Paper Citation Record · LEDGER

Know It, Act on It: Investigating Memory Utilization in LLM Personalization

As of 10 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2607.29433.

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

pith.paper-citation-record.v1
2607.29433 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:15:57.789976Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ace7b94b-4f59-40c3-9be4-2f9ee93a22a5 · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.737745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c70a30bd-b1cb-46e2-b308-e983ac6d1cab · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.740692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a24c95b1-5361-4b8d-a624-29925bf2694c · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization MemGPT: Towards LLMs as Operating Systems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.729996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd40ce6-98a9-406a-9a96-f6fffa0d6193 · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.747091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eac155e4-da06-487c-9def-b1fccaf3cd54 · outbound

This paper cites I’m really into origami – I love the precision.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization I’m really into origami – I love the precision

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.753473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18e068ae-fe84-45e4-8097-2c2c18c2f48c · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.744029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b81588c-5bd1-420b-b40d-17c98495b948 · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.757022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f40e290-3938-4821-8656-47851ac29bcb · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.759966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5325fd44-afbc-4312-a22c-30bc5868320f · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.763031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b0aec5d-ffd1-4516-aa09-0b0f3d6edd84 · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.765853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed3145c1-8b99-4baa-a962-3edaf07c9a52 · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.768496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efdde811-554a-4004-ba4e-35070322a6ce · outbound

This paper cites I’m heading to Colorado in February. What gear do I need to rent? I have my own boots and goggles.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization I’m heading to Colorado in February. What gear do I need to rent? I have my own boots and goggles

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.771220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1dd87c-ef72-4cd6-845e-75395b4fc2b1 · outbound

This paper cites Do I have pollen allergies?.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Do I have pollen allergies?

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.774335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92eba68a-063d-47f1-8fb9-3336d5ecdce8 · outbound

This paper cites know_test.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization know_test

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.777038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ccf625c-c5f4-473d-8673-0180a031734c · outbound

This paper cites an unresolved cited work.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.780056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f941dc-4746-4bff-a7c9-15f185f7ff58 · outbound

This paper cites This ensures at least ∼50 non-target conversation entries remain after sampling 20 target preferences, providing suf- ficient distractor context in chunk sequences.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization This ensures at least ∼50 non-target conversation entries remain after sampling 20 target preferences, providing suf- ficient distractor context in chunk sequences

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.782903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da35a2a2-38d8-4d61-97e3-0ec975b7ac24 · outbound

This paper cites American.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization American

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.786242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5f158ac-6d8f-4965-ae81-b88e339f8f8a · outbound

This paper cites Do I have any seasonal allergies?.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Do I have any seasonal allergies?

Reference 429

Resolution: malformed identifier; no resolver link, observed 2026-08-03T07:15:57.789976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fc4bf8d-bcf7-4db9-bbba-ce55c6bdaf41 · outbound

This paper cites Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.726447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 324acb76-d63f-4346-af03-e399d5036f22 · outbound

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

Know It, Act on It: Investigating Memory Utilization in LLM Personalization LongLaMP: A Benchmark for Personalized Long-form Text Generation

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.721779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25bc9058-5590-4f2f-b68f-f5519cd1f860 · outbound

This paper cites KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions.

Know It, Act on It: Investigating Memory Utilization in LLM Personalization KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-03T07:15:57.733633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.