Paper Citation Record · LEDGER

HorizonBench: Long-Horizon Personalization with Evolving Preferences

As of 7 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 4 inbound Pith citation observations for arXiv:2604.17283.

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

pith.paper-citation-record.v1
2604.17283 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T05:52:56.823002Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T00:22:46.413194Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T18:18:49.753969Z

Reference resolution

38 of 38 outbound references displayed

verified exact12
verified fuzzy18
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4de3924d-03fa-4f64-9ce2-b064b1ba2e79 · outbound

This paper cites 2025 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2025 , eprint=

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.631776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b99b00c7-1805-44c7-b5c9-07ae14cd4c60 · outbound

This paper cites Second Conference on Language Modeling , year=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Second Conference on Language Modeling , year=

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.633653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28bf1bd2-ac9c-4365-9e19-f60f32bbf2c3 · outbound

This paper cites IEEE Transactions on Systems, Man, and Cybernetics: Systems , volume=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences IEEE Transactions on Systems, Man, and Cybernetics: Systems , volume=

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.637792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ab1085ba-59c9-4e73-82d5-148387256469 · outbound

This paper cites Applied Sciences , volume=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Applied Sciences , volume=

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.639705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4efbbdd2-aa58-46f8-bcb4-a19d85eba519 · outbound

This paper cites Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Toward Multi-Session Personalized Conversation: A Large-Scale Dataset and Hierarchical Tree Framework for Implicit Reasoning

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:56:11.206504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48517777-e3c0-40d9-83f6-6a265635b0b5 · outbound

This paper cites 2025 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2025 , eprint=

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.629921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4877cbbc-2dfc-410a-93de-8d208d704a7e · outbound

This paper cites 2024 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2024 , eprint=

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.635907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c140bda-dc14-4cd0-ab92-eede9c3bb671 · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.706787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ca99e11a-2945-4d7b-9e4f-bb3aaf9049a4 · outbound

This paper cites Connotation Frames of Power and Agency in Modern Films.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Connotation Frames of Power and Agency in Modern Films

Reference 10

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.702771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e86ef3d5-ab65-4b5b-a656-ec18de62ad59 · outbound

This paper cites Data and R epresentation for T urkish N atural L anguage I nference.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Data and R epresentation for T urkish N atural L anguage I nference

Reference 11

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.698115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4741cd42-f15a-47f3-87bb-cfe07d833c47 · outbound

This paper cites The Empirical Variability of Narrative Perceptions of Social Media Texts.

HorizonBench: Long-Horizon Personalization with Evolving Preferences The Empirical Variability of Narrative Perceptions of Social Media Texts

Reference 12

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.695904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0df9f846-2251-4e0f-9ae2-7674e233055c · outbound

This paper cites Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:56:11.211484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f342fee0-5add-46a3-86a8-d4e97d904085 · outbound

This paper cites Know Me, Respond to Me.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Know Me, Respond to Me

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.607321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f087e208-09f8-4620-9a77-2968b8ad1aac · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.621218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 51dae313-57de-46ba-aab9-5fb01bec147c · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.619453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b3457b51-b7cc-457e-b2be-160f0926cd15 · outbound

This paper cites Towards Realistic Personalization.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Towards Realistic Personalization

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.605478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 557363b4-b76e-4da1-8cb3-93cf3152dc8c · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.599260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 618d9896-df10-4fd7-add2-f7ce28854522 · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.603389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b922276b-1930-4dd4-8774-a270dae188e9 · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.611728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1673311c-aa9f-4808-b428-58cb7e187617 · outbound

This paper cites The Fourteenth International Conference on Learning Representations , year=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences The Fourteenth International Conference on Learning Representations , year=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.595410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 51effa8f-c385-4516-a694-d3191b24930a · outbound

This paper cites The Second Conference on Language Modeling , year=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences The Second Conference on Language Modeling , year=

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.597363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 46763cdb-9793-4816-beca-f27b9eddd709 · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.615434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2516b810-c09e-428e-98ed-af5e1235210a · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.601416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eafde44b-ebe0-4517-b00d-e9fc26835697 · outbound

This paper cites an unresolved cited work.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-21T18:35:29.617257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0fbfe1ed-bf23-4e24-b298-92c2d3099419 · outbound

This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.609728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b5b97add-cc68-4d54-ab9a-d29c9e83f916 · outbound

This paper cites Generative Agents.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Generative Agents

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.628295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 519cbb03-df5f-433a-bc4d-c32b30777ec2 · outbound

This paper cites AI PERSONA: Towards Life-long Personalization of LLMs.

HorizonBench: Long-Horizon Personalization with Evolving Preferences AI PERSONA: Towards Life-long Personalization of LLMs

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:56:11.209061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18c69269-9902-49db-84fc-d7c6197a59a7 · outbound

This paper cites Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.624787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dda42a13-67de-4b66-8c91-43ac14f4944a · outbound

This paper cites 2025 , isbn =.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2025 , isbn =

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:56:10.709323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 62cb9f75-11cb-4134-bda0-45312b23c0f8 · outbound

This paper cites Reliable.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Reliable

Reference 31

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.714694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e61dc2dc-5e17-4df2-ab5f-08f4ecb72672 · outbound

This paper cites L a MP : When Large Language Models Meet Personalization.

HorizonBench: Long-Horizon Personalization with Evolving Preferences L a MP : When Large Language Models Meet Personalization

Reference 32

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.713055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0b10a6a-c3b0-4e3e-91be-1c4fcee26c56 · outbound

This paper cites 2024 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2024 , eprint=

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.613598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 462fbd93-bf14-48d8-958e-a98e5cdcc22d · outbound

This paper cites arXiv preprint arXiv:2410.03198 , year=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences arXiv preprint arXiv:2410.03198 , year=

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:56:11.204064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6e21b6ae-4620-4bea-b6ee-011989d59f8d · outbound

This paper cites Findings of the Association for Computational Linguistics: ACL 2025.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Findings of the Association for Computational Linguistics: ACL 2025

Reference 35

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.704719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 87ebcd10-a18c-4673-b95e-bb5e69e62914 · outbound

This paper cites 2025 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2025 , eprint=

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.626633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 48e6d780-01e9-48e3-817e-66d6c8435f36 · outbound

This paper cites Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation

Reference 37

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.711195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4f8feeb0-3e82-4637-a0a9-6df0d56b19aa · outbound

This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.

HorizonBench: Long-Horizon Personalization with Evolving Preferences Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang

Reference 38

Resolution: verified exact; doi, observed 2026-05-10T05:56:10.700629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 560344e0-b320-4f47-ab88-bf9d2c4044b6 · outbound

This paper cites 2026 , eprint=.

HorizonBench: Long-Horizon Personalization with Evolving Preferences 2026 , eprint=

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T18:35:29.622939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation eb0fac45-7a87-4460-ab17-f16c8ab8c115 · inbound

Beyond Similarity: Trustworthy Memory Search for Personal AI Agents cites this paper.

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:36:56.755936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 72225310-f494-463e-8322-a72ba4e53b5f · inbound

EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments cites this paper.

EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments HorizonBench: Long-Horizon Personalization with Evolving Preferences

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-03T15:28:34.414371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8b8f785d-6361-4bf5-a650-6fd28ddf4107 · inbound

MemTrace: Probing What Final Accuracy Misses in Long-Term Memory cites this paper.

MemTrace: Probing What Final Accuracy Misses in Long-Term Memory HorizonBench: Long-Horizon Personalization with Evolving Preferences

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-07-03T18:18:49.755416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0bea5dd3-cedd-4f3f-8055-e28306f2c852 · inbound

Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companions cites this paper.

Best Friends, Not Forever: Evaluating Long-Horizon Persona Collapse and Behavioral Drift in AI Companions HorizonBench: Long-Horizon Personalization with Evolving Preferences

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T00:22:46.413194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.