Pith. sign in

Paper Citation Record · LEDGER

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation

As of 9 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2502.06560.

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

pith.paper-citation-record.v1
2502.06560 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T15:07:36.510251Z

measured 16 of 16 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 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

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dfeff4fa-9ad6-493c-86b0-d31b92bdf104 · outbound

This paper cites Frontier AI Regulation: Managing Emerging Risks to Public Safety.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Frontier AI Regulation: Managing Emerging Risks to Public Safety

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.440790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.440790Z digest=sha256:04328379342a35daf4c7303f17d3ad258018906aa60d0cf602a92c11a26f45c3

Observation 21f66dee-28d9-4635-8c7c-a34b01726c22 · outbound

This paper cites Blessing, G., Azeta, A., Misra, S., Osamor, V ., Fernandez-Sanz, L., and Pospelova, V.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Blessing, G., Azeta, A., Misra, S., Osamor, V ., Fernandez-Sanz, L., and Pospelova, V

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T15:07:36.761571Z

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.

source=pdf_text observed=2026-08-08T15:07:36.450810Z digest=sha256:f023e0e97685a28805b9a81aeee442a53f058702e31c2af989fbb01d24c9dadf

Observation 5fffa63f-8c4e-45a3-94d9-25eb4f8430c5 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation QLoRA: Efficient Finetuning of Quantized LLMs

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.455768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.455768Z digest=sha256:ff08e7c88bde091c8f05ad0b3d84bca3e1e2039f2f1ffb1cc05f0263409072ed

Observation 1cdf686c-0fd6-40a1-a8e5-651ce7692643 · outbound

This paper cites Gao, I., Liang, P., and Guestrin, C.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Gao, I., Liang, P., and Guestrin, C

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T15:07:36.746073Z

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.

source=pdf_text observed=2026-08-08T15:07:36.466079Z digest=sha256:b52a2a8b7048a18bd8aaaca22fc3b2c0941759224d645e755469f6620bfd7d2a

Observation 9561e9a5-c9a9-4ee7-9842-9551406938a0 · outbound

This paper cites Textbooks Are All You Need.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Textbooks Are All You Need

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.471005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.471005Z digest=sha256:b5c5b16c536b036a19e0e08ac7780fc0d2a9dcd779d7bddc71f4c7302b3da414

Observation 87c109a0-cf8b-494d-be3f-2aad7cc526f8 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation LoRA: Low-Rank Adaptation of Large Language Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.476112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.476112Z digest=sha256:cf369c0367d490d4604ee208354e5387634ca3cbf37f13b9f788c843ff70ea98

Observation 6cfcd3fe-219d-4502-a5fa-f0bcea9aa9f3 · outbound

This paper cites Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Fish-Speech: Leveraging Large Language Models for Advanced Multilingual Text-to-Speech Synthesis

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.486045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.486045Z digest=sha256:99fc29bc96082439004fa05acba8bfb8a975457b9239f957bda6ef665bc30a29

Observation e81df3aa-843e-4d14-9ea4-97fffc44798b · outbound

This paper cites an unresolved cited work.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-08T15:07:36.730228Z

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.

source=pdf_text observed=2026-08-08T15:07:36.491545Z digest=sha256:74820d5cba320b98f120b22cf4599fb724ce274a7230512203c08c0c556732aa

Observation c33402ce-fba4-4b46-9c7e-c0d0b2fafa86 · outbound

This paper cites GPT-4 Technical Report.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation GPT-4 Technical Report

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.496243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.496243Z digest=sha256:3ba98823eb8ae9ea0b6b75fd5cd94e0a9b43d9539ab0a2e2636fb3e4e14e926a

Observation 6dc2dd17-3a38-45f3-a778-935e4624601e · outbound

This paper cites Almost AI, Almost Human: The Challenge of Detecting AI-Polished Writing.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Almost AI, Almost Human: The Challenge of Detecting AI-Polished Writing

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.505551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.505551Z digest=sha256:d0510d203c590780f5544082504c537144162dba3864b4e8bcca9e5334965f42

Observation 41b3373c-b07d-437f-b348-f43316a7eaa0 · outbound

This paper cites Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.510251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.510251Z digest=sha256:86398f66169ef261661cbe4e45d38b690f22df21e05cf53c6578b0a1eb30f746

Observation e6a78a3f-52a2-4675-811f-2c7b2a933fda · outbound

This paper cites LongLaMP: A Benchmark for Personalized Long-form Text Generation.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation LongLaMP: A Benchmark for Personalized Long-form Text Generation

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.481452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.481452Z digest=sha256:4539388db3886d3cdf42e58f0a4ba4d6aa1a2b0fd7031fb556005e3b86bb6ca0

Observation 11cdfad2-517a-4a60-a41e-9e0ea6d5c164 · outbound

This paper cites Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To!

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.501018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.501018Z digest=sha256:a9c1aa1d3e79466a708a79bd1acf7ce46a71df8effbf0e8b3ad74cc40acbf59f

Observation be8a1bb6-3506-4d13-9d74-9e08a6595541 · outbound

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

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.460994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.460994Z digest=sha256:43d62a44c41633c3d9ec0ba29f28cd31dbfc35d775e7a5d13fa0afa95143443e

Observation b996c3e5-b421-440a-9414-8cfd51aa7365 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-08T15:07:36.435109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:07:36.435109Z digest=sha256:97528b24242804d0c1d0a5de74a0a9963ac783684bc88fd3db88cb3287c0ad14

Observation 06d41451-e317-4d2d-b0d9-2f278952913f · outbound

This paper cites an unresolved cited work.

Position: It's Time to Act on the Risk of Efficient Personalized Text Generation Unresolved cited work

Reference 2025

Resolution
unresolved
raw_fallback, observed 2026-08-08T15:07:36.776700Z

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.

source=pdf_text observed=2026-08-08T15:07:36.445976Z digest=sha256:e080f383062b6891fc466752f11e4104b915234f4f5a16a2a801fa6e8e2ac0aa

Pith citing papers

No inbound Pith citation observations are available.