Paper Citation Record · LEDGER

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations

As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2411.15477.

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

pith.paper-citation-record.v1
2411.15477 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:18:31.819181Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

44 of 44 outbound references displayed

verified exact0
verified fuzzy2
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1d432ca6-c309-4385-a5c0-31920c9f4c56 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:18:32.769477Z

Source-reported events for the cited work

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Observation 13ff1def-de56-4c82-a290-bad278ab987c · outbound

This paper cites Evaluating Machine Unlearning via Epistemic Uncertainty.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Evaluating Machine Unlearning via Epistemic Uncertainty

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1acd7865-40b7-4eea-ab83-4bc6fcaf254f · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d8c8e29-0786-4bf4-ac7f-29fe5df3171d · outbound

This paper cites Digital Forgetting in Large Language Models: A Survey of Unlearning Methods.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Digital Forgetting in Large Language Models: A Survey of Unlearning Methods

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7089872-60bb-4283-abee-a2d0e4e20ffc · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation c021b839-a7d8-4b9e-8467-278404b96985 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 6

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Source-reported events for the cited work

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Observation 6274b129-377c-4008-9665-813c2bcc6d49 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 7

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Source-reported events for the cited work

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Observation 48a88f6b-1ddc-4174-9800-b182635f3ac0 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 8

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Source-reported events for the cited work

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Observation 75bfd87e-7851-4a35-9183-63f319716394 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:18:32.734364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dccb9fb6-8c6d-47e6-b2da-f158769d761c · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3d48922-0c9c-4351-b576-37d45b0f6015 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 817b522e-a8f7-4ab9-9f34-d90cea3fded2 · outbound

This paper cites UNDIAL: Self-Distillation with Adjusted Logits for Robust Unlearning in Large Language Models.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations UNDIAL: Self-Distillation with Adjusted Logits for Robust Unlearning in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.308945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ac7c5c-1d9e-4a67-8bef-c814fea57b0c · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d13d9f73-2054-4f50-ab5d-c966846c3f30 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:18:32.603488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 60c8fd45-2b43-46dd-aafb-1e96173505ae · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.338264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81713f0c-185c-4122-8234-6112797e34f4 · outbound

This paper cites An Overview of Catastrophic AI Risks.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations An Overview of Catastrophic AI Risks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.342661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ccd9d3-2651-48fb-be93-eb49552597fc · outbound

This paper cites Editing Models with Task Arithmetic.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Editing Models with Task Arithmetic

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.347291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd19194-d9b2-4393-8aff-9a0ec019ea87 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:18:32.537311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1c033ad0-4089-41bf-bef6-83586ef0095b · outbound

This paper cites The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations The WMDP Benchmark: Measuring and Reducing Malicious Use With Unlearning

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b8f5b4-e8f5-4b8b-a48e-fb0d5b486b06 · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Textbooks Are All You Need II: phi-1.5 technical report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.384182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18f2493e-f744-4ae7-a695-b44c5514e8bd · outbound

This paper cites ROUGE : A Package for Automatic Evaluation of Summaries.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations ROUGE : A Package for Automatic Evaluation of Summaries

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:18:32.514000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 714f42dd-b9eb-4cce-9ae8-c84697c5bce6 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1b61839b-4d5f-44e7-96ba-3ea293755980 · outbound

This paper cites Rethinking Machine Unlearning for Large Language Models.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Rethinking Machine Unlearning for Large Language Models

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b958508e-1e8b-4e4e-b320-85c57a2fdbd1 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:18:32.304368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b5d609ed-ae4d-40b9-9e82-0248041faf8e · outbound

This paper cites TOFU: A Task of Fictitious Unlearning for LLMs.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations TOFU: A Task of Fictitious Unlearning for LLMs

Reference 25

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Source-reported events for the cited work

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Observation 612608f6-caa9-4c88-843f-c7b8a8876bdd · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations A Corpus and Cloze Evaluation for Deeper Understanding of Commonsense Stories

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.464602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec5f71e3-f3c5-4741-9ab2-ad17c1aaf783 · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 174874f5-d060-4bcf-952e-065877c10bac · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 28

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b438fa5c-8c52-46ab-912c-cac9010b4ba9 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e3be2e1-e972-4194-a1be-a77ae4921152 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c144b1f2-eb7e-4e8a-a65a-6da1de361f8e · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Membership Inference Attacks against Machine Learning Models

Reference 31

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Source-reported events for the cited work

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Observation 1f59f55a-6546-4935-baff-6a2c30e557e2 · outbound

This paper cites Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.536306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9047c7f-a527-4293-b216-528b8b97eaf6 · outbound

This paper cites an unresolved cited work.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unresolved cited work

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations LLaMA: Open and Efficient Foundation Language Models

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bdd2274-79a6-4eec-bda5-3b21872be5bc · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 35

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Machine Unlearning of Features and Labels

Reference 36

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Source-reported events for the cited work

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Observation c897e224-bf87-4b6e-ab14-3f6ae69407a8 · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Long-form factuality in large language models

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f77f99-209e-4298-9c26-1734df61981b · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations ANALOGICAL - A Novel Benchmark for Long Text Analogy Evaluation in Large Language Models

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254d5833-ca23-45f8-9bce-2549870be5d3 · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations On the Relationship between Sentence Analogy Identification and Sentence Structure Encoding in Large Language Models

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:18:32.105796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 15c41751-2dfa-4007-878a-444f3a1c006b · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Towards Robust Evaluation of Unlearning in LLMs via Data Transformations The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 40

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05af1f6d-37f6-4240-824b-416badfca04f · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Large Language Model Unlearning

Reference 41

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Observation 12f4b9b8-58d5-4598-90ff-fd54bb6a314f · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations Unlearning Bias in Language Models by Partitioning Gradients

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.665568Z

Source-reported events for the cited work

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Observation 9cfdf21d-aff0-4dd6-9fe7-0d54cabebfc9 · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations online" 'onlinestring :=

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Source-reported events for the cited work

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Observation 52dcbe66-b805-4568-b80d-0d314c1a72a8 · outbound

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Towards Robust Evaluation of Unlearning in LLMs via Data Transformations write newline

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T14:18:31.819181Z

Source-reported events for the cited work

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Pith citing papers

No inbound Pith citation observations are available.