Paper Citation Record · LEDGER

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

As of 9 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2502.03199.

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

pith.paper-citation-record.v1
2502.03199 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T05:37:08.101085Z

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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:03:51.776155Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:03:54.481002Z

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy0
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 383d3c87-7b76-4395-884f-f7729bd0e91b · outbound

This paper cites Qwen Technical Report.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Qwen Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.772309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1545b44-4e42-4592-83d6-9dde698b240e · outbound

This paper cites In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.796729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08ea832c-22e7-40c8-93ca-85bf46c86174 · outbound

This paper cites FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.824917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 344e3ab0-2940-4832-bab9-89af480cb97a · outbound

This paper cites DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.847175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d464585-fa4a-42ea-ac16-eae0c2fedb5a · outbound

This paper cites Overthinking the Truth: Understanding how Language Models Process False Demonstrations.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Overthinking the Truth: Understanding how Language Models Process False Demonstrations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.873213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1091a460-1ef7-4820-ae98-c9dc3c8e529a · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T05:37:08.618512Z

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 3be5c19b-3d55-4a31-8068-0d851212a0e1 · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.892687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8a61e99-5822-4730-87c7-e11b23f492ef · outbound

This paper cites Mistral 7B.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Mistral 7B

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.897939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16240d6d-2c24-4f95-b73b-988201e6314c · outbound

This paper cites TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.903481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 155e39a8-3b65-4783-b050-e61b524a6595 · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.909007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80e2d8be-d3f0-436c-a346-829768ece3e1 · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.914393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5570255-7bdc-4c43-b23f-5fe99d2e1078 · outbound

This paper cites Contrastive Decoding: Open-ended Text Generation as Optimization.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Contrastive Decoding: Open-ended Text Generation as Optimization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.919433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6da5d74-84f9-497a-a4d1-7e653a3f638f · outbound

This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models TruthfulQA: Measuring How Models Mimic Human Falsehoods

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.924761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df65717-16a5-4af0-bc62-4eba90a4ca4f · outbound

This paper cites Generating Benchmarks for Factuality Evaluation of Language Models.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Generating Benchmarks for Factuality Evaluation of Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.929837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad91379c-a3d8-4f0d-9ac9-236f73d24513 · outbound

This paper cites GPT-4 Technical Report.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models GPT-4 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.935061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d029fae-5f19-4212-bc91-06069993e36f · outbound

This paper cites Self-critiquing models for assisting human evaluators.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Self-critiquing models for assisting human evaluators

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.939989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 133cc4c3-4ac1-4935-b923-bc055480cc3c · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.945638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f425bbaa-f995-447c-97e7-ba5e02887d86 · outbound

This paper cites Aligning Large Multimodal Models with Factually Augmented RLHF.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Aligning Large Multimodal Models with Factually Augmented RLHF

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.950296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aa5a76e-e2d8-4f12-9138-fe0b2fcedd27 · outbound

This paper cites Fine-tuning Language Models for Factuality.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Fine-tuning Language Models for Factuality

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.956445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee18bf01-159d-4864-8493-e4f6a2331134 · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.963232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2212c5a-857b-4970-8202-6b6948cd88bf · outbound

This paper cites Alignment for Honesty.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Alignment for Honesty

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.969114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa713c8c-c207-4f65-a914-a36f57955b2f · outbound

This paper cites TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models TruthX: Alleviating Hallucinations by Editing Large Language Models in Truthful Space

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.975587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b5bb8a2-444c-4bf0-a349-6f59ddff52dd · outbound

This paper cites Alleviating Hallucinations of Large Language Models through Induced Hallucinations.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Alleviating Hallucinations of Large Language Models through Induced Hallucinations

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:07.981258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f644b3c8-2efe-4c09-84d2-345b8f106a4c · outbound

This paper cites Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.009863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0493c035-1b40-4400-aeef-c21b84a0cc2b · outbound

This paper cites A Survey of Large Language Models.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models A Survey of Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.036458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3403ff4b-7bdb-41a7-9c2f-47619137907d · outbound

This paper cites an unresolved cited work.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.059403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6cbe259-95f2-49c5-b3a8-9b8de72d8edc · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models Representation Engineering: A Top-Down Approach to AI Transparency

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.079678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99054be-b7e7-44b4-8edc-accdc6ee98c9 · outbound

This paper cites online" 'onlinestring :=.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models online" 'onlinestring :=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.094630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba760566-c1cd-4fe1-bfc9-85d5fbc5495a · outbound

This paper cites write newline.

Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models write newline

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T05:37:08.101085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d0ca70b8-6a9a-47a6-a82a-3e7f1a288594 · inbound

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models cites this paper.

A Survey on Proactive Defense Strategies Against Misinformation in Large Language Models Improve Decoding Factuality by Token-wise Cross Layer Entropy of Large Language Models

Reference 63

Resolution: verified exact; local_arxiv, observed 2026-08-06T20:03:54.577021Z

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.