Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:45:53.436017Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 3 inbound Pith citation observations for arXiv:2505.04072.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:45:53.436017Z
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, observed 2026-08-14T04:18:06.995679Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-30T00:24:04.417880Z
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e096a16f-628a-4bcb-bfd3-aaae27172ed6 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs online" 'onlinestring :=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b8dcdd0-46e2-46f9-8c33-ea0b4781610b · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs write newline
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd1c7c2c-2f09-4e5d-bbad-3cf7b50db05a · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Knowledge-Infused LLM-Powered Conversational Health Agent: A Case Study for Diabetes Patients
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f534cac-875e-48e8-b0c7-dbba2dea2dad · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ec54277-509c-4f4d-b30e-9e7abe89d7bd · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91374888-dfe4-4021-a644-a6196c16fd42 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 474eb9e7-d23c-4e73-b092-9311b70c19d1 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c66b366-bfd1-476e-a5e2-2d23bb8d24b2 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Evaluating Large Language Models Trained on Code
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df7ef163-b971-4b79-81a9-1b32f2dc2600 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Training Verifiers to Solve Math Word Problems
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e793716-d2be-4f33-8e06-8df4c3c09612 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Education
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04d1388f-8490-4cbf-bf6a-dc380e13bc24 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs DeepSeek-V3 Technical Report
Reference 11
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Unavailable: canonical work link unavailable.
Observation bfe766f2-f35b-4040-8723-78a4965e552e · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b81cdb0-7584-42f9-99df-a45ccc207cb1 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 13
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Unavailable: canonical work link unavailable.
Observation 05d07710-e215-4b3b-9a94-c65bab2e39aa · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eb49bba-67b3-4347-ad10-c744b0fc55e0 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e66235a-6712-41f2-a25b-0b8f081d1c56 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b8156a8-9083-4ee3-84fe-d1f07ed09def · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b868783-c01e-47dd-beb2-1c3fadc831ef · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Mistral 7B
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bbb853c-eeda-4909-907f-9664146b38ea · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Health-LLM: Personalized Retrieval-Augmented Disease Prediction System
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e54eecd7-48d4-4b1d-a83c-cf215c9e15d2 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d7de28e-0829-4a58-a57e-4f129a78e831 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Can LLMs be Good Financial Advisors?: An Initial Study in Personal Decision Making for Optimized Outcomes
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 719fb126-b5e7-42d4-8175-2c61bdeaac99 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 22
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 fed5c87a-0332-4936-97ee-30c876ed1b70 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6cfc25a-ac6f-46d3-a803-0b8c0be37d4a · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 24
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Unavailable: canonical work link unavailable.
Observation 1e91ed7f-037c-45e1-b5b5-7a1a96be31eb · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 25
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Unavailable: canonical work link unavailable.
Observation aefd102d-cde8-41e4-b7c0-b94dc180269f · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs FinGPT: Democratizing Internet-scale Data for Financial Large Language Models
Reference 26
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Unavailable: canonical work link unavailable.
Observation f05ae26f-9a37-46da-9517-e5ac9588ee2b · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs ControlLLM: Augment Language Models with Tools by Searching on Graphs
Reference 27
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Unavailable: canonical work link unavailable.
Observation bc9c8809-963f-4e04-aba1-daae46432ac6 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets
Reference 28
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Unavailable: canonical work link unavailable.
Observation a52d994f-cdb7-4d9c-8af8-74f8ce35ad3a · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 29
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Unavailable: canonical work link unavailable.
Observation d57d684a-558d-4d0f-a3b3-bd5d5f3f32db · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs WebGPT: Browser-assisted question-answering with human feedback
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2af1714-68e4-4f89-84ea-71dfe7495f86 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs A Brief Report on LawGPT 1.0: A Virtual Legal Assistant Based on GPT-3
Reference 31
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Unavailable: canonical work link unavailable.
Observation 907a863f-366f-45a9-aee5-f0bd8796a6d9 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 32
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 3f83bcdc-052c-419b-b191-d0ef4abd9be6 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fce37296-5c6b-433e-a6d6-9f48a3cf3cf0 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9db4835-9497-4c70-9567-4089e10cbd33 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 853c5199-e1d6-47bd-85fb-b884f0f27a96 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 36
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Unavailable: canonical work link unavailable.
Observation 00df362e-55d1-4324-a571-d05a4c976dcb · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 37
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Unavailable: canonical work link unavailable.
Observation 8dac555e-7299-4d0a-b245-8d7c5607b3be · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Qwen2 Technical Report
Reference 38
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Unavailable: canonical work link unavailable.
Observation fdb3bd0e-bb37-446e-9966-5d0804aa0db2 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 39
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Unavailable: canonical work link unavailable.
Observation 2ebab174-9f73-487e-949b-d4a407b8c161 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 40
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Unavailable: canonical work link unavailable.
Observation 4a5c1fd7-9b43-411f-b54e-64327b863763 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 41
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Unavailable: canonical work link unavailable.
Observation 2214af69-c785-4b4d-aaee-68c83e30d9de · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs A Survey on Large Language Models for Recommendation
Reference 42
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Unavailable: canonical work link unavailable.
Observation bc1d045e-074a-474d-8607-fab6f54c6fad · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 43
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Unavailable: canonical work link unavailable.
Observation b04bfb6b-9730-4bc7-a003-d99bddf1767f · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 44
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Unavailable: canonical work link unavailable.
Observation 3892d379-c0a2-4eea-8eb5-5e4b9bdadf0a · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Patil, Ion Stoica, and Joseph E
Reference 45
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Unavailable: canonical work link unavailable.
Observation f6746f23-b4d3-4ad7-a2ca-7d7418507262 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs PALR: Personalization Aware LLMs for Recommendation
Reference 46
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Unavailable: canonical work link unavailable.
Observation e33ba33c-c313-47f6-9a5b-58a4371d4184 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work
Reference 47
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 23d72d4d-cb4c-4b0b-ab72-00c7357e9ceb · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs ReAct: Synergizing Reasoning and Acting in Language Models
Reference 48
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Unavailable: canonical work link unavailable.
Observation a681aba7-4958-4948-a73b-909c15187687 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction
Reference 49
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Unavailable: canonical work link unavailable.
Observation 12e16263-17a0-4715-9eac-5a67ac4af2d7 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning
Reference 50
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Unavailable: canonical work link unavailable.
Observation 4927c121-df5f-45e4-a77e-6b99a9b95b51 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs xLAM: A Family of Large Action Models to Empower AI Agent Systems
Reference 51
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Unavailable: canonical work link unavailable.
Observation 433febce-9341-443d-8301-3d0445d247f8 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Recommendation as instruction following: A large language model empowered recommendation approach
Reference 52
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 f52f32c6-347b-49a7-89a8-3f010d45e0c2 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs Personalization of Large Language Models: A Survey
Reference 53
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Unavailable: canonical work link unavailable.
Observation 5a2c5547-d096-4626-a479-571a45ba4542 · outbound
Advancing and Benchmarking Personalized Tool Invocation for LLMs A Survey of Large Language Models
Reference 54
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Unavailable: canonical work link unavailable.
Observation 4f6e0f62-3c16-422f-a253-8380c55a2347 · inbound
Memory-Induced Tool-Drift in LLM Agents Advancing and Benchmarking Personalized Tool Invocation for LLMs
Reference 11
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 c6b40833-3471-441e-8ff9-c6fa643a70ea · inbound
UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs Advancing and Benchmarking Personalized Tool Invocation for LLMs
Reference 10
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Unavailable: canonical work link unavailable.
Observation ddea0712-b932-4d56-a0bd-5c77eb7df5ef · inbound
SPIEval: Evaluating Large Language Models as Mobile Assistants over Scattered Personal Information Advancing and Benchmarking Personalized Tool Invocation for LLMs
Reference 105
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Unavailable: canonical work link unavailable.