Paper Citation Record · LEDGER

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models

As of 23 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2508.18739.

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

pith.paper-citation-record.v1
2508.18739 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:19:09.710476Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T07:34:41.000570Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T07:37:29.456923Z

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy0
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb207486-4fd3-4603-9b3d-068592904901 · outbound

This paper cites online" 'onlinestring :=.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.001556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d66742d9-cefa-4e1d-86f5-8638eed4707b · outbound

This paper cites write newline.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.118745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b980827c-7fcd-4e8f-bd83-d2f90ca154e4 · outbound

This paper cites GPT-4 Technical Report.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models GPT-4 Technical Report

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.191994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a933b3b-219e-45b0-9469-5fffefc224f1 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:14.771557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation eecea9ae-b3e2-4bad-935c-8ce817af9fc7 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:14.594881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation fb7a0fda-fb4f-4acc-af65-e1768e70c260 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:14.361164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 03abb6c4-37e9-4460-8894-a870e752ad8f · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:14.121033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 028018db-293e-448d-a0d2-a1d3f189f51b · outbound

This paper cites LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models LONGER: Scaling Up Long Sequence Modeling in Industrial Recommenders

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.669408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6b9ffea-d594-4af8-9e6c-d43758fa8246 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.750338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffedde80-7d44-4fd3-a5dc-468972e4ce8b · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:06.865597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 677f5fc0-5046-4acd-93c9-2721c337ecfd · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:13.860414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 81b63cf3-f5b4-4d87-bd6a-74ca609a4311 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:13.626928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 226841bf-c84b-4514-aab3-2369582cbd38 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:13.391267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 47676629-3184-42ec-9c1a-457efc063f94 · outbound

This paper cites The Curious Case of Neural Text Degeneration.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models The Curious Case of Neural Text Degeneration

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:07.343486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7b02637-e695-49a1-8316-85e291967c19 · outbound

This paper cites Towards Large-scale Generative Ranking.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Towards Large-scale Generative Ranking

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:07.455503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fd36748-bc36-49a3-a0c3-6f6a4fcff511 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:13.075536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3a26016f-4c03-4e91-8dcb-15e1f3edfaf4 · outbound

This paper cites Understanding the Effects of RLHF on LLM Generalisation and Diversity.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Understanding the Effects of RLHF on LLM Generalisation and Diversity

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:07.651949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 213419ce-ec77-4241-9d1a-de243ea60019 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-05T16:19:10.300087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3057f321-fe65-43be-bb5b-5ccbf4f0c852 · outbound

This paper cites A Diversity-Promoting Objective Function for Neural Conversation Models.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models A Diversity-Promoting Objective Function for Neural Conversation Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:07.844726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6738a052-039f-4a11-a0ed-38cc24112b3f · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:12.778928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cd5404bc-90c9-4a35-9dcf-8a718d958f8a · outbound

This paper cites DeepSeek-V3 Technical Report.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models DeepSeek-V3 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.044248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7e80b4-4a07-477d-aa8e-b3e9dd47e477 · outbound

This paper cites Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-05T16:19:09.956193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 539e079e-6085-43e0-8675-009026dbc854 · outbound

This paper cites A Comprehensive Overview of Large Language Models.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models A Comprehensive Overview of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.228375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 941ddca2-3049-4796-97f2-2a071d2a4dc5 · outbound

This paper cites GPT-4o System Card.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models GPT-4o System Card

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.329716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60d399f8-ac65-404a-939f-ec7ec0402c23 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:12.472318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 12e079d2-0c20-43b4-99b9-0b7e6ffb56fe · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.500610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fecf5fd1-a015-49c4-83c9-d991bd202f2e · outbound

This paper cites Qwen2.5 Technical Report.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Qwen2.5 Technical Report

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.568528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 714e8909-59c6-4e4d-bc54-edb6a301b9b3 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:12.218477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ce1a9851-5137-47f8-9cef-93fc0259f3fa · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:08.776828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d69210-8125-4315-8dd3-379240a74ebd · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:12.027221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 63c2b720-4dcb-43b3-8f94-3430997c29ac · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:11.840006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3a8ab795-cece-4d16-93f6-22029b98d044 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:11.626861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 78a03a9f-71a6-4c57-a200-acecf5f8b6ac · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:11.458834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 192d97df-21aa-4258-b5a1-256161a996ab · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:11.273626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e4fc3f67-64ee-407f-9857-a0ee9cca3b12 · outbound

This paper cites Fine-Grained Human Feedback Gives Better Rewards for Language Model Training.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Fine-Grained Human Feedback Gives Better Rewards for Language Model Training

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T16:19:09.360472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee7d7847-65f2-4d89-8932-c59211db10e6 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:11.072705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b252a3c4-a430-4e63-837e-65f729dbd989 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:10.884596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6c4613e0-02ba-45d4-9841-0da2e9a134a8 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:10.732001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2978662b-d3c6-462a-ac3c-4c29e87e89a7 · outbound

This paper cites an unresolved cited work.

Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-05T16:19:10.546416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation ab9545aa-403b-43ea-a7f9-e02e23742948 · inbound

Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models cites this paper.

Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models Beyond Quality: Unlocking Diversity in Ad Headline Generation with Large Language Models

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:37:29.460180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.