Paper Citation Record · LEDGER

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning

As of 21 August 2026, this Paper Citation Record lists 100 of 145 outbound references and 2 inbound Pith citation observations for arXiv:2501.01124.

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

pith.paper-citation-record.v1
2501.01124 v1

Coverage vector

measured 100 of 145 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:38:29.020376Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:12:30.737716Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T08:24:26.894608Z

Reference resolution

100 of 145 outbound references displayed

verified exact3
verified fuzzy0
unresolved97
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ee6e08b-4d89-4093-897a-a79f75712890 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.398594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533a59ea-7001-4059-b77c-f6e0ea7c274e · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.405299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65f5d6a-a13c-42e8-8100-ea758ce7c9b5 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.410564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c794e44d-fd6d-445d-bf0b-cf7532b274f8 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.415133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ff392fe-10a6-4ef2-8315-157962d3ac47 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.420825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16a8f01b-4724-4a37-b040-4ad1f6134efd · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.425330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ac70965-9b60-4fec-ae66-8e8e513d9a13 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.429261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f5f0259-7d59-442c-a26e-cfb643e111f8 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.434045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16fec865-0aae-468f-96f9-37ac79c0fc00 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.438709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e62f6ebb-8096-4596-b06e-c551911d876f · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.442680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 882ac75c-9a90-4289-ab9d-75114aa6a0ce · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T22:38:29.990084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 197248d6-f8c5-4cde-9616-4c8eeec71e85 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Semi-Supervised Classification with Graph Convolutional Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.453454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8261bae6-f816-48c2-8ce3-2c921ab50103 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.490890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9db2fdf-b9f3-4dbc-b99b-53ff7d192e7c · outbound

This paper cites A Survey on Oversmoothing in Graph Neural Networks.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning A Survey on Oversmoothing in Graph Neural Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.621035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8df280c3-6dee-4a4f-b51a-a0bffa19f31b · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.713590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29778678-d9b0-4f15-8ea6-dce4331b5b8f · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.717292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e207725e-f34d-480d-ba2d-ae4d54eedef9 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.721723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97c1bfe-3e5f-45c5-855b-18e510cacd6a · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.727032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8fa2035-9b5c-48e3-b84c-0ab4d886776d · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.731107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57deb4d9-3c7c-4b4c-bafc-bc7b75b73573 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.735364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e8fcd06-6544-400b-8124-e7687df67f71 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.739868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f9a0d0a-a1e8-44f4-91e7-9c6ff5020e9e · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.744105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06b7ee8-8d1d-40e1-978c-f43ec467235e · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.747647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1155e572-ec10-4261-9c50-b463b17290f7 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.751379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c4f6906-0480-48cb-a2d5-4aef5a2a8492 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.815750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0db8d56f-160c-4e5f-a77d-5be6f475eb61 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.857892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72b9c9f3-73c6-4371-9053-92bda4bc6619 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.924144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34204ed6-9c28-4f5a-aefe-fc8df060bec0 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.928030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832c3a0a-43ca-4a90-81dd-1818a70a208a · outbound

This paper cites UniGraph: Learning a Unified Cross-Domain Foundation Model for Text-Attributed Graphs.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning UniGraph: Learning a Unified Cross-Domain Foundation Model for Text-Attributed Graphs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.933265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c8ebc7-4bd1-47bb-ba0c-9edf396a97ad · outbound

This paper cites KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document Understanding

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:38:31.118864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bb89198d-537c-49ec-8fdf-d5228cbf60e5 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.941744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3faa7f63-c9bd-46b4-80d0-2a4526d68fc0 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.944951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72e96b6b-0c69-4aa9-9d47-249c7aacc1d6 · outbound

This paper cites Graph Foundation Models: Concepts, Opportunities and Challenges.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Graph Foundation Models: Concepts, Opportunities and Challenges

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.948865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6341a927-41fd-47e2-a495-7a7426488e36 · outbound

This paper cites A Survey of Graph Meets Large Language Model: Progress and Future Directions.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning A Survey of Graph Meets Large Language Model: Progress and Future Directions

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.952961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa19243-b0f1-4a4a-8969-5edbc5762ab9 · outbound

This paper cites Large Language Models on Graphs: A Comprehensive Survey.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Large Language Models on Graphs: A Comprehensive Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.956868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f78ee57-11fa-4957-944f-34c6b4c749d6 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.960215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d82241e2-3299-461e-82ec-a8d801430fe1 · outbound

This paper cites Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.963649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00420cea-e0cf-4502-bfc7-0dcb8dd128e3 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.967086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 742804a4-9c16-443d-8349-3e1bf9a09421 · outbound

This paper cites Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:27.970549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78ea078a-73c4-4f5e-a3c2-5199d3474507 · outbound

This paper cites Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:38:31.013359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation da381df1-f5e6-4fd1-9624-a76f589fb1fc · outbound

This paper cites Graph Machine Learning in the Era of Large Language Models (LLMs).

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Graph Machine Learning in the Era of Large Language Models (LLMs)

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.156700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeb45850-6964-41d1-a5a2-b882c49268cd · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.250242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7339d63-ffe4-47e2-b5f9-4cc6dc4f8ff4 · outbound

This paper cites Can Large Language Models Understand Context?.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Can Large Language Models Understand Context?

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.254741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e22c12a-2cc8-4dc4-b7f3-da74eccc5481 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.260191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcff61a8-3ea7-4695-ad75-6310a511e494 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.264645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99e071e3-bb3d-4e53-8ba9-6e405782d032 · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.269114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e6e445e-f254-4ec3-a397-37307a6245ee · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.272956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13096c7f-0332-4677-ae34-5a99df5b68bc · outbound

This paper cites How Powerful are Graph Neural Networks?.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning How Powerful are Graph Neural Networks?

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.277597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad902187-cea3-4d33-af82-1646dc3bf9ec · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.282514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21333ed6-3128-4942-87f0-d91ae3aa1532 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.286100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25e49ac0-45ff-4cf0-8b9e-f01909adf8ae · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.290316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddb3ae48-686d-415a-b698-9908e8205b13 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.294372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f969553-c3e6-4008-a358-ac3172f5e275 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.377878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c601676d-4244-49e3-a619-cc32e6b6973c · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.451253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 329a763b-b6e5-4bda-ac0f-4d44a56a5eb5 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.455426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166bd87a-69ba-49c2-bfbd-c9e97075d8c4 · outbound

This paper cites GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.459861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2a217c4-b3c7-401a-b486-9c1c5a757e07 · outbound

This paper cites Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.464184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2c0d691-ce60-45bf-a985-58edaf5dbb78 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.468895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fed611c5-c638-4f44-a286-b397a7ebe2e5 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.473099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fa38970-2b3a-47ee-a2c8-ba5192d8d989 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.477663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14b2a271-2144-448d-bbfc-d63b358ba462 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.481483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70c560f2-b556-4b99-86cf-f2f64b7051ae · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Rodriguez and Peter Neubauer

Reference 62

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 63

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Observation 239bcd3f-faed-4dab-835a-ac202eb574e4 · outbound

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Reference 64

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Unavailable: canonical work link unavailable.

Observation b19deb2b-ba81-4d70-9c33-7ea4350fe6d4 · outbound

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Reference 65

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Unavailable: canonical work link unavailable.

Observation 60e5f77a-e662-454e-96c0-248bcc971bf8 · outbound

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Reference 66

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Unavailable: canonical work link unavailable.

Observation 67b905dd-e3ba-4d7f-b050-60d16a0701ba · outbound

This paper cites an unresolved cited work.

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Reference 67

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Observation 8b82f3fb-dc69-4f47-af45-fdcef7ccacc9 · outbound

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Reference 68

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Unavailable: canonical work link unavailable.

Observation 9a1d6e6f-4e7e-4930-af88-0766554255ed · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 69

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Unavailable: canonical work link unavailable.

Observation f9753689-eafb-4f35-8e95-2efd01f34d76 · outbound

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Observation 65c58387-5e97-4e43-b8fd-074a55ae2014 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 71

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Unavailable: canonical work link unavailable.

Observation 135e8cf3-9b73-4c03-8a67-06c062bef0a8 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 72

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Observation a987fa01-f151-4c57-828f-701fc2dce539 · outbound

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Observation d8a7649f-5d74-4239-b705-66d495b25407 · outbound

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Observation 18e387f6-0bc3-43cd-8497-1c59397436f0 · outbound

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Reference 75

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Observation a3849cf1-5196-4c73-ac20-155214af826c · outbound

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Observation 094f8e63-5a83-494e-bb7e-cf5d2f41bd1b · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 77

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Observation b6d1feb5-2203-455c-bdf1-30088d57a65b · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.742411Z

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Observation d0760a97-b497-4fac-aef0-273309f524a4 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 79

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Observation 0a623926-719e-435e-9475-ab79650467ee · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.750025Z

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Unavailable: canonical work link unavailable.

Observation 3a596b68-ff1f-4bd0-b4a3-77ac542eff6e · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.754266Z

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Unavailable: canonical work link unavailable.

Observation fb110f16-38ef-427a-864e-58ca3783670d · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.758311Z

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Unavailable: canonical work link unavailable.

Observation 06a87f68-4b77-4fc2-b82b-163b597fe0ad · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.815812Z

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Unavailable: canonical work link unavailable.

Observation 850268a1-50b6-4b53-920a-baf7b7ad0d16 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.862637Z

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Unavailable: canonical work link unavailable.

Observation 2b33f07c-0a04-4281-8980-db6dc287d1df · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.879728Z

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Unavailable: canonical work link unavailable.

Observation fcd14bee-93c4-4fb2-9c29-7058f471ecb2 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 86

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Observation 9faaa749-0500-4223-8886-cc7d463f61d8 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.889134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fd869b5-10ee-4018-a396-0da7f4279288 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.894306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4e10ef4-420c-4d46-8fa9-50f82ffbc92b · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.899095Z

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Unavailable: canonical work link unavailable.

Observation 465ce6c5-5a54-46b6-9714-e7d3631bd4b2 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 90

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Observation b153e2a9-f45a-4385-8aba-b6143ff1405f · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:32.682824Z

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Observation 7bac56fa-763c-4944-82b8-cecfe06d8b71 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.973526Z

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Observation cd133c00-effc-482e-8dc3-45d23f438d7a · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:28.942089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b0c88e9-6b64-4e0b-8d1e-4eaec9ed9936 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:32.506450Z

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Observation f110d0b3-035e-462b-9482-572a65f5d39e · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 95

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:32.663635Z

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Observation 418ce219-2709-4812-beea-0360cce7c7cb · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:32.296874Z

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Observation 72eb83fa-9801-4fa3-8b17-751828094bf9 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 97

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Unavailable: canonical work link unavailable.

Observation 67b8bd52-172b-4102-b08a-3effeaa42e29 · outbound

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Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering

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Unavailable: canonical work link unavailable.

Observation e052dc5c-a8cc-4a19-acb5-e5eef4f53c87 · outbound

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Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:32.227375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4d645d30-9f6d-442c-8cf8-d42b20468e76 · outbound

This paper cites an unresolved cited work.

Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:29.020376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 03dacd68-5c3f-41ef-a492-2282de1aeca9 · inbound

Ta-G-T: Subjectivity Capture in Table to Text Generation via RDF Graphs cites this paper.

Ta-G-T: Subjectivity Capture in Table to Text Generation via RDF Graphs Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T14:12:30.737716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c07166c6-4f54-4b9e-89a5-1e497e2f064c · inbound

PromptGNN-sim: Deep Fusion and Alignment of GNN and LLMs for Text-Attributed Graph Learning cites this paper.

PromptGNN-sim: Deep Fusion and Alignment of GNN and LLMs for Text-Attributed Graph Learning Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:24:26.896529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.