Paper Citation Record · LEDGER

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

As of 9 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 19 inbound Pith citation observations for arXiv:2502.09597.

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

pith.paper-citation-record.v1
2502.09597 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T20:56:54.087954Z

measured 65 of 65 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 19 of 19 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T17:17:53.469368Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

46 of 46 outbound references displayed

verified exact0
verified fuzzy16
unresolved29
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

3
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation c9cd3df9-ea66-4c98-b984-e099eea76473 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.484126Z

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.

Observation d046560b-dbcb-4a78-bca6-fc205721adae · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.475922Z

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.

Observation 7b8f3617-36a3-4b9a-b508-b0a7772b8bae · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.467762Z

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.

Observation 6d5b4248-03df-4d8d-8a4d-fb608fd1aa9a · outbound

This paper cites User: The H ˆotel des Deux ˆIles sounds perfect for my needs.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs User: The H ˆotel des Deux ˆIles sounds perfect for my needs

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.459476Z

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.

Observation 1183df75-501f-4b36-afd0-a53ef83e5b73 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.451228Z

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.

Observation 88d98b77-456f-4fd0-985b-9adece576626 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.442936Z

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.

Observation aac4d36f-85e6-41b5-8f61-44ea9e058a48 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.434486Z

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.

Observation 259b9993-31f5-47ae-a3b1-2058df3e77ee · outbound

This paper cites User: I’ll go with Horizon Zero Dawn.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs User: I’ll go with Horizon Zero Dawn

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.426186Z

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.

Observation d486ca32-0880-4eea-81f8-7943c2fa9734 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.417004Z

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.

Observation e9a84bce-b429-44cb-bdc2-31e8b8bf9f7a · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.408133Z

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.

Observation 28524f6d-774a-4e56-b569-63cf64265720 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.400568Z

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.

Observation 15de7a78-a607-4527-b01a-a8692f63f70b · outbound

This paper cites User: The cozy Italian bistro serving mild pasta dishes and salads sounds perfect.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs User: The cozy Italian bistro serving mild pasta dishes and salads sounds perfect

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.392951Z

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.

Observation 4759e991-f41d-4311-ba77-27a043d6d968 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.384949Z

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.

Observation 624d59eb-63b8-4557-9723-cbff43996e3a · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.376882Z

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.

Observation 66337e03-1b37-4b70-a622-afc286199796 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.368758Z

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.

Observation 0a17aa04-950b-40ef-8da9-ad09a6061678 · outbound

This paper cites User: I think I’ll go with the fresh fruit salad.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs User: I think I’ll go with the fresh fruit salad

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.360643Z

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.

Observation 731c04d4-4e3a-4c56-8284-8cbc2476837b · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.352511Z

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.

Observation f764919b-d6ce-4d04-8f9f-eca50bb1860c · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.344110Z

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.

Observation ad1b828b-4262-482a-ac53-318c30c8a062 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.335454Z

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.

Observation 17dd9eda-736f-4802-9d4c-1614d4aae02e · outbound

This paper cites 32 Published as a conference paper at ICLR 2025 Table 16: Implicit Preferences: Persona-driven Dialogue Example.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs 32 Published as a conference paper at ICLR 2025 Table 16: Implicit Preferences: Persona-driven Dialogue Example

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.327165Z

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.

Observation c63f2c90-2b49-488d-a48e-b2197f3c350d · outbound

This paper cites Answer "No" if:.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Answer "No" if:

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.318674Z

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.

Observation e51126a4-8d3d-4267-ba4a-f10655f0d594 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.311568Z

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.

Observation 170f8a8b-6cc5-4492-9a6e-cc5b0be5e848 · outbound

This paper cites If the response does not acknowledge the user’s preference and if no recommendations violate the user’s preference, there is no violation.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs If the response does not acknowledge the user’s preference and if no recommendations violate the user’s preference, there is no violation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.304393Z

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.

Observation 0d5b752b-ec38-47a0-a14e-5566b4ce985c · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.296682Z

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.

Observation 45d6058a-6ae4-489d-a39a-9d506b8391fa · outbound

This paper cites Answer "Yes" if:.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Answer "Yes" if:

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.288909Z

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.

Observation 87e1c96b-428b-4694-a032-3c5d7b524d97 · outbound

This paper cites Based on your previous preference for xxxx.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Based on your previous preference for xxxx

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.280692Z

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.

Observation 94b62d16-d5ef-49f2-b655-d28c61cff515 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.272635Z

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.

Observation 0483dd5c-e136-474b-8180-4b13a3b74808 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.264173Z

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.

Observation 58c7f25e-8295-450f-80d1-08974ec9f250 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.256161Z

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.

Observation b9489aff-a38f-4cb7-b966-86f73ca48034 · outbound

This paper cites Answer "No" if has not hallucinated:.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Answer "No" if has not hallucinated:

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.248429Z

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.

Observation d619fde2-868a-480f-8187-7f5c02fa860e · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.240380Z

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.

Observation f74ac931-3bae-40a7-b5fa-6a357aae3782 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.232556Z

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.

Observation c950921e-9292-431b-9084-88df3cd2e7dc · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.224542Z

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.

Observation 67413c54-101b-44b0-b24a-9ad66627941c · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.216411Z

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.

Observation 2447c938-31f3-4aed-9bea-da8e421f041f · outbound

This paper cites Answer "No" if any of the following:.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Answer "No" if any of the following:

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.207961Z

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.

Observation 3bef4671-2159-42d3-a11d-71368924da02 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.200090Z

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.

Observation 31edc295-c796-4261-9430-4f02d84d41f4 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.192461Z

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.

Observation 425080d5-971f-42e0-96ee-ea638ad4872c · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.184659Z

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.

Observation 1ca41767-2894-41b1-b657-290e42bf581d · outbound

This paper cites Unfortunately, I don’t actually have enough context about your specific preferences for xxx.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unfortunately, I don’t actually have enough context about your specific preferences for xxx

Reference 40

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T20:56:54.176174Z

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.

Observation f9aa5445-a40a-4617-91c1-2c455a65ba34 · outbound

This paper cites For each topic, we crafted detailed descriptions and subtopics to ensure comprehensive coverage of various preference domains, utilizing Claude 3 for assistance.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs For each topic, we crafted detailed descriptions and subtopics to ensure comprehensive coverage of various preference domains, utilizing Claude 3 for assistance

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.167057Z

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.

Observation dc34bfa7-e0de-4aca-94e2-d93709305948 · outbound

This paper cites I strictly avoid restaurants that serve foods containing gluten due to a severe gluten intolerance,.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs I strictly avoid restaurants that serve foods containing gluten due to a severe gluten intolerance,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.157579Z

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.

Observation c0cdc368-b29f-4714-9062-75467656f8c5 · outbound

This paper cites Pairs with higher violation rates were prioritized to create a more challenging dataset.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Pairs with higher violation rates were prioritized to create a more challenging dataset

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.148509Z

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.

Observation 1ec79070-75eb-44b7-b0ed-8e60f1341215 · outbound

This paper cites We then manually selected approximately 50 preferences per topic, resulting in a final dataset of 1,000 high-quality explicit preference-question pairs.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs We then manually selected approximately 50 preferences per topic, resulting in a final dataset of 1,000 high-quality explicit preference-question pairs

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.139642Z

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.

Observation 8f075088-9fbc-4faa-be73-16b08beba9e1 · outbound

This paper cites an unresolved cited work.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T20:56:54.129678Z

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.

Observation 9fd3b4dc-7d17-443b-a3ba-ab627bafdae3 · outbound

This paper cites lost in the middle.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs lost in the middle

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T20:56:54.120508Z

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.

Observation d2df9c47-4011-41fa-ab68-c3d47672659b · outbound

This paper cites $\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens.

Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs $\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T20:56:53.962989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 67b8e046-7b67-4b66-bacc-15c283005250 · inbound

MemOS: A Memory OS for AI System cites this paper.

MemOS: A Memory OS for AI System Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 104

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:20:22.954922Z

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.

Observation f9f7fb82-890c-4100-a2c1-0759e7fbb3d8 · inbound

Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents cites this paper.

Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T01:01:39.337634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a60a1b36-5ab5-401a-999f-53adcad848f7 · inbound

RGMem: Renormalization Group-inspired Memory Evolution for Language Agents cites this paper.

RGMem: Renormalization Group-inspired Memory Evolution for Language Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T09:16:56.003075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b5f0486-bc1e-4ecd-bfc0-a1f123e0faf5 · inbound

After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Persona Interactions cites this paper.

After Talking with 1,000 Personas: Learning Preference-Aligned Proactive Assistants From Large-Scale Persona Interactions Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T04:54:13.147449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73b907d1-c5ad-4995-b15a-d0d121805754 · inbound

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History cites this paper.

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T22:25:31.456263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4d541e9-fbcd-46fc-9b25-6a5ce2a55127 · inbound

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 85

Resolution: verified exact; arxiv_id, observed 2026-05-21T09:59:59.073434Z

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.

Observation 8961c97d-afcb-44ce-8a2a-24824fc454fc · inbound

MAESTRO: Adapting GUIs and Guiding Navigation with User Preferences in Conversational Agents with GUIs cites this paper.

MAESTRO: Adapting GUIs and Guiding Navigation with User Preferences in Conversational Agents with GUIs Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-05-10T20:05:45.653202Z

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.

Observation 01359346-a888-42a8-974a-690f6ba23f15 · inbound

SensorPersona: An LLM-Empowered System for Continual Persona Extraction from Longitudinal Mobile Sensor Streams cites this paper.

SensorPersona: An LLM-Empowered System for Continual Persona Extraction from Longitudinal Mobile Sensor Streams Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 75

Resolution: verified exact; arxiv_id, observed 2026-05-15T11:49:58.884611Z

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.

Observation b425441a-3b5d-416d-af5e-b8fc0f7f41d6 · inbound

PersonaVLM: Long-Term Personalized Multimodal LLMs cites this paper.

PersonaVLM: Long-Term Personalized Multimodal LLMs Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-15T08:05:15.539502Z

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.

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

HorizonBench: Long-Horizon Personalization with Evolving Preferences cites this paper.

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 2026-08-09T06:31:02.800959+00:00.

Observation e0228d51-28ad-4d7c-8e42-517e8c055d6b · inbound

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory cites this paper.

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 188

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:51:34.519419Z

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.

Observation e540425b-78a9-4462-820e-d732aff214cb · inbound

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents cites this paper.

When Should Memory Stay Silent: Measuring Memory-Use Boundaries in Memory-Augmented Conversational Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 46

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:36:57.210500Z

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.

Observation 96191f3f-40ae-41d2-b105-3d38606b0180 · inbound

Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approach cites this paper.

Reasoning for Mobile User Experience with Multimodal LLMs: Task, Benchmark, and Approach Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-03T14:08:22.064601Z

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.

Observation 75103796-179a-4a42-a331-dd009ab033b0 · inbound

MapSatisfyBench: Benchmarking Satisfaction-Aware Map Agents through Behavior-Grounded Implicit Decision Factors cites this paper.

MapSatisfyBench: Benchmarking Satisfaction-Aware Map Agents through Behavior-Grounded Implicit Decision Factors Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 5

Resolution: malformed identifier; arxiv_id, observed 2026-07-03T20:08:56.736039Z

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.

Observation 24566c9c-ae0b-4fb0-8e9b-0b906f430cad · inbound

Interactive Task Alignment as a POMDP cites this paper.

Interactive Task Alignment as a POMDP Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:43.450565Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d7f0fa8-70ba-4b48-a4ff-b29b58dcfe7e · inbound

ClawRec: A Claw-Native Recommender System cites this paper.

ClawRec: A Claw-Native Recommender System Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 66

Resolution: unresolved; no resolver link, observed 2026-07-30T12:48:33.084477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d618ec3-350d-41d3-892b-a75593795c92 · inbound

TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning cites this paper.

TREK: A Travel Reasoning and Evaluation Kit for LLM Agents in Complex Trip Planning Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 115

Resolution: unresolved; no resolver link, observed 2026-07-30T15:14:06.319494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96fdf49d-723a-45b8-9da1-5d405a0a84ea · inbound

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents cites this paper.

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T00:38:40.577691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adffac51-bba2-4278-aec2-65d48b3e81bd · inbound

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs cites this paper.

LUNAR: Benchmarking Personalized Large Language Models on UNiversal User BehAvioR Logs Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T17:17:53.469368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.