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Paper Citation Record · LEDGER

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models

As of 12 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 0 inbound Pith citation observations for arXiv:2412.11088.

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

pith.paper-citation-record.v1
2412.11088 v1

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T15:22:13.666022Z

measured 75 of 75 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

75 of 75 outbound references displayed

  • verified exact8
  • verified fuzzy8
  • unresolved53
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1f28fe40-7df6-4f7a-8284-125ce2b29d14 · outbound

This paper cites VQA: Visual Question Answering.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models VQA: Visual Question Answering

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.201237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.201237Z digest=sha256:9c4550d56a7b23e5923c933497d0ccc52e88e4536cfca0fcf7f5d0c1e08b2969

Observation af3a81d4-10e0-4ffb-b24f-ee1ea3a48574 · outbound

This paper cites Grounded Copilot: How Programmers Interact with Code-Generating Models.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Grounded Copilot: How Programmers Interact with Code-Generating Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.212998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.212998Z digest=sha256:b779e0074acbc30278788c1c14f4e034b454baada996811769efbb1ac507971c

Observation eea6ee4a-abe2-460f-98eb-225b0a280518 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.174076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.220527Z digest=sha256:37c75e34825b3caf17f10e2fb267957f0d571ae37532ccf0bc5a46e9fe7eed9c

Observation 2269bdce-fd45-493c-ba30-2542f6ada25f · outbound

This paper cites Like a Nesting Doll.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Like a Nesting Doll

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:16.156120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.226685Z digest=sha256:7a97c4281e884ca84ceba8bed771af08198383de57754d558d386e11901b9d1c

Observation 5b4fdbfb-e2a2-4587-b0e1-f3938fef68b8 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.138933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.232780Z digest=sha256:46c510ee805e02642b6d080b1fd4334f3024809c6caa3fdd1bf22493f9745e60

Observation ff5b6230-6107-4578-8f37-29bbe0418669 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.121297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.238258Z digest=sha256:3a60d4e44ef62472f4cae3e4d70ed83d40bf18e7d675168fae7589abb522d912

Observation c7218dc9-45a9-4717-a326-4b51242b16ec · outbound

This paper cites It’s not like Jarvis, but it’s pretty close!.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models It’s not like Jarvis, but it’s pretty close!

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:16.100549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.244137Z digest=sha256:8fc927b81c027e80e793e5a81c2b066660255117beec0af4fafe667141e0afe0

Observation c648d05b-f7c1-47b9-9cff-98d7ee72d5c3 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.080827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.249551Z digest=sha256:77c555bcf4ecb42531f30f31ec3b5ce8b0ab8982bb5d87b6e5c921e58dc7469e

Observation 7cb1f434-2ffd-49fc-a2a2-a57888327403 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.062281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.255375Z digest=sha256:4d65d654efd9daad59033271f31f182ccb3ed82831f87694c719c90818990f03

Observation 6d9bb226-5e67-4382-bd34-01f2fbfa75cb · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.044175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.261127Z digest=sha256:279d87293639bfc061fd982855924f16dfe270566da1747227ec3c2a63d2f7eb

Observation bfd9e5a6-e0b4-49d3-8c0a-15bd92dfa209 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:16.026116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.268113Z digest=sha256:5ed7df4f519b76c59103601168bcc9fb08216abb9bb7d08b29f011a78c1d243d

Observation ccf4b8af-f6ea-4d65-9dca-d028eed9effa · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.273549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.273549Z digest=sha256:5d8ca932c8eaeb6e45eeb13062c0208ec6f37263ad628b37c566b70a4828689e

Observation 542e07dd-4ac4-4a07-a61a-72c297e9e8bb · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Evaluating Large Language Models Trained on Code

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.280824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.280824Z digest=sha256:ae06e0c382fff5316ee02c760f1a0d1c2e364137108d5f402d87908c476341d4

Observation 8a4566b9-f9e8-4cbf-8006-7ed089307745 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.290432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.290432Z digest=sha256:2c72198581f9eba96486b91eac083a6953f368abe5e6b4a78f2a018dbf140fc4

Observation c316c86d-f14d-4def-9653-f67d7fc0b9c4 · outbound

This paper cites A Picture Is Worth a Thousand Words: Exploring Diagram and Video-Based OOP Exercises to Counter LLM Over-Reliance.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models A Picture Is Worth a Thousand Words: Exploring Diagram and Video-Based OOP Exercises to Counter LLM Over-Reliance

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:15.075427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.297264Z digest=sha256:04009892dd0ea4b0b927b7d284d45d27a9d2749d57b108a0b8f8d2f1cd9ded2c

Observation 9d1f27f4-a2d6-4faa-b380-f98097120cc8 · outbound

This paper cites Big Brother.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Big Brother

Reference 16

Resolution
verified exact
doi, observed 2026-08-11T15:22:13.737810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.304142Z digest=sha256:526ca4b08ea01d90467539bc174cfebfdca1232c85eb2223dd0bed8f843f08d0

Observation 59a9ad0a-c6cb-41f2-b40f-32890c6a7951 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.992258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.312728Z digest=sha256:73cc03c349b498ae03e24d0143ccc44e4834d7700441cb9abed9fff841a90e41

Observation 5a87edb4-782d-4c37-a41a-1a170b31539a · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.967600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.319155Z digest=sha256:059d035305459a91d8c83efaafe86ea6807b0e7213d413b733f6844d3b62e862

Observation 4eb90eaa-002b-4a7b-a1b5-6d4933978679 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 19

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T15:22:15.037220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.326620Z digest=sha256:a56657163df7161d4ad9afe9434725923b0962f5a670bcb5ff27e24d63be45f4

Observation 6c8d9df0-1f6a-43bd-b399-e3150cc4e62f · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.944905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.333248Z digest=sha256:cd23a3f490f27b05ed8340ac4fed20fc75ac78d24d47be4017a0d58344b82487

Observation 082062aa-ad71-4104-95ce-0bd2f697e221 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.925449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.337965Z digest=sha256:561bfb2ae4059829a743cfe9d34b2e12045644feadec39189f5b1f976413f656

Observation c04606b8-601a-4c1c-b9c8-0e7cbb040cbb · outbound

This paper cites Promptly: Using Prompt Problems to Teach Learners How to Effectively Utilize AI Code Generators.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Promptly: Using Prompt Problems to Teach Learners How to Effectively Utilize AI Code Generators

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.342944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.342944Z digest=sha256:cc4f24ea096e43b7521a8d31bcb3fc419b9e2fd2ad804af30847f4b917d5efaf

Observation b79f99db-218e-4f93-a7a3-9d09ba80af52 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 23

Resolution
malformed identifier
no resolver link, observed 2026-08-11T15:22:13.349049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.349049Z digest=sha256:c3a73c9deb56fb758e3cc9c6a6fce085577533a8f1a430f350d08371c92dfa85

Observation 6b780682-adf8-45ea-afe9-f6e617a33341 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.905870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.354333Z digest=sha256:3c4018eb927a984a59643d193d3671fede7c85490b80be1215e404be37ccd0db

Observation 8e3722a5-2c85-4de9-a59e-4c1c9be0c65b · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.359925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.359925Z digest=sha256:b45c481b6b17fc03f58abc0a287a672ee3b3d226088d677e46908f0bba3c82ab

Observation 198101ef-e323-4cac-bdc7-8947e01407ac · outbound

This paper cites Paul Gibson.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Paul Gibson

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.887069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.366872Z digest=sha256:c04deeb5da9198ee184cb446eef5a2cc3130a522d4d92ba75fb8f6a76b17b251

Observation c8c8d7c1-42e3-4b3c-8569-47a17873217f · outbound

This paper cites Can ChatGPT Pass a Theory of Computing Course?.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Can ChatGPT Pass a Theory of Computing Course?

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-08-11T15:22:14.756736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.374666Z digest=sha256:7819ecda0b146e847aa08a39a92107fcb1b0d590fab8a3b59526ccc3f9456e94

Observation 5b77a164-9e48-412a-9e13-c1e1560d24ce · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.868776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 27b18c23-434e-4b44-abe1-8596712a6f27 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.818354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.393038Z digest=sha256:e4f3d742ad3596d6a5e8e7df17c71477a6ee47e55fd10e7e46c4a9b357ec5c0a

Observation cb6e3817-33b5-4dc4-8eaa-4ba1b3bd0590 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.793579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.398422Z digest=sha256:f388c99bb30edf16a1752df04661244a15d2ad073cf0ab48306e2103732b986f

Observation 1cb9eb64-311e-4b52-9508-2603e93a8a56 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.769642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 01ebb35a-4501-4e58-81de-868e82a9d43d · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.740470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.410380Z digest=sha256:1a7ebdae33432282bd8b43ff3e4a137afa10758d8d251731dd6cad783db9ea3a

Observation 00736743-53af-4342-8014-2320ca470511 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.423990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.423990Z digest=sha256:c338668684ac74a5ba9d49331897fc78c99d823f132d3f229081272462814376

Observation 47b513ed-9f9f-439c-b7fc-171d63d29c4f · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.719958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.430011Z digest=sha256:c7f6b311eaa5e715c2958037d47865be03c1ca82d41c17b612c058c38a7ff868

Observation dcac305e-5662-4279-ae71-d32bf1833404 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.692596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.435873Z digest=sha256:14087ee94223d884a1203413b0fb5eb2811f52e479f0620b522c679ec5d18d8f

Observation afaa72a7-ed1f-4f66-bb41-2ecac23cb502 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 37

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T15:22:14.648970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.441601Z digest=sha256:4178d17242e681cfa98e4a826598a994a0a3faebbe7af6087cd5d66e4afb82cb

Observation c497cb32-352f-4195-bd48-7a2bee527c2d · outbound

This paper cites Ericson, David Weintrop, and Tovi Grossman.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Ericson, David Weintrop, and Tovi Grossman

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.446938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.446938Z digest=sha256:9c036730caa98b087c2069000d6b2d437e56cb43331bac1019b9d1f8f5f383e1

Observation 5bbbc38e-aad1-4688-ba0c-d8ef376cfdc9 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.671454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.453358Z digest=sha256:3deb385eacd7d21ad657c61644c0dd572c07a529099db2bdbe6d1bcfa8f0a0e3

Observation 833652a7-414d-4fc1-8f81-042a1ed99229 · outbound

This paper cites Resistance is Futile.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Resistance is Futile

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.635158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.468204Z digest=sha256:11735e2ac172db03db44c3b4c3e317f0fe97b912bb45df8040daca6877ba6124

Observation 59add91a-c9d6-4411-8917-d9da5273f510 · outbound

This paper cites Comparing Code Explanations Created by Students and Large Language Models.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Comparing Code Explanations Created by Students and Large Language Models

Reference 41

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:14.254997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.474192Z digest=sha256:4e40071d33b3434d3ccfa783684147a3e6bbc8e6edbb4e8df4f0fc7bf7b7ab18

Observation 8a51ad4f-7a6d-4a05-876b-44d71ea3d280 · outbound

This paper cites CodeHelp: Using Large Language Models with Guardrails for Scalable Support in Programming Classes.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models CodeHelp: Using Large Language Models with Guardrails for Scalable Support in Programming Classes

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:14.229530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.481413Z digest=sha256:6101dc5369c9eb609a2e79d7542e00d764dd61ecf9b6dcf2cb52decbe73a8beb

Observation b751f0f2-8bc1-4ee5-9750-fe1db3d32034 · outbound

This paper cites Decoding Logic Errors: A Comparative Study on Bug Detection by Students and Large Language Models.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Decoding Logic Errors: A Comparative Study on Bug Detection by Students and Large Language Models

Reference 43

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:14.204307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.488571Z digest=sha256:a7bb0c3aaf335efa03e4a60f5c63a32305af4e8b77f96073eb307ddc6e3e7b22

Observation 9bc34816-23c8-43c7-b353-146632ce1689 · outbound

This paper cites Becker, Michel Wermelinger, Arto Hellas, Andrew Tran, Sami Sarsa, James Prather, and Viraj Kumar.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Becker, Michel Wermelinger, Arto Hellas, Andrew Tran, Sami Sarsa, James Prather, and Viraj Kumar

Reference 44

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T15:22:14.177871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.494728Z digest=sha256:def38f8e3334634871aea780a82ddd407fd03b3df1bb17215a0b1708cbbaaa37

Observation 82655da9-3ce1-4f4b-8b75-9561deb51f09 · outbound

This paper cites Imagining Computing Education Assessment after Generative AI.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Imagining Computing Education Assessment after Generative AI

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:14.087876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.500658Z digest=sha256:4c834838e1c995d272da169d49cc4f5d1eb163c61dd1f54e7121b595c25531a2

Observation 330984e9-ca53-4782-a078-a4c4226a11b3 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.617960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.505943Z digest=sha256:83b3db3acbdc58720e5f7b57babd94523006b4bc7b6d5df860e7b76ab8db0570

Observation 1fee0fee-f0a5-44f8-90e1-01bed4d6d0b5 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.600930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.511331Z digest=sha256:c68a45c9e2001bb7dbf68f9736b588db81a6ef14654829d77b39a5e35829627f

Observation c8583792-4c96-4a3b-80bf-22faf3db6768 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 48

Resolution
verified exact
doi, observed 2026-08-11T15:22:13.716658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.517894Z digest=sha256:c5b0dc0dc7b97df4028ed7b6351a59b42168810ffc3d072b8203c8fa3c5e6ad3

Observation 979c0f6e-86e0-440e-ac4b-bf42af2c26c2 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.576639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.524204Z digest=sha256:148494bdbf164f4cccd3fdef0e6fcf16a86f3331f5c71f7f028bb1cfb126881a

Observation a72c895d-5fa3-4b4c-912a-08f2c23d25b6 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.551762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.529218Z digest=sha256:049d0bcf6590182737d6e7f3a38fecde40a11f5253b65e097b4edf3610e783c2

Observation e9dea2bd-5680-40d7-a701-0320d7d6c17b · outbound

This paper cites Chalktalk : A Visualization and Communication Language -- As a Tool in the Domain of Computer Science Education.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Chalktalk : A Visualization and Communication Language -- As a Tool in the Domain of Computer Science Education

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.539672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.539672Z digest=sha256:dd19d0d9a66360e8507e87c37db6274c046f4d2e5d1f0bdec53d13a06c24c87c

Observation 1437933a-f91e-4d41-907b-c4b2234865cd · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.512981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.545528Z digest=sha256:1552b8fb6c4a3120cbacef8eb0e34da8693334e99e197029b893adaf04b05d24

Observation 54eb2439-a5c8-4a79-9e1e-2391fd026e59 · outbound

This paper cites In Proceedings of the 2023 Conference on Innovation and Technology in Computer Science Education V.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models In Proceedings of the 2023 Conference on Innovation and Technology in Computer Science Education V

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.532377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.534484Z digest=sha256:0eb51144dbc26f0dc9c4d0a9bce8507d43152b298da2c8c47dc1e8356133e879

Observation 8f0424cd-f7d4-46e0-b44d-b029c80b2419 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.493353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.556796Z digest=sha256:c1299d9b78c6c2f8b1fa2bd529ea457f92f83b7b698761025d81969bf36f356a

Observation c4e46987-4be4-44bf-8a62-f06bb0d7affd · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.472168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.562023Z digest=sha256:4c058500cf0a9958a14095b6726f023011d051cbeae8967b24682b19e8663991

Observation 3a6cdd34-c4b2-4069-b58e-f9e5db46e447 · outbound

This paper cites The Robots are Here: Navigating the Generative AI Revolution in Computing Education.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models The Robots are Here: Navigating the Generative AI Revolution in Computing Education

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.550928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.550928Z digest=sha256:acfc0c88c985ceb98660978ce8c5db4cc33102eaf986ac9822823de20ded5745

Observation 2a65992d-0a5a-49fe-b49c-2dbdbdc1c10b · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.432606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.572914Z digest=sha256:1d0e91353e5d22c885c081bdb715aa5b2a5cb3a2ce36859b77e0f715af632f82

Observation de96fe77-fc94-46c2-bc44-6a531f7f767a · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.410943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.578271Z digest=sha256:d52463f5087bad8eea3c8b53278145b4c0c27ba798327da946baf7c0e03ca8b9

Observation 39e498b4-f82b-4b2f-865e-5a51576df49e · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.452791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.567660Z digest=sha256:585484160b47039ea2097dc416054a53319b81332fa02dbe1dcf38a01256fc43

Observation 8cd9ee8d-745d-4c39-adda-2f6e67a173d7 · outbound

This paper cites Large Language Models (GPT) Struggle to Answer Multiple-Choice Questions about Code.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Large Language Models (GPT) Struggle to Answer Multiple-Choice Questions about Code

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.591101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.591101Z digest=sha256:679581a0fad7d68230187608f1768afe55f4f87f58377537eba95b58110df32f

Observation a09910af-c7b7-4274-b69d-1b030548b68a · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.597650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.597650Z digest=sha256:164bb35634b88d0f1cb93feda0cc7f0251dc21ac8e00ab77d07afd03dc3d8c19

Observation 0a85f09f-232a-4b1e-b660-a6dc0a1140b8 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.392999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.584718Z digest=sha256:e9c39906c3a281d1f07fce6429c9a21585aa00cf96c3bd128c8bef14c52a630c

Observation f8160da3-bba0-4b49-a091-080579074858 · outbound

This paper cites Seidametova.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Seidametova

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.340486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.617187Z digest=sha256:cdd1d39f3fdfc883678709e166af488629366f330e5d35dc3274b7da682481ca

Observation 13ef4ca1-3bb8-4f9b-954e-4f7edcb6e994 · outbound

This paper cites ChatGPT: The End of Online Exam Integrity?.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models ChatGPT: The End of Online Exam Integrity?

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.622234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.622234Z digest=sha256:f4d4dea96b40f4ae0596409e2de8dd43c42df697ae04884000dede8781830a69

Observation 1c875dbf-da55-45ed-be02-47d32a64ec9e · outbound

This paper cites Can Generative Pre-trained Transformers (GPT) Pass Assessments in Higher Education Programming Courses?.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Can Generative Pre-trained Transformers (GPT) Pass Assessments in Higher Education Programming Courses?

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-11T15:22:13.993832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.604333Z digest=sha256:18c6936456efd1cef863e18f180c32d2652b35aa06b51871079ce4848bad5c66

Observation 713b6f5c-554f-4d0e-a14a-09268e24a936 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.359713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.611304Z digest=sha256:07b79ac71cbce711fc869904738fa3b9dec4a3b3597ae6b47dcdb8f5e5709219

Observation 32e09db9-c578-432a-a382-352a5049c06d · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.274929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.639644Z digest=sha256:420392866577f1e84606c402fb83d1222cda0475b3ce64808d9b9bc4101077f9

Observation b4b6230c-be0d-4115-8cd7-71f4b81d7a91 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.645202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.645202Z digest=sha256:01452a5060bc7ded7e4f9953f3b4e2725bd9c0deda279ae18b3e4f4e23e330b5

Observation 9f6f3f6d-c799-4222-9b8a-c2c099f574ed · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.315483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.628276Z digest=sha256:ce08cad7cd12144be0d02d30a35b5873f1ee6605481265eac0a6d5194101b2de

Observation d9687b6f-4a18-4316-a2d4-71389be7f04c · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.293747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.634321Z digest=sha256:2357140fa599abf27ec70ac4dc56501f4a1dbc6c1259a961f883156824d01f2e

Observation 2719dd02-b6aa-4c2f-8b09-e3555aa73b88 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 71

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T15:22:13.836610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.661145Z digest=sha256:144f0daf48eed3a7a0f4dc8a3646804fca3902a2d71739c63554313654d94855

Observation 9768a502-25c2-48a0-bf26-911fa4547d0b · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.237411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.666022Z digest=sha256:d682f0841bf17bc89d592bd80e07f54bd76f1197a5733482a227e613f84280a8

Observation bdbaabb3-f4e9-45bc-b183-ff590fb416b3 · outbound

This paper cites an unresolved cited work.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-11T15:22:15.255321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.650636Z digest=sha256:297a19b566bc5d3b45a1fcc82dc6ab512ae511bf6b2da3302fce3e04e13286a9

Observation 6eb81642-ede5-44b7-aa3c-5c187444a6ad · outbound

This paper cites Generative AI in Computing Education: Perspectives of Students and Instructors.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Generative AI in Computing Education: Perspectives of Students and Instructors

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-11T15:22:13.655744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T15:22:13.655744Z digest=sha256:911fe09146041a3a241c3a323303d3137a1be0547483633e22d92026a2c3edc8

Observation 5a224844-064d-4af5-a09a-8392a5365b6f · outbound

This paper cites Sustainability 12, 8 (2020), 3488.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models Sustainability 12, 8 (2020), 3488

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.847986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.387487Z digest=sha256:138644ca50312e046ff4744bd99153b57a7cae0398f9287319dd3f648fe3f821

Observation 7fd19f21-cd28-4d68-9500-2904e5427fdb · outbound

This paper cites In International Conference on Artificial Intelligence in Education.

Seeing the Forest and the Trees: Solving Visual Graph and Tree Based Data Structure Problems using Large Multimodal Models In International Conference on Artificial Intelligence in Education

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T15:22:15.652972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T15:22:13.460303Z digest=sha256:a23cfcefd2493960c94b7b319a8a23ea3ba579b43238c21145e8a2d29cd1a779

Pith citing papers

No inbound Pith citation observations are available.