Paper Citation Record · LEDGER

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2508.10028.

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

pith.paper-citation-record.v1
2508.10028 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:50:43.713416Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T22:23:32.430191Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T19:36:08.242991Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy4
unresolved24
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a347cf43-ea7f-4ba3-af7b-33769be13bf7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.074552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfd3ff86-b589-48c8-b7fa-fc459c8e726e · outbound

This paper cites write newline.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.181907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 505cf034-2021-4730-864b-0038c8c0e3bf · outbound

This paper cites GPT-4 Technical Report.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.300823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88d8d598-a17f-44eb-ac22-076e768a993c · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.374137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6227e994-9865-4d51-b0cd-403604d54194 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.236482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23a57e62-15a8-44ff-8502-f8c51396393f · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.228410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dd589b87-6b83-4f09-a876-66e56911b49e · outbound

This paper cites Plug and Play Language Models: A Simple Approach to Controlled Text Generation.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Plug and Play Language Models: A Simple Approach to Controlled Text Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.591020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation defb5a5e-8e95-4936-b08b-d1ee9c112ebb · outbound

This paper cites H.; Taylor, C.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs H.; Taylor, C

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.666027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3d1783a-5a96-4a61-8ce6-2f573e72e22c · outbound

This paper cites R.; Vidgen, B.; R \"o ttger, P.; and Hale, S.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs R.; Vidgen, B.; R \"o ttger, P.; and Hale, S

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:50:44.220678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f39fec9e-b324-41fa-86fd-c6e40dce108f · outbound

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

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs LongLaMP: A Benchmark for Personalized Long-form Text Generation

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:42.823881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a40c847-e00f-4e51-ac2e-3cbbc6bc96fe · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.213043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 85a9db3c-bbfe-411a-be28-1539f06c04e8 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.204362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3cc3cd93-4237-4282-aadf-fdff52fda1b5 · outbound

This paper cites Personalized Language Modeling from Personalized Human Feedback.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Personalized Language Modeling from Personalized Human Feedback

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.010695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b490f7e3-10ba-4d5f-a14f-7fe3bb260e6e · outbound

This paper cites L.; and Liang, P.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs L.; and Liang, P

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:50:44.196808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 17e47274-9659-4c65-a27b-fdb8fc41fb26 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.232716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbad2307-07c7-4699-9bda-e2859cdde0d8 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.398656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3733106a-6cca-439f-8936-dc31d69868ab · outbound

This paper cites A.; Wang, X.; Fu, X.; and Lipani, A.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs A.; Wang, X.; Fu, X.; and Lipani, A

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:50:44.179312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f878159a-55c4-4b9c-bc06-422c1986b4ee · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 18

Resolution: verified exact; raw_fallback, observed 2026-08-05T22:50:43.945980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b94d2c5a-5217-4b3f-84b5-b532f8baabac · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.171485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 352b3192-d413-42b5-9d57-9027aa03e0d1 · outbound

This paper cites LaMP: When Large Language Models Meet Personalization.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs LaMP: When Large Language Models Meet Personalization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.685096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31b30a20-2e26-48dc-91f0-ed60fb54e150 · outbound

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

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.688327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21495c24-a460-4470-a183-c7f9f8bdf694 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.163593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 892ccd97-dcce-4e4d-9bfc-b59afd5f9593 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.156094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5944b0be-74cf-4d45-a194-09e3f9a0a325 · outbound

This paper cites Automated Evaluation of Personalized Text Generation using Large Language Models.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Automated Evaluation of Personalized Text Generation using Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.697674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eddc471c-5ab2-456c-91b9-11016e330511 · outbound

This paper cites Q.; and Artzi, Y.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Q.; and Artzi, Y

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.700830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fd6f7b-4609-4f32-aa2c-3836634c5454 · outbound

This paper cites Personalization of Large Language Models: A Survey.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Personalization of Large Language Models: A Survey

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.704206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f58247d7-c6cc-4b4c-99d8-634594e61363 · outbound

This paper cites an unresolved cited work.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:50:44.143219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 05b4b64f-7bd4-4534-9739-9730c7825ce5 · outbound

This paper cites PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T22:50:43.710198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc9bc39c-b962-4823-82ce-42380affba83 · outbound

This paper cites P.; Zhang, H.; Gonzalez, J.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs P.; Zhang, H.; Gonzalez, J

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:50:44.135505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 848ae09f-9c9b-4720-8378-c60400e6a0fe · inbound

Preference-Aware Rubric Learning for Personalized Evaluation cites this paper.

Preference-Aware Rubric Learning for Personalized Evaluation PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:36:08.244652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.