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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 16 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 2026-08-16T06:30:59.297886+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:c5704c9c3ccd0c104987055e38414c68b7c241c9408efad617b47ac945dc1578

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=sha256:1584942a79e210eb6cf6fba395609ee598f645d34c4eccc73e354862d95fc7c0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.220527Z digest=sha256:28b32e57f8fc176eddc7aed00834ebe8ac37281076aebec7a1394957a6fd668a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.226685Z digest=sha256:f0ef06bc593a3a9595a8f0159b7f8a7452f9e896194da61822796b755774175f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.232780Z digest=sha256:b5c4bb52bf323e277dbfe6dbf76b01bbdc8cace48f3246d632a977dff285b0a9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.238258Z digest=sha256:7bd7a6ec245454d4fc7d052766c705a94ad5bc46f4f95cc4d005c502ad6cdbee

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.244137Z digest=sha256:5a2d3f088010aad4093a21dfe4f521a1cc804f1d3cb6c2c895f7d278e23e9a44

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.249551Z digest=sha256:51e4d22a7dcf7d1c7ddfbb3f7cfdb9fb2e80d13adbdfd7f97761b214baeeac2e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.255375Z digest=sha256:d4e1889ffd72be76634327ee26013e6dd899ba6ac35fdded05a8a3b6f936ea86

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.261127Z digest=sha256:6eacab793ed5fb865d235eebf5256ae0db8f660b6bc8f4fa01f0f02861ce1b17

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.268113Z digest=sha256:430b2c2244843ca43a71cd89da22740e162ce9171794fcd616031483d0df27cd

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.297264Z digest=sha256:3028fbccd37fcf4674fab4ba68dedabe4563da40fbad53c9df3768bb7d81d0a6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.304142Z digest=sha256:e5cd2869226a8fdde83840f4747fedee50ea288bfcb48b74d93383f2d674720e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.312728Z digest=sha256:6c5eb702d707710e178a896275a70aa639b7ff68a83664a2c8823e28ddc2f36a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.319155Z digest=sha256:7054afdbf360718287dca0231ec8c453966b312adcc791d079a18a51526dcccf

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.326620Z digest=sha256:db90547a77fa58a36cedd67e122c9abc82668094ba3617ec7669d2abdacc89d4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.333248Z digest=sha256:ecc644f5833f229fa889311236fb18b7c11a091c0696caf24aaf71af6a68f445

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.337965Z digest=sha256:fcbd266b76ef19faefd1e2043bec4275d4826eb3d95e44ab9d0499a03f7c08f0

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:b025f8fad66ddf5605e20089bcf579f9e8366d8dd3b191e917c2ce857c3ac5fa

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.354333Z digest=sha256:129d1fd5120a5db4ea962e7b6c12bab8b8f748b71a6b2da48b7f80af2fa847ac

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.366872Z digest=sha256:ae686cd98c88620185b38c73303414d6d63619dee53d5ed084a2f2b94a7ad0e8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.374666Z digest=sha256:579624b057fee28d0eacf9b57ed9edb7ed5aba9b99e422b5e57e03d55be2487d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.381352Z digest=sha256:3e7c5207b4772deead8eccf0162028a7fffd1255b6ddb88928e643239a14c0ff

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.393038Z digest=sha256:b52fd82a5294eb6b362ce06d38470cbf14d70e29cc2957987b3009cd6cd06adf

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.398422Z digest=sha256:72900455fd1cefa804294d7fc9b2197a71694140fc8a604e90e68b717724c473

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.404587Z digest=sha256:e3854b504cadecc45fe6cd9f258292ef5969bcd2483109008b47115a8291ba1b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.410380Z digest=sha256:43eb9cd8615131ccf2e608209e34c2a0b7a435a956ba42e6eb1a3963086db716

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.430011Z digest=sha256:a56323105ebeee3aca26da33c49ab6233ac225987abffa66d59e9eb995271d89

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.435873Z digest=sha256:60e2f08629b77f2862415b13ca083809ff3b60ed73ed849653173dd815cad1a5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.441601Z digest=sha256:c9fa2bbdccdffc84e42260830e6972eb14b7ebfe2607db5b7728cb62125c553f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.453358Z digest=sha256:bb8b953f09cee614b709a13f4b46e7fc13aeda64430e50a73094831e176531f5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.468204Z digest=sha256:c78566ceaabe88320e45d15c9480f868e7b9faf83f867c2bede2a04d035384b1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.474192Z digest=sha256:4f02d7d75e95de2d7750674fa6d81af5698b66fccb679b354302e3e32ea7c14a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.481413Z digest=sha256:a79138799bb3a76353e2a9916d6216293411c58fd1abff467685a3c90d36dbac

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.488571Z digest=sha256:557a7cebc0afa78480bb19ebbba4750d4519dd6d279571b18832106bb3cf5b1b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.494728Z digest=sha256:dd7c2fd9c60fe2ba3daae3f5d808cedb59a5fbe0ae66e9ba55c196dafc3d7dfb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.500658Z digest=sha256:0b4e666b2eb8418ffe5a441ef1a1f650e9621cdde339f0b0ae265bff3bd53393

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.505943Z digest=sha256:24bbafe0b9ad5fce83626a9c764277accb7f27f6742f10fdca21a2dc9c55e11c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.511331Z digest=sha256:784b913499e73af8310586298484df40e1e549afda0b37c5852cd38a15be8484

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.517894Z digest=sha256:1351dae9e9e1b42a8ae4d1dac45369d75a375a9e9231d13591e534f771cfe879

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.524204Z digest=sha256:b5c6885f7dc16a52c961a0ab0232db1681b673733348a8b7e2d31f145be09a96

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.529218Z digest=sha256:4bbbf3f5f598dfae6ffba355f736e6afce910cfa8603efc1dad747fd0a92af4a

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:bf52c6fc2e5f73359951d8edee570a40f4b9df60efcf1d92b5713be31b3ffc5f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.545528Z digest=sha256:84e303763cc8b993b75659bdc5d66548b529d6cdf435810a19090949e7e0c698

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.534484Z digest=sha256:d60afd5e8130053498ee935ec40cf0314c7128c95f520f28b0f36799ab95da08

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.556796Z digest=sha256:783c6d6ee9df70189ba8da30895ba47199117c31d6376f20d9addcebc30eb0ff

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.562023Z digest=sha256:976ca3119eba2dabf8e46d28962dbb6f8d6aa15f0c1903d58aa7bc6c910b6e98

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=sha256:8d9e4a963f53c1336b9e386f668ce4d9af5c95f53690350724c56e3b348ec32c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.572914Z digest=sha256:0e0987bde272da7881d244a0348531e1662587e8f4c03456f384bb894ae479f3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.578271Z digest=sha256:4a38df186c5b2444153bbdf8f183f0076f00644065d54e0239687dad86957ea8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.567660Z digest=sha256:5d724f8de84504e5cd9e4e1382c5cb85b99d03bcab871c8fcc32e04dd321613a

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=sha256:239d39c405de3ba3f60449a0f63e2f221d1637578369a426e5a56679925e578b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.584718Z digest=sha256:b7946beb8c90a98859f0618be3e29b1e528e5ecab5290edb69749c87e5d48fcc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.617187Z digest=sha256:1c7390450cbd3b0430910dd7feba59c4e8a2deaf475ec950b3801d2e3a027e0b

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:e5de8f8324c797d1450daa85b97461e5ff068ab10a063063d2b01f44b3fb886c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.604333Z digest=sha256:616145b55244771a1ede0149b134303c17ca2b0a15ed6779d12af4ec609e2883

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.611304Z digest=sha256:87dc6092cb20c8f34dd88cb89a6c1fa651408afc4711704695989df193e4020d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.639644Z digest=sha256:ca39c0491c71ff48b4f5b510eb1b500ce228d9a3f7c541c04f2822b51ace5238

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.628276Z digest=sha256:70d1a7f17f7f18791b13bbe22cc9346d94636ccc40cbe3abc6a5b692f7017906

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.634321Z digest=sha256:f9f4142ae8ef4f1c49a89830ec112614bb0dff2e68f8498bcbcbfbf1c73c3930

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.661145Z digest=sha256:2baa6a80edaf25c7fd82f60e8bb0cdd7ac68bf545e868b17f2bb0295371560e9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.666022Z digest=sha256:23b7d637125d89f2f33077ec582a22f9c4305cc14a9071e0cb979b346c5b9741

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.650636Z digest=sha256:1334ec88f395e72cc21276b2eb81a8bfe9b058f0a11fc5cdf4bf4f512b23f455

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:ed67f88a43c28e54214fcfea46cf17fa092effaaf72e30bb306d222b21b1f892

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.387487Z digest=sha256:f5183387ba2d779ca80c2a0c163682ca8bbaa995004e6f7531771517a6e37f13

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T15:22:13.460303Z digest=sha256:b9f962607fcd7e9c0081eaf199ad5a6dd3355fd65394f9207e2ca3f708649df9

Pith citing papers

No inbound Pith citation observations are available.