Paper Citation Record · LEDGER

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models

As of 9 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2506.00445.

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

pith.paper-citation-record.v1
2506.00445 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:08:23.944411Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

verified exact5
verified fuzzy1
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba6ffa71-d422-4b69-a3a0-b54832844f49 · outbound

This paper cites online" 'onlinestring :=.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:20.418293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d6c6e6-3745-4aa1-aedb-5faec6ddd1de · outbound

This paper cites write newline.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:20.512724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52c20a34-7eba-463f-98ff-41a0705a4507 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:20.632415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a6a51d-60b3-434a-853f-ed85cfd2fda0 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:20.713204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d80fe826-25aa-460a-8dcc-3d7f9e31f6eb · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T12:08:25.079261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5bbf238e-6c8d-42ee-8760-54b16688aa3c · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T12:08:24.796926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a19e1249-c53b-4c89-9fbd-9c7bcbd30563 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:20.996765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42606301-4374-44e1-865a-50050bb23e9c · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:21.110360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ed63b2c-f5b1-4824-b3c0-beaf1b4a49e9 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:08:26.614741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4a59adc7-96fc-4ab4-879f-97546fd36fe3 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:21.331113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63078c5b-ad44-49ad-8b29-18d4ea97bf19 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:21.477611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a9871ef-ded0-4172-823a-ef752a785221 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-08-07T12:08:24.597698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 17548f4f-f5ed-4202-9c71-9088577f8e9b · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:21.729958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eecbece4-ff08-4f0d-9260-4e2743da87ed · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 14

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T12:08:26.010307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc56178b-d573-446f-83f5-8c4e17adf63d · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.008959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27cb393b-3b2d-4c39-bd97-f5101203d319 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.108298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 985bbb7f-8d2c-4874-8e6c-f79dca591550 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.213441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb9d88d2-f30e-4a23-87e0-f2fa818771b2 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.350835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 048b8669-86b1-4d22-b674-568c1d96194f · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.421705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0cf344b9-c80d-4c4e-ab32-7e06e916ea07 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.522210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24e89105-c279-495a-bda2-85a42bc144c3 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.612290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 372cab7b-e015-4bd3-9c96-95f572a77179 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:22.728731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 026ad43e-1eb5-40ef-a733-d47f40df6988 · outbound

This paper cites Suchanek.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Suchanek

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:08:26.343077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7637f7ef-cfa9-4bdd-8c54-589093bed5d8 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-07T12:08:24.233593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d80fec9-1674-4926-8a01-3a469a7d1455 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:23.158582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 542ddaf6-20a0-42ea-855c-07b226ae4ccc · outbound

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

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:23.329498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af6561d-e26a-4fd3-880e-12dc77eb133c · outbound

This paper cites Chain-of-History Reasoning for Temporal Knowledge Graph Forecasting.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Chain-of-History Reasoning for Temporal Knowledge Graph Forecasting

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:08:25.343107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a63ad046-bc06-4d2f-9761-e6f4cc0a1c24 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:23.655273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b92a194d-3ad6-4623-8743-7bbe5060c392 · outbound

This paper cites an unresolved cited work.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:23.756796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4554762a-e0ec-40e3-b4c1-6d62c3e2c3f5 · outbound

This paper cites LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models.

G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:23.944411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.