Paper Citation Record · LEDGER

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs

As of 22 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.10042.

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

pith.paper-citation-record.v1
2608.10042 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:18:07.485591Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

35 of 35 outbound references displayed

verified exact8
verified fuzzy13
unresolved13
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a0f803dc-53ec-4aa4-86b0-bd2376cd6061 · outbound

This paper cites Tuesday Retail Notes.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Tuesday Retail Notes

Reference 1

Resolution: verified exact; raw_fallback, observed 2026-08-14T04:18:07.934741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db2e51a4-4383-45c8-bf7e-ea8884e0005d · outbound

This paper cites Personalized Language Modeling from Personalized Human Feedback.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Personalized Language Modeling from Personalized Human Feedback

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.672677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 517e448d-53ec-4278-a7ac-fb773b0f178b · outbound

This paper cites Aligning LLMs by Predicting Preferences from User Writing Samples.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Aligning LLMs by Predicting Preferences from User Writing Samples

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:18:08.623168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a7b0ef19-e581-4183-987f-e346d5b353c1 · outbound

This paper cites API-bank: A comprehensive benchmark for tool-augmented LLMs.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs API-bank: A comprehensive benchmark for tool-augmented LLMs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.874925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ad1d714d-76d2-469d-b3a6-25bc860e3ea8 · outbound

This paper cites Benchmarking LLM Tool-Use in the Wild.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Benchmarking LLM Tool-Use in the Wild

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.864763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dd23d7c-8bac-4165-8e68-e4205f2b0193 · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.914755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6b40833-3471-441e-8ff9-c6fa643a70ea · outbound

This paper cites Advancing and Benchmarking Personalized Tool Invocation for LLMs.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Advancing and Benchmarking Personalized Tool Invocation for LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.995679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a72393e1-6011-4523-b149-226db075730a · outbound

This paper cites Tool- spectrum: Towards personalized tool utilization for large language models.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Tool- spectrum: Towards personalized tool utilization for large language models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.655761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c3dbc6e2-2c05-4cd2-b0fd-6ffb7a7af9b1 · outbound

This paper cites doi:10.18653/v1/2026.acl-long.370.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs doi:10.18653/v1/2026.acl-long.370

Reference 12

Resolution: verified exact; doi, observed 2026-08-14T04:18:07.767881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7ee59956-cf73-4f46-b6a2-0b4c852d1d37 · outbound

This paper cites Fingertip 20k: A benchmark for proactive and personalized mobile llm agents.arXiv preprint arXiv:2507.21071,.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Fingertip 20k: A benchmark for proactive and personalized mobile llm agents.arXiv preprint arXiv:2507.21071,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:07.135485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 979fbe54-b07c-42de-b2c6-13e77d830895 · outbound

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

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:07.145058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d496b7a-8c64-40ac-b6e0-1805b5055a90 · outbound

This paper cites Me-agent: A personalized mobile agent with two-level user habit learning for enhanced interaction.arXiv preprint arXiv:2601.20162, 2026a.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Me-agent: A personalized mobile agent with two-level user habit learning for enhanced interaction.arXiv preprint arXiv:2601.20162, 2026a

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-14T04:18:08.401262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f8c2895f-6e01-46f0-a2c0-07fe6acf8e51 · outbound

This paper cites ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:18:08.286973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 68011b94-2c97-44dd-8284-0a887c959a75 · outbound

This paper cites Shopsimulator: Evaluating and exploring rl-driven llm agent for shopping assistants.arXiv preprint arXiv:2601.18225, 2026b.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Shopsimulator: Evaluating and exploring rl-driven llm agent for shopping assistants.arXiv preprint arXiv:2601.18225, 2026b

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:07.173493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6932b77f-8bd6-4fed-9041-7eb330819605 · outbound

This paper cites PersonaLLM: Investigating the abil- ity of large language models to express personality traits.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs PersonaLLM: Investigating the abil- ity of large language models to express personality traits

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.587460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5f065543-cae1-4658-a75d-66bf879e6adf · outbound

This paper cites URLhttps://aclanthology.org/2024.findings-naacl.229/.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs URLhttps://aclanthology.org/2024.findings-naacl.229/

Reference 19

Resolution: malformed identifier; no resolver link, observed 2026-08-14T04:18:07.214750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 368143bb-c301-43a6-96f4-1519c277ccdc · outbound

This paper cites an unresolved cited work.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:18:09.469404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8aa8e873-aeb4-409c-8cd7-21377d555d8b · outbound

This paper cites Qwen Team.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Qwen Team

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.406526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3d6bb34a-2c46-4c8a-8d39-3e5595bf4294 · outbound

This paper cites DeepSeek-AI.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs DeepSeek-AI

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.341136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f026ab4a-d16c-4f84-9b91-b675ac11f5f2 · outbound

This paper cites Google DeepMind.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Google DeepMind

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.236384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a8f7a612-f0fd-4e71-a953-bb34be7ba50a · outbound

This paper cites an unresolved cited work.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:18:09.104749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f26e52b9-39c8-4f0e-8d05-9a286aaab7e4 · outbound

This paper cites Qiqiang Lin, Muning Wen, Qiuying Peng, Guanyu Nie, Junwei Liao, Jun Wang, Xiaoyun Mo, Jiamu Zhou, Cheng Cheng, Yin Zhao, et al.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Qiqiang Lin, Muning Wen, Qiuying Peng, Guanyu Nie, Junwei Liao, Jun Wang, Xiaoyun Mo, Jiamu Zhou, Cheng Cheng, Yin Zhao, et al

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:07.268543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14769fae-8a0c-44f1-8d5c-1eb8751057c8 · outbound

This paper cites Accessed: 2026-05-25.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Accessed: 2026-05-25

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.026654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c47f70df-02f7-498f-823e-b26079cea3a4 · outbound

This paper cites co/Team-ACE/ToolACE-2.5-Llama-3.1-8B.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs co/Team-ACE/ToolACE-2.5-Llama-3.1-8B

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:08.944279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 105f1510-6014-43e5-a1a1-c0022f71cd55 · outbound

This paper cites Accessed: 2026-05-25.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Accessed: 2026-05-25

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:08.869221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 99a4a60f-b52c-4512-8e2c-3f3a6665f622 · outbound

This paper cites Direct Multi-Turn Preference Optimization for Language Agents.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Direct Multi-Turn Preference Optimization for Language Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:07.327158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06c927ac-55a2-43a5-84b3-8487cd956336 · outbound

This paper cites URL https://aclanthology.org/2026.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs URL https://aclanthology.org/2026

Reference 30

Resolution: verified exact; doi, observed 2026-08-14T04:18:07.720918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 32b744bc-020d-46c1-8c25-765f86d01d3a · outbound

This paper cites URL https://aclanthology.org/2026.findings-acl.1080/.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs URL https://aclanthology.org/2026.findings-acl.1080/

Reference 31

Resolution: verified exact; doi, observed 2026-08-14T04:18:07.689459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 51e3e151-5882-4d0f-bbe5-9ab7da35cd4c · outbound

This paper cites 36Kr GreenLeaf retail rising star.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs 36Kr GreenLeaf retail rising star

Reference 32

Resolution: verified exact; doi, observed 2026-08-14T04:18:07.595153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 72c0a1b2-46ad-4482-844b-ef89a96ff2d5 · outbound

This paper cites B.3 Quantitative Persona Diversity Audit We complement the field-coverage analysis with a quantitative audit of the ten selected profiles.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs B.3 Quantitative Persona Diversity Audit We complement the field-coverage analysis with a quantitative audit of the ten selected profiles

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:08.832172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 07fe565e-04c8-4585-a2c9-2d88c98ca057 · outbound

This paper cites Left: token Jaccard similarity.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Left: token Jaccard similarity

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:08.777001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0f9fa615-9808-413b-88f4-21cf915a913d · outbound

This paper cites doi:10.18653/v1/2023.emnlp-main.187.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs doi:10.18653/v1/2023.emnlp-main.187

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.818994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f9c32b5-d519-4eb7-9de1-e782eedbb5e4 · outbound

This paper cites Know me, respond to me: Benchmarking llms for dynamic user profiling and personalized responses at scale.arXiv preprint arXiv:2504.14225,.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Know me, respond to me: Benchmarking llms for dynamic user profiling and personalized responses at scale.arXiv preprint arXiv:2504.14225,

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-14T04:18:06.605781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27ae0a1f-ea3c-470c-9f0b-b490c0c9ee14 · outbound

This paper cites Personalens: A benchmark for personalization evaluation in conversational ai assistants.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Personalens: A benchmark for personalization evaluation in conversational ai assistants

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:10.014822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1ef11c0d-b1c0-41ea-bc04-2227aea61bed · outbound

This paper cites Petoolllm: Towards personalized tool learning in large language models.

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Petoolllm: Towards personalized tool learning in large language models

Reference 2026

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:18:09.802674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.