Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:18:07.485591Z
Paper Citation Record · LEDGER
UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs
As of 16 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.