Paper Citation Record · LEDGER

When Graph Language Models Go Beyond Memorization

As of 4 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2605.06239.

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

pith.paper-citation-record.v1
2605.06239 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T13:25:47.590880Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T08:45:17.054153Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

16 of 16 outbound references displayed

verified exact5
verified fuzzy7
unresolved1
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4f5fd231-ea9f-4826-9467-d518964cef82 · outbound

This paper cites MolGPT: Molecular generation using a transformer-decoder model.Journal of Chemical Information and Modeling, 62(9):2064– 2076.

When Graph Language Models Go Beyond Memorization MolGPT: Molecular generation using a transformer-decoder model.Journal of Chemical Information and Modeling, 62(9):2064– 2076

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.558912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation f597b52c-1001-461f-bdeb-8d1a025a851a · outbound

This paper cites Bahare Fatemi, Jonathan Halcrow, and Bryan Perozzi.

When Graph Language Models Go Beyond Memorization Bahare Fatemi, Jonathan Halcrow, and Bryan Perozzi

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:06.006211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 1367efc2-cc7b-4f94-87d1-7c5a5a33628f · outbound

This paper cites Graphgen: A scalable approach to domain- agnostic labeled graph generation.

When Graph Language Models Go Beyond Memorization Graphgen: A scalable approach to domain- agnostic labeled graph generation

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.562522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c9382e0b-57b8-44fe-be7e-36e790d53a66 · outbound

This paper cites Learning Deep Generative Models of Graphs.

When Graph Language Models Go Beyond Memorization Learning Deep Generative Models of Graphs

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:06.002788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c00c1d09-9781-4632-a318-b1a74432ae62 · outbound

This paper cites Kriege, Franka Bause, Kristian Kersting, Petra Mutzel, and Marion Neumann.

When Graph Language Models Go Beyond Memorization Kriege, Franka Bause, Kristian Kersting, Petra Mutzel, and Marion Neumann

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.568544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation a460ff9e-93da-4e11-8cdd-de251874a3ab · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

When Graph Language Models Go Beyond Memorization LLaMA: Open and Efficient Foundation Language Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-11T18:56:05.999890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation d89a5a74-a90b-4c51-8de3-0e6aace3ace6 · outbound

This paper cites Jiaxuan You, Bowen Liu, Rex Ying, Vijay Pande, and Jure Leskovec.

When Graph Language Models Go Beyond Memorization Jiaxuan You, Bowen Liu, Rex Ying, Vijay Pande, and Jure Leskovec

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-08T21:29:14.206879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation c0786d8d-376f-4e06-97ea-bbae02fd66ff · outbound

This paper cites GraphGPT: Generative Pre-trained Graph Eulerian Transformer.

When Graph Language Models Go Beyond Memorization GraphGPT: Generative Pre-trained Graph Eulerian Transformer

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:05.996634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 3d7b7203-cd32-4f96-9844-32e4a811696a · outbound

This paper cites Reproducibility Statement We aim to make every reported number reproducible from the public companion repository.

When Graph Language Models Go Beyond Memorization Reproducibility Statement We aim to make every reported number reproducible from the public companion repository

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.571541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 848a48f7-40e4-4f98-a9aa-dc148940cfb8 · outbound

This paper cites Mean / MaxL.

When Graph Language Models Go Beyond Memorization Mean / MaxL

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.554988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 0809579d-e4e9-4992-af01-76da059905f9 · outbound

This paper cites synchronization.

When Graph Language Models Go Beyond Memorization synchronization

Reference 12

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T12:32:19.565761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation b40f9654-b33a-4074-bb86-89dce822770c · outbound

This paper cites Head and Torsoρsit near0.91and0.97with much narrower CI, mirroring the saturation visible in the main-text single-seed results.

When Graph Language Models Go Beyond Memorization Head and Torsoρsit near0.91and0.97with much narrower CI, mirroring the saturation visible in the main-text single-seed results

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.545457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation ab3545c8-fc96-405b-bc2a-4190b4f7d50a · outbound

This paper cites an unresolved cited work.

When Graph Language Models Go Beyond Memorization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-26T12:32:19.551705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation e2660f1b-b141-49f6-a6be-acae89bdb602 · outbound

This paper cites 1.00/–” rows. “−.

When Graph Language Models Go Beyond Memorization 1.00/–” rows. “−

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T12:32:19.548709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 6767e93d-4709-4775-9cfb-e733bf69fbf6 · outbound

This paper cites ρ∩”: intersection Spearman, “ρtk.

When Graph Language Models Go Beyond Memorization ρ∩”: intersection Spearman, “ρtk

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T12:32:19.541970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Observation 9372f589-faea-4a18-84e8-2f99952ccc68 · outbound

This paper cites All-genρ.

When Graph Language Models Go Beyond Memorization All-genρ

Reference 17

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T12:32:19.538453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

Pith citing papers

Observation 1012fdec-bc36-4135-a83a-8f39e3056f0c · 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 When Graph Language Models Go Beyond Memorization

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-31T08:45:17.054153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.