Paper Citation Record · LEDGER

K-ON: Stacking Knowledge On the Head Layer of Large Language Model

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2502.06257.

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

pith.paper-citation-record.v1
2502.06257 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T16:16:36.698912Z

measured 51 of 51 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

51 of 51 outbound references displayed

verified exact2
verified fuzzy1
unresolved47
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f54fbe8-50f9-4049-b162-189d8aad7fb1 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.519802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d942a0d-77c1-46e9-b53a-10bed9102918 · outbound

This paper cites write newline.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.529674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3a5b5be-25c4-4b03-b5c0-abf0a25b65a5 · outbound

This paper cites GPT-4 Technical Report.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.535029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e5b725-09aa-445b-9772-c184b6ac1a13 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.193057Z

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 4269d2fe-ffb2-421c-adba-2c2685c5170d · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.543407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90c26cf6-0175-4020-94da-6491bd6c437f · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.184545Z

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 f0b912d5-f39a-486f-b6c5-20cf5fa57e03 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.175043Z

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 7796b474-d29a-40aa-92e1-7699108d954b · outbound

This paper cites MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-08T16:16:36.901236Z

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 c38c2171-3e12-4acf-a44b-5a5915be9d86 · outbound

This paper cites Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.559809Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f892a6de-9cf8-4044-8e6a-677c49e30711 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.166173Z

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 bb21d432-2127-4d79-994a-72075d2fbc2e · outbound

This paper cites A Survey on In-context Learning.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model A Survey on In-context Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.568182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c2612f-f083-4353-a929-128996e4e197 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.157307Z

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 8f7d9997-4770-474e-8b70-d3a9e1695296 · outbound

This paper cites Better & Faster Large Language Models via Multi-token Prediction.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Better & Faster Large Language Models via Multi-token Prediction

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.576055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0018805-22ac-412e-85e0-6fc92210dc5b · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.147068Z

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 b5536b72-5bf4-4ba9-8adf-243308dfac7d · outbound

This paper cites MKGL: Mastery of a Three-Word Language.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model MKGL: Mastery of a Three-Word Language

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.583477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df841d8-7e07-439a-ab48-b73148e3fecb · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.137624Z

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 e92d0d57-5c33-434b-aa3f-cb2bf2ba8039 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.128196Z

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 91a655a2-6acb-4fa1-9f1c-babcf8639527 · outbound

This paper cites Distributed Representations of Entities in Open-World Knowledge Graphs.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Distributed Representations of Entities in Open-World Knowledge Graphs

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-08T16:16:36.852620Z

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 d9927123-422e-47fd-9528-95face7d54be · outbound

This paper cites Unleashing the Power of Transformer for Graphs.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unleashing the Power of Transformer for Graphs

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-08T16:16:36.837885Z

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 94fe6f9e-d039-429c-85d7-6a3374007742 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.117671Z

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 cf0b12d9-f901-4564-bee4-0a5a706c194c · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model LoRA: Low-Rank Adaptation of Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.604600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e64e88b-dc7d-487b-ad39-6844a4f26b71 · outbound

This paper cites P.; and Ba, J.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model P.; and Ba, J

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T16:16:37.106478Z

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 104e977f-7935-4d31-832e-92f211e399a9 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.095817Z

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 9a37f950-ae8d-41ba-95c1-df2c4337a0e2 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.086044Z

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 6b560982-fa4d-4a76-800a-6a77ee8eb037 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.075784Z

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 d4658a4f-011e-4c1d-90a6-d3431f7a6693 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.065713Z

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 4e75e512-cd77-4834-bee2-b02ced2d5ba6 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.056100Z

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 dd6917ad-6204-434b-94eb-52818003a7ea · outbound

This paper cites Large Language Models and Knowledge Graphs: Opportunities and Challenges.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Large Language Models and Knowledge Graphs: Opportunities and Challenges

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.625269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40e01754-1723-475a-98e7-eaf786e1dd05 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.628896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 047c7e06-03b5-4b3e-bade-18232b762d87 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.041520Z

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 96a2dfa9-f558-4784-a482-defcac628b5d · outbound

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

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.635408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9f3ac37-4ef0-4d72-893d-7fe1a3d5f3a8 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.033006Z

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 e48bacb5-656b-4f46-b13b-e89a205807de · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.023245Z

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 ebacb04f-27d0-4379-94e5-a0873ec6ebfe · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.012660Z

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 9cae55ae-873d-4a30-93b8-7beff9e69297 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:37.002176Z

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 9e9d2a5e-a32b-49a6-9030-fc35f4eed1da · outbound

This paper cites KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.652322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd420d59-7ae4-4c24-9510-750bbe66e973 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.990991Z

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 5c0a5d46-86cb-4bdc-a21a-210c858b7bd7 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.979346Z

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 14641152-a1cd-4d94-b322-31eb5dc2f8ce · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.969219Z

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 545a5095-6f25-4090-8e4b-f1b9c0943222 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.959989Z

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 a621102b-5b3a-44d4-b485-5543006f219f · outbound

This paper cites Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.666495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 808b2086-3abf-420a-b2a7-19f220692445 · outbound

This paper cites KG-BERT: BERT for Knowledge Graph Completion.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model KG-BERT: BERT for Knowledge Graph Completion

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.669355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed9d5922-bb10-473d-a985-c1968e4875f8 · outbound

This paper cites Exploring Large Language Models for Knowledge Graph Completion.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Exploring Large Language Models for Knowledge Graph Completion

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.672396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8148078e-b3a0-4ed1-84e8-19db4a7bb3d1 · outbound

This paper cites KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.675111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca197bd7-0b1e-4624-8654-f511b2331192 · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.949671Z

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 5ce91a5e-4808-4e05-b286-0166e9eb337d · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.939503Z

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 79626b68-a851-403b-acc9-dab416d9ef2b · outbound

This paper cites Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.684256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 098cca89-c7d6-4286-a40e-8bf728cc603d · outbound

This paper cites an unresolved cited work.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-08T16:16:36.929482Z

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 153fd660-4738-4a9f-8bc2-2f55c3a2d946 · outbound

This paper cites Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.691769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50039150-e816-4462-a8c3-0a34b6ba004c · outbound

This paper cites Making Large Language Models Perform Better in Knowledge Graph Completion.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model Making Large Language Models Perform Better in Knowledge Graph Completion

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.695205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd8f68d1-ee43-4123-a196-9f6676113b39 · outbound

This paper cites LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities.

K-ON: Stacking Knowledge On the Head Layer of Large Language Model LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T16:16:36.698912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.