Paper Citation Record · LEDGER

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning

As of 4 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2605.10247.

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

pith.paper-citation-record.v1
2605.10247 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T05:16:50.681352Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T08:45:17.011071Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact3
verified fuzzy35
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5899a473-c138-4637-9245-60c4ed5a03dc · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in Neural Information Processing Systems , volume=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.436291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 141e759c-d704-42f1-8bb3-def7063e362d · outbound

This paper cites and Kaiser.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning and Kaiser

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.432393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 22431369-d5f7-495e-b8c6-a7229ff3d2b0 · outbound

This paper cites 2021 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2021 , eprint=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.450074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 914b95e1-2976-4957-8213-37d035c401c5 · outbound

This paper cites A Survey of Graph Transformers: Architectures, Theories and Applications.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning A Survey of Graph Transformers: Architectures, Theories and Applications

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-28T01:23:24.231773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 08dd424b-3559-47fd-a1ec-e649cda420de · outbound

This paper cites Graph Neural Networks with Learnable Structural and Positional Representations.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Graph Neural Networks with Learnable Structural and Positional Representations

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:21:32.147575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e8b57094-3f1b-4dbc-b9cb-c5780e37d405 · outbound

This paper cites Advances in Neural Information Processing Systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in Neural Information Processing Systems , volume=

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.467453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 250f4516-5e92-4833-8e76-414590f7861a · outbound

This paper cites Sign and Basis Invariant Networks for Spectral Graph Representation Learning.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Sign and Basis Invariant Networks for Spectral Graph Representation Learning

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:21:32.267606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 97e59db7-265e-456d-b9b7-c093d51cd315 · outbound

This paper cites 2023 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2023 , eprint=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.457079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6eb5f8c9-dacf-47fd-9900-4046075c72ef · outbound

This paper cites 2024 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2024 , eprint=

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.428634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation af65bc6a-6161-4fcc-9a6c-523f4902bdbd · outbound

This paper cites 2020 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2020 , eprint=

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.460583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 9e6f6275-89b4-4d2b-b6e6-d0f8dcf3a19c · outbound

This paper cites 2018 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2018 , eprint=

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.440999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3c2d2531-6dcb-492b-ae96-4079b9341043 · outbound

This paper cites 2018 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2018 , eprint=

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.445199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b2e58d76-88af-408d-95ca-b5912c2cd6c4 · outbound

This paper cites Proceedings of the International Conference on Learning Representations (ICLR) , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Proceedings of the International Conference on Learning Representations (ICLR) , year=

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.453837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0e184623-7284-4bd0-92d3-9ffa6d904ff7 · outbound

This paper cites Proceedings of the International Conference on Learning Representations (ICLR) , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Proceedings of the International Conference on Learning Representations (ICLR) , year=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.464083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 80377ad2-388c-4b62-8cda-c179c7dbe968 · outbound

This paper cites 2018 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2018 , eprint=

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.420726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 949c5c8e-062c-4f50-81cd-2ccaf627fe40 · outbound

This paper cites Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Thirty-seventh Conference on Neural Information Processing Systems Datasets and Benchmarks Track , year=

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.378309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e760aa30-ba81-4184-bc7b-2c3ed8da942d · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning The Twelfth International Conference on Learning Representations , year=

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.388339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 08169ec3-b62d-428b-81fd-b403aaf6c561 · outbound

This paper cites 2024 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2024 , eprint=

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.358550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 66d97964-ff4c-443e-bc51-6c3a9130a19d · outbound

This paper cites title =.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning title =

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.404094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 70e96cc8-3d9d-4e7c-96b1-7901fcad252f · outbound

This paper cites 2023 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2023 , eprint=

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.424392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 239a9a8e-9d06-4664-ad89-ca4196dae9f5 · outbound

This paper cites Proceedings of the 35th International Conference on Neural Information Processing Systems , articleno =.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Proceedings of the 35th International Conference on Neural Information Processing Systems , articleno =

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.392575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 276578ba-dcb0-46b8-97e2-fe6bae83619d · outbound

This paper cites The Thirteenth International Conference on Learning Representations , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning The Thirteenth International Conference on Learning Representations , year=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.374289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 8fd126e2-4184-4d38-b528-a486e30d3e68 · outbound

This paper cites 2021 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2021 , eprint=

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.370392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 39e252cd-2ac6-4ae4-acfc-c70522efeef0 · outbound

This paper cites Collective classification in network data.AI Magazine, 29(3):93, Sep.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Collective classification in network data.AI Magazine, 29(3):93, Sep

Reference 24

Resolution: metadata mismatch; doi, observed 2026-05-12T05:21:23.517070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 87dc755d-5501-4e7b-93f0-d942b8b4650b · outbound

This paper cites 2021 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2021 , eprint=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.335701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation be429eea-40b1-4105-a947-8b6c1be8acc3 · outbound

This paper cites 2018 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2018 , eprint=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.347568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 468607bb-4e56-418b-a9f0-f0bf44e16e6d · outbound

This paper cites 2026 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2026 , eprint=

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.407455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4b06e0bf-7e24-4206-847b-e0fa93b91875 · outbound

This paper cites 2023 , eprint=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning 2023 , eprint=

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.400346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 62ef6b70-ca53-492d-83fd-02bef20a671c · outbound

This paper cites The Llama 3 Herd of Models.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning The Llama 3 Herd of Models

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-05-12T05:21:31.916771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 92aff3ef-abef-401c-a285-2f26b6fe7d95 · outbound

This paper cites International conference on machine learning , pages=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning International conference on machine learning , pages=

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.366531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7e118777-99a8-4d80-8d5f-80b3f0f5fe61 · outbound

This paper cites Advances in neural information processing systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in neural information processing systems , volume=

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.396577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 376a34ed-3e59-4f92-8f56-41d6bfc8f7f6 · outbound

This paper cites Proceedings of the ACM web conference 2024 , pages=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Proceedings of the ACM web conference 2024 , pages=

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.354935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation a29f74b4-3cd4-4d6a-b1b4-6365636d0003 · outbound

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

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Semi-Supervised Classification with Graph Convolutional Networks

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-05-12T05:21:31.776704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3ef2c620-78e5-4a71-bc67-bfdc71c81d5c · outbound

This paper cites Advances in neural information processing systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in neural information processing systems , volume=

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.414030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 10bc72c0-c9df-4970-aa8f-d930618c4e20 · outbound

This paper cites International Conference on Learning Representations , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning International Conference on Learning Representations , year=

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.417201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d77578ae-2b22-4e1e-a226-6acf0aa6098b · outbound

This paper cites Advances in neural information processing systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in neural information processing systems , volume=

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.351408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0bd4bad6-9770-421c-9615-241043a1ea17 · outbound

This paper cites ICML Workshop on Graph Representation Learning and Beyond , year =.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning ICML Workshop on Graph Representation Learning and Beyond , year =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.362462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6175a337-6743-48d7-97ad-185336b6c664 · outbound

This paper cites Adaptive Foundation Models: Evolving AI for Personalized and Efficient Learning , year=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Adaptive Foundation Models: Evolving AI for Personalized and Efficient Learning , year=

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.410590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 30b1aed2-eb34-4c15-b265-bae0ce7699e4 · outbound

This paper cites Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval , pages=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval , pages=

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.339563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1f64b73c-921a-4b77-91d1-6effbea242d1 · outbound

This paper cites LLaGA: Large Language and Graph Assistant.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning LLaGA: Large Language and Graph Assistant

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T05:21:31.597397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 23ceb29d-71f8-4d1a-bb2a-b30091221715 · outbound

This paper cites Advances in neural information processing systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in neural information processing systems , volume=

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.343608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5ed63007-bd88-4816-9dd6-f2c2762e8fd3 · outbound

This paper cites Advances in neural information processing systems , volume=.

Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning Advances in neural information processing systems , volume=

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-12T11:46:32.383108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

Observation 8f037576-e50f-4582-8f8f-b2da7533408b · inbound

GLM-RAG: Graph Language Models for Graph-Based Retrieval-Augmented Generation cites this paper.

GLM-RAG: Graph Language Models for Graph-Based Retrieval-Augmented Generation Teaching LLMs to See Graphs: Unifying Text and Structural Reasoning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-31T08:45:17.011071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.