Paper Citation Record · LEDGER

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction

As of 6 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 1 inbound Pith citation observation for arXiv:2507.03052.

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

pith.paper-citation-record.v1
2507.03052 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T05:45:46.354637Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T13:36:55.938673Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-18T13:41:25.880017Z

Reference resolution

34 of 34 outbound references displayed

verified exact14
verified fuzzy3
unresolved17
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0f6b6d0-93f1-4ebf-a399-d4e3b92c89f9 · outbound

This paper cites online" 'onlinestring :=.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction online" 'onlinestring :=

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T05:47:08.453176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dee007f8-e7ed-4845-a460-66c81c92b2f1 · outbound

This paper cites write newline.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction write newline

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T05:47:08.455999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5d7d313f-10c4-4168-bedf-1b26565547fc · outbound

This paper cites write newline.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction write newline

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T05:47:08.461768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 51665942-518f-4518-b0d6-617cd322d039 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.475096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation be47e59a-40a8-4c66-b4d3-b67fc3cf38c3 · outbound

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

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.652390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1c816534-7e10-4001-82b6-edf60c9a8a77 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.432098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f2d04574-c24e-4ea5-8e33-5f0f81b1829b · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.449798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c47f2b99-b8d2-47f0-a23a-a326b70c7a08 · outbound

This paper cites SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.687089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1eb12f30-cf78-4dfb-874a-462d86f57315 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.443100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 109f16ca-8901-4725-8199-f29d68e6a8bb · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.695662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1a2940ef-5de0-43ba-a3ec-86fe5a97534d · outbound

This paper cites Compression Scaling Laws:Unifying Sparsity and Quantization.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Compression Scaling Laws:Unifying Sparsity and Quantization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.665616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8d469375-6615-47cc-a967-96aa1da8f16a · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.476966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 78dee751-4d38-47c8-b10e-e265dfb70836 · outbound

This paper cites EBFT: Effective and Block-Wise Fine-Tuning for Sparse LLMs.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction EBFT: Effective and Block-Wise Fine-Tuning for Sparse LLMs

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.703688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 64d2e5f1-cea0-40c5-82a1-1b52d0d2d3b9 · outbound

This paper cites Effective Interplay between Sparsity and Quantization: From Theory to Practice.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Effective Interplay between Sparsity and Quantization: From Theory to Practice

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.656874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1e8ea87d-19f0-421a-8b69-89f8d73116b5 · outbound

This paper cites Accelerating Transformer Pre-training with 2:4 Sparsity.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Accelerating Transformer Pre-training with 2:4 Sparsity

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.661120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c2ad9613-2b8f-4f46-a773-7e387700f6c1 · outbound

This paper cites Mistral 7B.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Mistral 7B

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.707716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 30cb9255-5283-4735-a203-d1790ba8f7e6 · outbound

This paper cites Investigating the Impact of Quantization Methods on the Safety and Reliability of Large Language Models.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Investigating the Impact of Quantization Methods on the Safety and Reliability of Large Language Models

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.699863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3ba512b5-b247-4cbd-a4b1-64111e6e7ccf · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.478790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1b053001-4788-42e9-a4e7-e0772dfba9df · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.467950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b33d048e-08fc-47a2-85da-615e09a8d83e · outbound

This paper cites Pointer Sentinel Mixture Models.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Pointer Sentinel Mixture Models

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.691053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3ae74918-1bfd-4fc5-86b2-d10ce2fdd3b6 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.465085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation da4a0719-24eb-4d38-a8be-9c489cd088ac · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.473138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 688c36ce-7a81-47ad-8e41-0693c1d67e10 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.458905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5ca4c23e-cd3b-4350-98a7-8849a1657f3b · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.470875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d1b12304-374a-4928-adc3-56d15cb5df13 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.445491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6fc6c1db-43fe-41ae-8106-844b8a2e9115 · outbound

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

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.679043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b82980f6-4587-4814-b452-917a4541938c · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.447630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b67a232f-89e1-4732-98e9-441c9ddad9b9 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.480809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 90251d0b-bd94-473e-8039-b56416a2a153 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.440893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8011c3ad-cff7-4ac8-ae5f-5058df0497ae · outbound

This paper cites HellaSwag: Can a Machine Really Finish Your Sentence?.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction HellaSwag: Can a Machine Really Finish Your Sentence?

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-19T05:47:07.669991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation abeaf1db-e9b7-41ef-b497-6eab516c990c · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.434243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 817fb141-9a31-4169-861b-d6b582edf9e5 · outbound

This paper cites an unresolved cited work.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-05-19T05:47:08.437309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation eb2cd9b0-b766-4025-92fe-f4bef08ea382 · outbound

This paper cites Beyond 2:4: exploring V:N:M sparsity for efficient transformer inference on GPUs.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction Beyond 2:4: exploring V:N:M sparsity for efficient transformer inference on GPUs

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.682908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 523e0051-c5bd-4a44-ad7c-e5e7988f3850 · outbound

This paper cites GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs.

From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T05:47:07.675126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

Observation 4bb9905d-9a27-433f-ad34-af194e18c0e8 · inbound

Motivating Next-Gen Accelerators with Flexible (N:M) Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches cites this paper.

Motivating Next-Gen Accelerators with Flexible (N:M) Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches From 2:4 to 8:16 sparsity patterns in LLMs for Outliers and Weights with Variance Correction

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-18T13:41:25.882054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.