Paper Citation Record · LEDGER

AI PERSONA: Towards Life-long Personalization of LLMs

As of 20 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 8 inbound Pith citation observations for arXiv:2412.13103.

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

pith.paper-citation-record.v1
2412.13103 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:31:41.466818Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:42:47.668122Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T08:16:47.830273Z

Reference resolution

45 of 45 outbound references displayed

verified exact1
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 881daa23-21f4-4aaf-bc34-c6fa9373c583 · outbound

This paper cites online" 'onlinestring :=.

AI PERSONA: Towards Life-long Personalization of LLMs online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.168857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faee6dbc-8414-40a6-93ae-6efed2fe1b88 · outbound

This paper cites write newline.

AI PERSONA: Towards Life-long Personalization of LLMs write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.175569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0127ea2-56bd-4a67-a7bf-850c214ae61c · outbound

This paper cites an unresolved cited work.

AI PERSONA: Towards Life-long Personalization of LLMs Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:31:42.273821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 402e27f4-4473-466c-a9e3-17c7f3ddc663 · outbound

This paper cites Language Models are Few-Shot Learners.

AI PERSONA: Towards Life-long Personalization of LLMs Language Models are Few-Shot Learners

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.190979Z

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Observation 8b379dc9-ad46-4f59-8c33-344d410984cb · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

AI PERSONA: Towards Life-long Personalization of LLMs AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.205251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cb69854-6a94-475b-97f5-3fe385e0970c · outbound

This paper cites Large Language Models for User Interest Journeys.

AI PERSONA: Towards Life-long Personalization of LLMs Large Language Models for User Interest Journeys

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.214113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d71a013d-6044-4910-95d8-4be612e978f8 · outbound

This paper cites Language-Based User Profiles for Recommendation.

AI PERSONA: Towards Life-long Personalization of LLMs Language-Based User Profiles for Recommendation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.225345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48425bc5-11ae-41f8-902c-f8689216df3e · outbound

This paper cites ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation.

AI PERSONA: Towards Life-long Personalization of LLMs ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.233384Z

Source-reported events for the cited work

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Observation b62b65c3-94f4-4282-883c-4a4462a72abc · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs LoRA: Low-Rank Adaptation of Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.240336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87daab0d-a1fe-4ddb-b5f5-80cb1ba5ee71 · outbound

This paper cites Faithful Persona-based Conversational Dataset Generation with Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs Faithful Persona-based Conversational Dataset Generation with Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.247988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b690a7ad-9419-4ed7-b163-ec0481cc0b92 · outbound

This paper cites Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction.

AI PERSONA: Towards Life-long Personalization of LLMs Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.253096Z

Source-reported events for the cited work

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Observation 8dd86447-0a86-4cfc-bbe7-b27134e2b15f · outbound

This paper cites Teach LLMs to Personalize -- An Approach inspired by Writing Education.

AI PERSONA: Towards Life-long Personalization of LLMs Teach LLMs to Personalize -- An Approach inspired by Writing Education

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.260469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc3eb019-a90a-4ed4-a860-d1f5478050fc · outbound

This paper cites Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security.

AI PERSONA: Towards Life-long Personalization of LLMs Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.268927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd10c118-04e0-4971-95ff-5655458199aa · outbound

This paper cites CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs CMAT: A Multi-Agent Collaboration Tuning Framework for Enhancing Small Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.274410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4ae7aa-21d0-4283-a8be-23b734b1e2b4 · outbound

This paper cites Self-evolving Agents with reflective and memory-augmented abilities.

AI PERSONA: Towards Life-long Personalization of LLMs Self-evolving Agents with reflective and memory-augmented abilities

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.282767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7950d6c1-b8bb-450e-8c66-8f0494950a3a · outbound

This paper cites Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance.

AI PERSONA: Towards Life-long Personalization of LLMs Paper Copilot: A Self-Evolving and Efficient LLM System for Personalized Academic Assistance

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-11T13:31:42.033320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0ca88a6c-200d-4a06-825c-4bc684360ea3 · outbound

This paper cites AgentBench: Evaluating LLMs as Agents.

AI PERSONA: Towards Life-long Personalization of LLMs AgentBench: Evaluating LLMs as Agents

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.298025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e03adcee-e005-458c-8c23-a40b2fe0d356 · outbound

This paper cites GAIA: a benchmark for General AI Assistants.

AI PERSONA: Towards Life-long Personalization of LLMs GAIA: a benchmark for General AI Assistants

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.304944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f86fa8-d27d-40dd-91bf-2cecaa8e7d28 · outbound

This paper cites Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers.

AI PERSONA: Towards Life-long Personalization of LLMs Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.312312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 722543b0-d503-4a58-aedf-3b4f4f8a355f · outbound

This paper cites GPT-4 Technical Report.

AI PERSONA: Towards Life-long Personalization of LLMs GPT-4 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.317054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fb771b-7c2e-4409-a015-e89e3f80d9c4 · outbound

This paper cites Training language models to follow instructions with human feedback.

AI PERSONA: Towards Life-long Personalization of LLMs Training language models to follow instructions with human feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.321452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e62dc691-65c0-4e86-80a8-eb00089dde4e · outbound

This paper cites an unresolved cited work.

AI PERSONA: Towards Life-long Personalization of LLMs Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.327956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d8d9bd7-d455-421f-943c-40ca80ad2664 · outbound

This paper cites an unresolved cited work.

AI PERSONA: Towards Life-long Personalization of LLMs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.333935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36c8045d-b4db-4e68-8b23-c218572ad49a · outbound

This paper cites Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.339249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24402083-197c-4f51-b2ab-f103d1cff211 · outbound

This paper cites an unresolved cited work.

AI PERSONA: Towards Life-long Personalization of LLMs Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T13:31:42.229061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f7e2cd3f-c6fb-4ac4-b512-886c1c823c6e · outbound

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

AI PERSONA: Towards Life-long Personalization of LLMs LaMP: When Large Language Models Meet Personalization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.354667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dfca7e9-594d-40af-a297-4a0f3b50207c · outbound

This paper cites TaskBench: Benchmarking Large Language Models for Task Automation.

AI PERSONA: Towards Life-long Personalization of LLMs TaskBench: Benchmarking Large Language Models for Task Automation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.360494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2748fc1-1c2f-41de-8c3b-8e0337a42499 · outbound

This paper cites User Modeling in the Era of Large Language Models: Current Research and Future Directions.

AI PERSONA: Towards Life-long Personalization of LLMs User Modeling in the Era of Large Language Models: Current Research and Future Directions

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.366802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a2fa878-45ad-4af3-ab2e-7a82b501cf56 · outbound

This paper cites Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts.

AI PERSONA: Towards Life-long Personalization of LLMs Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.372335Z

Source-reported events for the cited work

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Observation 826f8cfc-7bf9-45b1-a85e-e890edfcb377 · outbound

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

AI PERSONA: Towards Life-long Personalization of LLMs Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.378412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8368d07-c035-4293-baaf-dcd1fa69ee4d · outbound

This paper cites RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.385677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc46550-3a39-4543-8eb0-5c85e81ca3c0 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs LLaMA: Open and Efficient Foundation Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.390953Z

Source-reported events for the cited work

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Observation a6ea82a1-84ac-42cc-a8be-e11a3ea3f519 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

AI PERSONA: Towards Life-long Personalization of LLMs Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.395825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4041790c-e3da-41d8-9a08-43baa22db693 · outbound

This paper cites SurveyAgent: A Conversational System for Personalized and Efficient Research Survey.

AI PERSONA: Towards Life-long Personalization of LLMs SurveyAgent: A Conversational System for Personalized and Efficient Research Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.401033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11eccd41-2896-4371-845d-e31df6270600 · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

AI PERSONA: Towards Life-long Personalization of LLMs Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.405524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 294b1b21-43b3-4814-8b5c-02167c713594 · outbound

This paper cites RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.410146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0d7f586-5cfc-4a5e-832c-cc74f0dff481 · outbound

This paper cites Personalized Large Language Models.

AI PERSONA: Towards Life-long Personalization of LLMs Personalized Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.415057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5e0c53-da8e-40b8-b390-bb4d6ab0354f · outbound

This paper cites TravelPlanner: A Benchmark for Real-World Planning with Language Agents.

AI PERSONA: Towards Life-long Personalization of LLMs TravelPlanner: A Benchmark for Real-World Planning with Language Agents

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.421416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77092ee8-11a6-43c5-9dc0-20db2d71318a · outbound

This paper cites RefGPT: Dialogue Generation of GPT, by GPT, and for GPT.

AI PERSONA: Towards Life-long Personalization of LLMs RefGPT: Dialogue Generation of GPT, by GPT, and for GPT

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.426092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec62de44-38e8-4eb9-b1ff-2cd0f022f982 · outbound

This paper cites PALR: Personalization Aware LLMs for Recommendation.

AI PERSONA: Towards Life-long Personalization of LLMs PALR: Personalization Aware LLMs for Recommendation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.431883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01d100ce-1d3f-4477-9703-f8e46349c733 · outbound

This paper cites BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model.

AI PERSONA: Towards Life-long Personalization of LLMs BookGPT: A General Framework for Book Recommendation Empowered by Large Language Model

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.437259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40395461-cfad-4b80-a7b8-3200eba9ad31 · outbound

This paper cites Agents: An Open-source Framework for Autonomous Language Agents.

AI PERSONA: Towards Life-long Personalization of LLMs Agents: An Open-source Framework for Autonomous Language Agents

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.444388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b075839f-9116-4c6f-b579-fe0d44595bbb · outbound

This paper cites an unresolved cited work.

AI PERSONA: Towards Life-long Personalization of LLMs Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.451633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 137329bf-ecbe-44dc-a1d9-9761d7f1cbee · outbound

This paper cites Symbolic Learning Enables Self-Evolving Agents.

AI PERSONA: Towards Life-long Personalization of LLMs Symbolic Learning Enables Self-Evolving Agents

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.459765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eabd101f-5278-407c-810f-ef5db2a22a60 · outbound

This paper cites HYDRA: Model Factorization Framework for Black-Box LLM Personalization.

AI PERSONA: Towards Life-long Personalization of LLMs HYDRA: Model Factorization Framework for Black-Box LLM Personalization

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-11T13:31:41.466818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 07794934-94f4-48a7-ab18-1e99d21aad81 · inbound

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization cites this paper.

PersonaFeedback: A Large-scale Human-annotated Benchmark For Personalization AI PERSONA: Towards Life-long Personalization of LLMs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:42:47.668122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6139e34-5b6c-4935-98c2-b0aa6fc4f655 · inbound

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation cites this paper.

Point of Order: Action-Aware LLM Persona Modeling for Data-Grounded Civic Deliberation AI PERSONA: Towards Life-long Personalization of LLMs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T20:57:37.304263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 519147eb-bb70-49ef-88d2-86b641669428 · inbound

Synthetic Interaction Data for Scalable Personalization in Large Language Models cites this paper.

Synthetic Interaction Data for Scalable Personalization in Large Language Models AI PERSONA: Towards Life-long Personalization of LLMs

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T23:53:05.959207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c89ae5-fa75-4569-9966-fd9b97da63c9 · 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 AI PERSONA: Towards Life-long Personalization of LLMs

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-15T11:49:58.899507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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

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

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 2026-08-20T06:33:59.587034+00:00.

Observation 3e1bc42c-0cb5-4a64-b077-c69402f2e6ff · inbound

The Pragmatic Persona: Discovering LLM Persona through Bridging Inference cites this paper.

The Pragmatic Persona: Discovering LLM Persona through Bridging Inference AI PERSONA: Towards Life-long Personalization of LLMs

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:51:26.281377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 380e50a4-5925-4f54-bdeb-e5fb49ea8853 · inbound

An Empirical Study on Logging Evolution On Stack Overflow: Trends, Topics, and Challenges cites this paper.

An Empirical Study on Logging Evolution On Stack Overflow: Trends, Topics, and Challenges AI PERSONA: Towards Life-long Personalization of LLMs

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-06-29T10:33:18.368496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f8b1a1b8-b65f-4155-83d7-7644ed76d954 · inbound

PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents cites this paper.

PersonaTree: Structured Lifecycle Memory for Person Understanding in LLM Agents AI PERSONA: Towards Life-long Personalization of LLMs

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:16:47.831761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.