Paper Citation Record · LEDGER

Position: LLM Unlearning Benchmarks are Weak Measures of Progress

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2410.02879.

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

pith.paper-citation-record.v1
2410.02879 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:16:50.558814Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:47:38.809722Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 083077cd-d562-4f85-a8b8-e1d23edb10b4 · inbound

Targeted Angular Reversal of Weights (TARS) for Knowledge Removal in Large Language Models cites this paper.

Targeted Angular Reversal of Weights (TARS) for Knowledge Removal in Large Language Models Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T16:14:25.018534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51e286be-ad48-4e22-8da1-734d488dc8d6 · inbound

A mean teacher algorithm for unlearning of language models cites this paper.

A mean teacher algorithm for unlearning of language models Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T12:16:50.558814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fdd5d69-31fb-4c8c-b70d-7abdcb9c1ad7 · inbound

OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models cites this paper.

OBLIVIATE: Robust and Practical Machine Unlearning for Large Language Models Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:09.890292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91a532d6-545a-49c1-a459-1c1492d12482 · inbound

SEPS: A Separability Measure for Robust Unlearning in LLMs cites this paper.

SEPS: A Separability Measure for Robust Unlearning in LLMs Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:32:50.404133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f27531c5-cef4-4590-b71b-e3d2b9074034 · inbound

DUSK: Do Not Unlearn Shared Knowledge cites this paper.

DUSK: Do Not Unlearn Shared Knowledge Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:24.541181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53739170-9478-45d9-ab81-0fe1a5c102e9 · inbound

Existing Large Language Model Unlearning Evaluations Are Inconclusive cites this paper.

Existing Large Language Model Unlearning Evaluations Are Inconclusive Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:05:52.922677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5691558b-44ab-4adf-8cf4-e8be89a0989e · inbound

SoK: Machine Unlearning for Large Language Models cites this paper.

SoK: Machine Unlearning for Large Language Models Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T04:58:54.669764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90fd0c64-f36f-408c-94d2-a7125409c06a · inbound

Lifting Data-Tracing Machine Unlearning to Knowledge-Tracing for Foundation Models cites this paper.

Lifting Data-Tracing Machine Unlearning to Knowledge-Tracing for Foundation Models Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T04:16:59.124230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6966c3e-9448-4b17-8d45-c243ffe2a0e5 · inbound

Learning-Time Encoding Shapes Unlearning in LLMs cites this paper.

Learning-Time Encoding Shapes Unlearning in LLMs Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T19:50:54.711339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c6d5820-0f5c-4050-a7ac-296383202121 · inbound

Standard vs. Modular Sampling: Best Practices for Reliable LLM Unlearning cites this paper.

Standard vs. Modular Sampling: Best Practices for Reliable LLM Unlearning Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:01.621509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7104e4a-ad5e-47a0-8d7f-1a1107a52ff4 · inbound

Null-Space Constrained Low-Rank Adaptation for Response-Specified Large Language Model Unlearning cites this paper.

Null-Space Constrained Low-Rank Adaptation for Response-Specified Large Language Model Unlearning Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:47:38.811236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 71b64ff1-c8d9-48f3-83cf-cca4e8a02e46 · inbound

GROM: Gradient-Free Rapid One-Shot Machine Unlearning cites this paper.

GROM: Gradient-Free Rapid One-Shot Machine Unlearning Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T23:36:41.738277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 623c6f17-60b7-4ced-bcb9-33f261c802ef · inbound

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning cites this paper.

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning Position: LLM Unlearning Benchmarks are Weak Measures of Progress

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T14:17:56.653842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.