Paper Citation Record · LEDGER

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask

As of 4 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2605.06402.

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

pith.paper-citation-record.v1
2605.06402 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-08T12:46:30.820552Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+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

41 of 41 outbound references displayed

verified exact15
verified fuzzy13
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73293731-6e7f-4a5a-921e-ad499618194a · outbound

This paper cites allenai/dolmino-mix-1124.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask allenai/dolmino-mix-1124

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.240469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ea1bc149-90df-4c57-9425-5e8da7ce7d4c · outbound

This paper cites Lessons from the Trenches on Reproducible Evaluation of Language Models.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Lessons from the Trenches on Reproducible Evaluation of Language Models

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-16T18:44:50.211576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5a9a1fe8-b550-4dbe-b9ec-f1cb3f40d727 · outbound

This paper cites Piqa: Reasoning about physical commonsense in natural language.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Piqa: Reasoning about physical commonsense in natural language

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.228550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 932525e4-aea8-4cc0-8329-8066dc05a080 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.232105Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1890a6ee-1b67-437f-a8a6-0d06424ae00d · outbound

This paper cites BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-13T09:46:19.833273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0ecf34c5-9980-4637-b469-d4e801fcd647 · outbound

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

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-11T19:06:08.514768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5b948732-6592-4e47-8f84-f42480d6ed29 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.243884Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f491c641-5f54-4ba9-baa8-b051a4ad418a · outbound

This paper cites Documenting large webtext corpora: A case study on the colossal clean crawled corpus.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Documenting large webtext corpora: A case study on the colossal clean crawled corpus

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.224651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation db18303d-5964-44cb-9905-b954c465d519 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.236846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ed191b98-9a15-4606-a957-6c16b8089730 · outbound

This paper cites MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.501381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2414f497-82c6-4266-8632-25f50a27784b · outbound

This paper cites SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.545542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation c5813177-f0c6-49cf-9712-228d2550e0b3 · outbound

This paper cites The State of Sparsity in Deep Neural Networks.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask The State of Sparsity in Deep Neural Networks

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.437067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation e7afbd21-8568-4727-87fc-bc4d3a282588 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.285750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation da3927b0-03c9-4111-9216-9f7611f1ca8e · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.282406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 4456f6d1-8148-482a-8c64-eb7893022493 · outbound

This paper cites Pruning large lan- guage models with semi-structural adaptive sparse training.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Pruning large lan- guage models with semi-structural adaptive sparse training

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.289718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f96cb437-6803-48ad-8e17-7fb15d8c49a7 · outbound

This paper cites Cast: Continuous and differentiable semi-structured sparsity-aware training for large language models.ArXiv, abs/2509.25996.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Cast: Continuous and differentiable semi-structured sparsity-aware training for large language models.ArXiv, abs/2509.25996

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.460252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 5bca4fd0-b03a-47ea-aec2-3910a53dc18e · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.266352Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 14a30647-9c14-449a-9c77-f141936ea8b6 · outbound

This paper cites Hutchinson.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Hutchinson

Reference 18

Resolution: verified exact; doi, observed 2026-05-08T21:34:15.218148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0bbf6361-a469-4e96-b9a8-51f2cab6e566 · outbound

This paper cites RACE: Large-scale ReAding Comprehension Dataset From Examinations.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask RACE: Large-scale ReAding Comprehension Dataset From Examinations

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.455793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation b39b5a15-474b-4725-9fae-dba3c492e3d7 · outbound

This paper cites Denker, and Sara A.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Denker, and Sara A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.274483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation eb3f143e-6625-48e8-8fb6-c2e71e837f8f · outbound

This paper cites Pruning Filters for Efficient ConvNets.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Pruning Filters for Efficient ConvNets

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.480186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7a2e3742-7a77-416a-8f90-75f1fd75cbd0 · outbound

This paper cites Learning efficient convolutional networks through network slimming.2017 IEEE Inter- national Conference on Computer Vision (ICCV), pages 2755–2763.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Learning efficient convolutional networks through network slimming.2017 IEEE Inter- national Conference on Computer Vision (ICCV), pages 2755–2763

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.262859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation de17fd8b-db8a-4341-bbed-46441992df10 · outbound

This paper cites Can a suit of armor conduct electricity? a new dataset for open book question answering.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Can a suit of armor conduct electricity? a new dataset for open book question answering

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.278821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation acda1e4b-ac2c-4f90-a49e-0ddae2ffedd2 · outbound

This paper cites Accelerating Sparse Deep Neural Networks.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Accelerating Sparse Deep Neural Networks

Reference 24

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:06:08.508514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 0898aeed-a4a7-47ef-bd98-16690317cc57 · outbound

This paper cites Nvidia ampere architecture in-depth.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Nvidia ampere architecture in-depth

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.296785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 21aa8bcf-3b90-4c61-907a-2f6705d365f8 · outbound

This paper cites 2 OLMo 2 Furious.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask 2 OLMo 2 Furious

Reference 26

Resolution: metadata mismatch; local_arxiv, observed 2026-05-11T19:06:08.568350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 3d3f3c9a-7c92-49b3-b07e-d1e5c10e92b6 · outbound

This paper cites Language models are unsupervised multitask learners.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Language models are unsupervised multitask learners

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.301587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation f0ad4d78-089e-4a6b-a247-07d0c9c10448 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.247113Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation d4da1d33-4dae-4ff3-b9d3-81f617c8d534 · outbound

This paper cites an unresolved cited work.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-05-26T13:02:23.255169Z

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No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 1563f537-42a5-4122-9faa-d38ff7afda37 · outbound

This paper cites Winogrande.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Winogrande

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.269958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 2b9f39c4-3c40-42be-951b-b004d4f2c28a · outbound

This paper cites WoodFisher: Efficient Second-Order Approximation for Neural Network Compression.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask WoodFisher: Efficient Second-Order Approximation for Neural Network Compression

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.448610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6bfd1265-7d65-48f7-bf1b-a87bd2736f82 · outbound

This paper cites A Simple and Effective Pruning Approach for Large Language Models.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask A Simple and Effective Pruning Approach for Large Language Models

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-16T16:12:41.188220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 7153f11b-a6f1-442c-886b-402f9e4629d5 · outbound

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

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-05-11T19:06:08.485824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation ca705545-1949-4456-8b61-94dc76234524 · outbound

This paper cites SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:34:11.049162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 01154525-8ba2-42d4-b287-4ace828f95e0 · outbound

This paper cites Learning structured sparsity in deep neural networks.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Learning structured sparsity in deep neural networks

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.293378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 01d5de6a-e819-4385-9e30-4f7df3c69544 · outbound

This paper cites BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.426115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 309f8e4b-c0e1-4dad-90e6-7d529f34bac9 · outbound

This paper cites Qwen3 technical report.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Qwen3 technical report

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.304511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 71621750-b6f7-4726-98b4-06102c244475 · outbound

This paper cites Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:06:08.474183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 6a3de366-0fd7-4f3a-b9f5-201bf21bd1e5 · outbound

This paper cites Hellaswag: Can a machine really finish your sentence? InAnnual Meeting of the Association for Computational Linguistics.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Hellaswag: Can a machine really finish your sentence? InAnnual Meeting of the Association for Computational Linguistics

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T13:02:23.258692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 64ae4e77-4df3-4ba9-a286-28274b42158e · outbound

This paper cites OPT: Open Pre-trained Transformer Language Models.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask OPT: Open Pre-trained Transformer Language Models

Reference 40

Resolution: metadata mismatch; local_arxiv, observed 2026-05-11T19:06:08.421037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Observation 118e6951-c00c-4a75-8d5d-7c8c10268402 · outbound

This paper cites Efficiency.

SparseForge: Efficient Semi-Structured LLM Sparsification via Annealing of Hessian-Guided Soft-Mask Efficiency

Reference 41

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T13:02:23.250604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

Pith citing papers

No inbound Pith citation observations are available.