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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 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.220527Z digest=sha256:34a46b7f7dfb518dfe9dc65243aff85a689464f64407e6ab25f38d5a76e9781a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.226685Z digest=sha256:d6651b155e5badf71964dc766e6f7a4d44ff3fd1ef51fbea640a60fe4febc921

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.232780Z digest=sha256:58311fd61f1d05046af104f1674cfb071311aae11eeb0519af39a7c53ee00c8d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.238258Z digest=sha256:aee9f76daa8a5052b88ac6d11a866d57e1a380564a3159d293733f680e89db79

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.244137Z digest=sha256:ac7bba2320f7edf835301f76191e90aec54f1f684cff09b09d3e11a5094b5a20

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.249551Z digest=sha256:d9b8918f800b9ac60e3a595f5ade79fb60b27d82e2c6a266778e25b669ea47f7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.255375Z digest=sha256:9a9219f80507d53f9d2411739031b6cd587a736bb45463506145fd34c096ada7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.261127Z digest=sha256:d76ac865ecbc64e2a78c38ad18d91b6a043bb3f46436d8d6935c0453d819cb2f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.268113Z digest=sha256:15b891f8430d12d736413aa55281fc86cc6755cf008b8cd02c188b9cd19cb160

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.297264Z digest=sha256:31b5e001e80a16b752de3fac1a0c910419ed6ccb735412d2c33c1ec93ccc93ff

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.304142Z digest=sha256:455c2b4b20b5d9cdc120938660b9fdfc7e57fc4bbdd2680fe75da23115cd7422

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.312728Z digest=sha256:362a0cb1c45f05b70dd2c91e45932ded7bdecc5e8b4cb1d92c84ee36b74e0780

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.319155Z digest=sha256:09bfaacc7ee0ffaed8d43cff78da9d65e5fc83290a01a2d551662d2541eaec25

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.326620Z digest=sha256:7d891e50bce9346fc9d23605791204bdd06afd6172e14115e842c9653357a484

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.333248Z digest=sha256:4385b1d387ddb1fd963e31a99c410835d4badc8aa23d2a5c16d3a146ec41b0a3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.337965Z digest=sha256:c1890b8328a02ad97ea049e757151411e3ef4931f13693b07182eea6eaf8a88e

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:c6de40f137e64dbb94dd412462f1f31f2f0fc4b505321435903c9e968512ad1e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.354333Z digest=sha256:0302192ed102951557cee8279f11eb8a1f6ce66d17f1f3e7fe81d4fe2eef4914

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.366872Z digest=sha256:b5199002f81d3c62f9845aa1b92ada73b162c9faefaa3bdfeb200c84510e184e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.374666Z digest=sha256:43f95ea733bd0b01888c197ebb11546f568e7219814342c3995a5be0b5610364

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.381352Z digest=sha256:12cd6290862284341118801c4b1e81a44ce41623201d75ad32bc3d02ba358c50

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.393038Z digest=sha256:812bc84c2e003b2768dc87f29e3c09c3a62cec08e3024aa84d4a901b152c6e40

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.398422Z digest=sha256:366297a0f19dbfeb6f6efd820cddaa52a36c1acaf650997b765df06bfc8a09bc

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.404587Z digest=sha256:aae6b8e6cd9184362896d6d4eca3c04cdd29465d573482e0fe3ade44fa5701bf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.410380Z digest=sha256:ea8bef0305b61cc4a5be8321c4b683e6cb686a49553f40979f9a2a698abd5c0b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.430011Z digest=sha256:824b9dec0e47c323a4a5b2b485db973d3d7b3f2fd3a486411465ceb95953513e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.435873Z digest=sha256:4194cfee0cd8289d1d78a77d991d92b24c5dfa9f29f17f5ac95e7496fc7899f7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.441601Z digest=sha256:336c22120b96964491323f745db1a55f068e6302f51afead9c03b8e72d932123

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.453358Z digest=sha256:7598ae30538a6c61da5407bb9b9d17a76b9706af405e3e11532ee52f79a50ba5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.468204Z digest=sha256:70d19f0e0286eb3e6120fdb5a910fcabaada3017c43a6b264f4e0ec1297dfb65

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.474192Z digest=sha256:ea31c06ceb47623c81c1be9f7bae5355fedd10f38d9dec5a96a525d840b6205c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.481413Z digest=sha256:6e3f9026712f2d3d5142eb0ceae5db8c690c676b5dfb419bb9f51540da3f4ac5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.488571Z digest=sha256:92e5fee95008f34dde19f8d660210f55b58639f546827859830b33243c8ec84c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.494728Z digest=sha256:a145291a53b8827714f8c0c0859c684a25c1cadacdf93105b6ca5964bfd7a5c5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.500658Z digest=sha256:f35e0d6d8741b82438808697f8a90b0295b2e98984e331bc4a03bf4a90483f02

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.505943Z digest=sha256:fab13c4e5955e527ec86dc6effbe4f6799ff11239a180249c28bf34ff56b2759

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.511331Z digest=sha256:60e6b079f733208e6b3ee4b97c68752f8cd1baf80c8dff534bb5171ebb179b32

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.517894Z digest=sha256:059d9a959ed798617a1d68f630310254027a30b7154490782cebdb03ae61578a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.524204Z digest=sha256:71568e587adfa781bbfa2828c8909262d2b5f95b0109cfb5dffc4d5bd65119be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.529218Z digest=sha256:ebd01e546290d0b5495d43b21feb0b3917ee7f140e96b54b73aad176e126d16c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.545528Z digest=sha256:7fa25a7063e080a9a82462e4abf4516bda61ba6d183dc63e7cfec3d285b69bfb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.534484Z digest=sha256:79762daf42f446cf35ea8dbeff3562ead67cfc31d472639c992ee76ca57d9505

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.556796Z digest=sha256:e988afad810a046006e2d96c17fef7f14f1b453243e1a2c039eb9c58fc924f7d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.562023Z digest=sha256:a6951483f0bbec5510225b1782923103c48c739d81d7b75a3908ae6a835738c2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.572914Z digest=sha256:8563b59208b22df7446c7560b4d7f2d801aa4eeb9dc1bc69f5d6fea893e517bf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.578271Z digest=sha256:d698aea78beb0222d137b6599cab460a0011557761a0a4c9313e8affe6d5bbfd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.567660Z digest=sha256:f5fdd2d6e8d3231de4a76d280edc5d6445c4c56b32d39b8f1e437ec8a617b644

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.584718Z digest=sha256:e7151c52ec42f1ac26343d8ec9849872fcbec86a87bfa671fff4bee36fab32ec

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.617187Z digest=sha256:1fbf8714222ad8cb937720a1e9ae281609a03421417e7ef6393710b02e6e60f0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.604333Z digest=sha256:67a73238b5e147ad5b746ab72548c91c364f616bb134f0d21d87d5ed0b75becd

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.611304Z digest=sha256:076474ce41f4af9865762563ea4fef55134caf884743d9fb03870e928f66db05

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.639644Z digest=sha256:b1f73772484da9f345ecd85c92f91723d25f5b42b85e93d57cefb0ba36e7dbbe

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.628276Z digest=sha256:831e7967920e6b3ccdd0b42123c5be818890ff8e21fd548a847d3adccb9d38f3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.634321Z digest=sha256:770cffe41ba02ecd0aaf83510c7baf6ef1bebed893cbffb1137b8b6f1d6f1d51

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.661145Z digest=sha256:6180778e855e9c02457424b6ba73355569aaf256c9cd39eaa7a9b28e32ab2e1a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.666022Z digest=sha256:59bff3721771329c150aa4915db733229526bb32f30c1dc51c2811b784a2d479

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.650636Z digest=sha256:f59f8db2f285a3db943c7a391cab48a151b3150f76bdda55ecd662af8c9f2ad2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.387487Z digest=sha256:e156dab31601f3a46dd6eda67a65c825fb8776b8dae1714da032f11f5f41855d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T15:22:13.460303Z digest=sha256:1368fa9d2d93f7c30679a16ba4bf383a71354e1a646b833f3e69ec592610fe99

Pith citing papers

No inbound Pith citation observations are available.