa6e2cb3c3325fc7b594c63b7ca13c9a96b8c847566f195

Observation b1a4cb5f-74ad-4050-9cd6-385ac3ddc72e · outbound

This paper cites InProceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers).

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation InProceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-05T14:41:00.287072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:41:00.287072Z digest=sha256:05f15779dcc2c74c5f4f16093b0757030a9677c639e2f1977147cbf9e8306275

Pith citing papers

No inbound Pith citation observations are available.