Paper Citation Record · LEDGER

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data

As of 9 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2607.27056.

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

pith.paper-citation-record.v1
2607.27056 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T03:22:56.381369Z

measured 36 of 36 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 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

36 of 36 outbound references displayed

verified exact0
verified fuzzy0
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 14095a47-ad31-4e21-9909-5d1c2a6a1c89 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:53.862637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61c30e9b-5877-480b-acad-46fd91009e3d · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:53.931447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d1f796a-42bf-48d4-a1af-80bd1535d893 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.035189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3290f2a9-c8ac-40e0-b1f6-5cab7b5542f5 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.080752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0659f1d-eb56-4ac5-a963-45b9fd56c210 · outbound

This paper cites PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.123714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 476bdf6b-f5b4-4fbc-8775-16fe542247e4 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.242428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c70feceb-b61a-45d6-bd35-23f5ed679240 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.323173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 207ea851-e4e5-44c3-ae22-13956f86b8b8 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.380683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 214520cd-6f13-4ab1-95fa-9ab09cef11b7 · outbound

This paper cites From RAG to Memory: Non-Parametric Continual Learning for Large Language Models.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.454815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04d6c600-f1d8-43b1-bb81-bb68eb0d7151 · outbound

This paper cites J.; Viechtbauer, W.; et al.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data J.; Viechtbauer, W.; et al

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.563789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86ee43ac-8ca4-4608-9fe6-90a984561202 · outbound

This paper cites Memory in the Age of AI Agents.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Memory in the Age of AI Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.634591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcf4f13b-27b8-4e5e-8e2e-ca3236a37d2c · outbound

This paper cites Episodic Memories Generation and Evaluation Benchmark for Large Language Models.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Episodic Memories Generation and Evaluation Benchmark for Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.729648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5731b1f-fdac-4944-a739-4fa266566be5 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.823933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa2c7a33-3fd0-4f28-a15a-cffa2876f842 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:54.915277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ee13e2-1fab-4684-bd9c-bd8badf84f9c · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.008793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a639140-3250-4712-86fd-148c27685d97 · outbound

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

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.100459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af9f6daf-6ed6-43d9-bc7b-780ea5df67ba · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.151992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b30563e-413c-4609-9711-2d86be56c552 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.214431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d32ee6b9-64e0-43ff-9e27-b027fc2765af · outbound

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

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.261407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fac4ebc-6334-4d51-913b-452ca490cf6c · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.337808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cd3d028-dd16-4beb-ab54-f60138c7e7cb · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.370529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58148f2d-6793-44a7-b954-9271a8535dca · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data MemGPT: Towards LLMs as Operating Systems

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.481052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9496d0fc-6a87-4918-a7f7-b39988a7ddd9 · outbound

This paper cites P.; Rodriguez, A.; Spritzer, K.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data P.; Rodriguez, A.; Spritzer, K

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.589003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a80e16-fca7-45a2-a0ad-06fa7bcca635 · outbound

This paper cites J.; and John, O.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data J.; and John, O

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.613279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4fc1303-655a-4b12-8aed-6dd89a974f34 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.679715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da4a5957-ecba-4310-905d-eaceaf525eec · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.747657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60c72412-27e7-45cf-aac7-eb06bb5e612a · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.823079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaa0b4d3-c03c-4a9c-b0c9-8299acefdd77 · outbound

This paper cites C.; and Christal, R.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data C.; and Christal, R

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.857635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea115f8-8ca3-45d7-bfa3-bf266ae2ed58 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.924051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a89015ea-d1ed-45ab-985d-a755f88de75b · outbound

This paper cites MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data MemMachine: A Ground-Truth-Preserving Memory System for Personalized AI Agents

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:55.981789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 597960ad-97d9-417e-9380-ded340b74fed · outbound

This paper cites LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.035321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbaf4c83-3199-48df-8657-867dfdbde612 · outbound

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

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.114399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd89244f-b940-486f-b058-75e759bfd0f0 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.208461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bebf6338-4631-4e41-96a9-18ecf6dc7069 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.284508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a044f1f-9886-42ca-a1c4-0ed7b41971c5 · outbound

This paper cites L.; and Su, F.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data L.; and Su, F

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.344740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da65c774-e312-48cb-a10e-5c2517f85644 · outbound

This paper cites an unresolved cited work.

Setoka: A Benchmark for Hierarchical User Understanding in Personalized Agents over Heterogeneous Data Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T03:22:56.381369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.