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Paper Citation Record · LEDGER

Advancing and Benchmarking Personalized Tool Invocation for LLMs

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.

pith.paper-citation-record.v1
2505.04072 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:45:53.436017Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:18:06.995679Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T00:24:04.417880Z

Reference resolution

54 of 54 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e096a16f-628a-4bcb-bfd3-aaae27172ed6 · outbound

This paper cites online" 'onlinestring :=.

Advancing and Benchmarking Personalized Tool Invocation for LLMs online" 'onlinestring :=

Reference 1

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no resolver link, observed 2026-08-15T23:45:53.229359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.229359Z digest=sha256:097d64f9699071636f8ea78356608c205fbce234155d16dea10350793685c49f

Observation 6b8dcdd0-46e2-46f9-8c33-ea0b4781610b · outbound

This paper cites write newline.

Advancing and Benchmarking Personalized Tool Invocation for LLMs write newline

Reference 2

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no resolver link, observed 2026-08-15T23:45:53.233952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.233952Z digest=sha256:3c26ff5577935a7b320d212e8c89c71f1720a170536cf77b30546727f3fb8fc0

Observation bd1c7c2c-2f09-4e5d-bbad-3cf7b50db05a · outbound

This paper cites Knowledge-Infused LLM-Powered Conversational Health Agent: A Case Study for Diabetes Patients.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Knowledge-Infused LLM-Powered Conversational Health Agent: A Case Study for Diabetes Patients

Reference 3

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no resolver link, observed 2026-08-15T23:45:53.239072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.239072Z digest=sha256:863e708773b96b52c10f8cb914d3a48c0a34149c3e7a51ae96daf27acc32209f

Observation 2f534cac-875e-48e8-b0c7-dbba2dea2dad · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-15T23:45:53.243782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.243782Z digest=sha256:8e31cc18be6ed37ca3740a0e97ed6118d40ddf478043483ae0e8c0b023f6bda1

Observation 0ec54277-509c-4f4d-b30e-9e7abe89d7bd · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 5

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no resolver link, observed 2026-08-15T23:45:53.247840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.247840Z digest=sha256:7b28476a80c95d0b2933848ae9245a0e67fb8d998f31ad9c68ed755f58600a8d

Observation 91374888-dfe4-4021-a644-a6196c16fd42 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 6

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no resolver link, observed 2026-08-15T23:45:53.251759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.251759Z digest=sha256:ab4b06da8953d65e8379fd24ad22cc3e85509244d34d0c7089dcb45aac54ca9e

Observation 474eb9e7-d23c-4e73-b092-9311b70c19d1 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 7

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no resolver link, observed 2026-08-15T23:45:53.255665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.255665Z digest=sha256:aa21d267b25d28e6254a932cb92018c439465516f48c1bdb042432cd21dfc311

Observation 9c66b366-bfd1-476e-a5e2-2d23bb8d24b2 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Evaluating Large Language Models Trained on Code

Reference 8

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no resolver link, observed 2026-08-15T23:45:53.259462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.259462Z digest=sha256:4a97082025de5eee7670cea03784501f27b8e88f67d0a7c08e04bdf1a750b2e7

Observation df7ef163-b971-4b79-81a9-1b32f2dc2600 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Training Verifiers to Solve Math Word Problems

Reference 9

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no resolver link, observed 2026-08-15T23:45:53.263930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.263930Z digest=sha256:d9a6b2d414c80608c24102d8f8b9808a8e0c3bb110cee74061f9cad85e0aab63

Observation 5e793716-d2be-4f33-8e06-8df4c3c09612 · outbound

This paper cites EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Education.

Advancing and Benchmarking Personalized Tool Invocation for LLMs EduChat: A Large-Scale Language Model-based Chatbot System for Intelligent Education

Reference 10

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no resolver link, observed 2026-08-15T23:45:53.268783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.268783Z digest=sha256:ec426cb031b777dd0c682042110ef1c9742330f7ba1adbea3197dabf3fbd85f0

Observation 04d1388f-8490-4cbf-bf6a-dc380e13bc24 · outbound

This paper cites DeepSeek-V3 Technical Report.

Advancing and Benchmarking Personalized Tool Invocation for LLMs DeepSeek-V3 Technical Report

Reference 11

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no resolver link, observed 2026-08-15T23:45:53.273119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.273119Z digest=sha256:85d8a0437a5991d86312c522292a6c6cc27a3ac24f3e520e6d4d3a8605c62e6f

Observation bfe766f2-f35b-4040-8723-78a4965e552e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Advancing and Benchmarking Personalized Tool Invocation for LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

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no resolver link, observed 2026-08-15T23:45:53.277335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.277335Z digest=sha256:ac8f47a80b0134dd60b58fd8f4376c192f2bcddcb50f750a1af78376eb6bd580

Observation 3b81cdb0-7584-42f9-99df-a45ccc207cb1 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-15T23:45:53.281347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.281347Z digest=sha256:c0a6021f13bf121b82914cd0567b615c36c7529236ec7edfc02155373459f3ca

Observation 05d07710-e215-4b3b-9a94-c65bab2e39aa · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-15T23:45:53.284978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.284978Z digest=sha256:513f3bd3fc2ee75a5856bb05e273852649cad563271d99890d190d907d3419ce

Observation 8eb49bba-67b3-4347-ad10-c744b0fc55e0 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-15T23:45:53.288705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.288705Z digest=sha256:86da85dc3899f072b12ec63287301ef6ab4caec59462668d9217134ed94c2bba

Observation 6e66235a-6712-41f2-a25b-0b8f081d1c56 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 16

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no resolver link, observed 2026-08-15T23:45:53.292329Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.292329Z digest=sha256:5d1dcc742d6e24bff39082354fc9ff3eabe0b73d0a4832b452f498945b85372b

Observation 9b8156a8-9083-4ee3-84fe-d1f07ed09def · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-15T23:45:53.295880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.295880Z digest=sha256:79ac659291c514972d0164fca1f0d521ca8a5704b24dcf87a660a1f8791051ad

Observation 5b868783-c01e-47dd-beb2-1c3fadc831ef · outbound

This paper cites Mistral 7B.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Mistral 7B

Reference 18

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no resolver link, observed 2026-08-15T23:45:53.299278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.299278Z digest=sha256:a3c38f3927170476e1c38747f4916a6e080be935917f52a815f14baebee18d04

Observation 4bbb853c-eeda-4909-907f-9664146b38ea · outbound

This paper cites Health-LLM: Personalized Retrieval-Augmented Disease Prediction System.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Health-LLM: Personalized Retrieval-Augmented Disease Prediction System

Reference 19

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no resolver link, observed 2026-08-15T23:45:53.303182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.303182Z digest=sha256:a99ce4b708d555acef255158c24a7392df9420f8b3ff6838af504ad5d49b97b2

Observation e54eecd7-48d4-4b1d-a83c-cf215c9e15d2 · outbound

This paper cites u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \.

Advancing and Benchmarking Personalized Tool Invocation for LLMs u chemann, Maria Bannert, Daryna Dementieva, Frank Fischer, Urs Gasser, Georg Groh, Stephan G \

Reference 20

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no resolver link, observed 2026-08-15T23:45:53.306932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.306932Z digest=sha256:b58a92b82adee7475bb0d8076d24d58c9bd968dc7802b9c8e4e5abb1867cfe3a

Observation 7d7de28e-0829-4a58-a57e-4f129a78e831 · outbound

This paper cites Can LLMs be Good Financial Advisors?: An Initial Study in Personal Decision Making for Optimized Outcomes.

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

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no resolver link, observed 2026-08-15T23:45:53.310429Z

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source=arxiv_source observed=2026-08-15T23:45:53.310429Z digest=sha256:36fdba8339190b02f6a5d77689c4b9e6f064647e2c692ffb39ec9da4e32c4667

Observation 719fb126-b5e7-42d4-8175-2c61bdeaac99 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 22

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raw_fallback, observed 2026-08-15T23:45:53.954228Z

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.

source=arxiv_source observed=2026-08-15T23:45:53.314032Z digest=sha256:6076b70d5552b65693d134699188f190cd32d597d6ce417588aaaa2f2d46dea2

Observation fed5c87a-0332-4936-97ee-30c876ed1b70 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-15T23:45:53.317479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.317479Z digest=sha256:7072db6a403c3b3e3f6aae60d59cdf01610550794043078578ae1f134525562a

Observation b6cfc25a-ac6f-46d3-a803-0b8c0be37d4a · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-15T23:45:53.321191Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.321191Z digest=sha256:180c0f5837f3360a9de81eed47a783504285155e105482381fdf7796c651f874

Observation 1e91ed7f-037c-45e1-b5b5-7a1a96be31eb · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-15T23:45:53.324727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.324727Z digest=sha256:e7191f70036a083bf8abc7a47b28e23558ce0cb5d5e33646286cd5a9d6816123

Observation aefd102d-cde8-41e4-b7c0-b94dc180269f · outbound

This paper cites FinGPT: Democratizing Internet-scale Data for Financial Large Language Models.

Advancing and Benchmarking Personalized Tool Invocation for LLMs FinGPT: Democratizing Internet-scale Data for Financial Large Language Models

Reference 26

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no resolver link, observed 2026-08-15T23:45:53.328232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.328232Z digest=sha256:d03738f7593fdd4b7331f012baaa612beb3365638382144785ecad1b11933e83

Observation f05ae26f-9a37-46da-9517-e5ac9588ee2b · outbound

This paper cites ControlLLM: Augment Language Models with Tools by Searching on Graphs.

Advancing and Benchmarking Personalized Tool Invocation for LLMs ControlLLM: Augment Language Models with Tools by Searching on Graphs

Reference 27

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no resolver link, observed 2026-08-15T23:45:53.332336Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.332336Z digest=sha256:96c0d92dc06ba33c79d016a599d74e18d3b0fc048f51ce396049e8abc32b6d49

Observation bc9c8809-963f-4e04-aba1-daae46432ac6 · outbound

This paper cites APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets.

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.

source=arxiv_source observed=2026-08-15T23:45:53.336838Z digest=sha256:006a2b6a44f25726973a23cb182c60b1499611163608853db67dfff260829edd

Observation a52d994f-cdb7-4d9c-8af8-74f8ce35ad3a · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 29

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no resolver link, observed 2026-08-15T23:45:53.340749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.340749Z digest=sha256:c563294e25a3b5fec66b4ae01e9d90c46d1e6716a4df0bc881872fc382373749

Observation d57d684a-558d-4d0f-a3b3-bd5d5f3f32db · outbound

This paper cites WebGPT: Browser-assisted question-answering with human feedback.

Advancing and Benchmarking Personalized Tool Invocation for LLMs WebGPT: Browser-assisted question-answering with human feedback

Reference 30

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no resolver link, observed 2026-08-15T23:45:53.344600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.344600Z digest=sha256:4c8cfc32378124e3279f0c84297171835b2bbb14cdd6cfe936311751b7bbbd40

Observation b2af1714-68e4-4f89-84ea-71dfe7495f86 · outbound

This paper cites A Brief Report on LawGPT 1.0: A Virtual Legal Assistant Based on GPT-3.

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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no resolver link, observed 2026-08-15T23:45:53.348210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.348210Z digest=sha256:8166efb6a4fb7d073a6690ad9e07f4cc4a627bf3bf03e816b22c6717427994ed

Observation 907a863f-366f-45a9-aee5-f0bd8796a6d9 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-15T23:45:53.934549Z

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.

source=arxiv_source observed=2026-08-15T23:45:53.351984Z digest=sha256:7dd3bc037fc0b8b4d75f092322fc7f377228af818e2c6435c2e3846dc1ddf0e6

Observation 3f83bcdc-052c-419b-b191-d0ef4abd9be6 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-15T23:45:53.355337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.355337Z digest=sha256:f39d9b486ed9dec03fcc3863a5e1c17df14d532dc7e03fbcd805b46b8b65f1f0

Observation fce37296-5c6b-433e-a6d6-9f48a3cf3cf0 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 34

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no resolver link, observed 2026-08-15T23:45:53.358623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.358623Z digest=sha256:8ed758327720f2167efecb2053137e1fbc1791e1669fd08fe160a465933caa93

Observation a9db4835-9497-4c70-9567-4089e10cbd33 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 35

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no resolver link, observed 2026-08-15T23:45:53.362361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.362361Z digest=sha256:7f4b9e697cc907b1fadaa4f204a9480bc9188adf786166ea0ccece702eade166

Observation 853c5199-e1d6-47bd-85fb-b884f0f27a96 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-15T23:45:53.365815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.365815Z digest=sha256:af81049899744842845af97d259affdee87f90dfbc74b45660cf7bf32e183b3b

Observation 00df362e-55d1-4324-a571-d05a4c976dcb · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-15T23:45:53.369420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.369420Z digest=sha256:a4800a4480502eda759be9235b042ffa834f47b39daef864c1b0f1ed18823a00

Observation 8dac555e-7299-4d0a-b245-8d7c5607b3be · outbound

This paper cites Qwen2 Technical Report.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Qwen2 Technical Report

Reference 38

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no resolver link, observed 2026-08-15T23:45:53.373073Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.373073Z digest=sha256:3a72ac6c8952bf70d66a947f6fd7f1fa7c727a5357e1f3e1f169e9c3be4ffcbf

Observation fdb3bd0e-bb37-446e-9966-5d0804aa0db2 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 39

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no resolver link, observed 2026-08-15T23:45:53.376802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.376802Z digest=sha256:c771275ff9e58fd9c444d84087c8564d3ad2f957b65f8bb9b04bda58d189c0cc

Observation 2ebab174-9f73-487e-949b-d4a407b8c161 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 40

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unresolved
no resolver link, observed 2026-08-15T23:45:53.380174Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.380174Z digest=sha256:42a41ca9872abfdb89d0b6fbe9603f14826f03d1d6cf3f953444a9237a665d6b

Observation 4a5c1fd7-9b43-411f-b54e-64327b863763 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 41

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unresolved
no resolver link, observed 2026-08-15T23:45:53.383755Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.383755Z digest=sha256:d857a7cfac074cc8a4f556d25f749b4a98c08d5a41a650c3cf95ca4d957c13cc

Observation 2214af69-c785-4b4d-aaee-68c83e30d9de · outbound

This paper cites A Survey on Large Language Models for Recommendation.

Advancing and Benchmarking Personalized Tool Invocation for LLMs A Survey on Large Language Models for Recommendation

Reference 42

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unresolved
no resolver link, observed 2026-08-15T23:45:53.387399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.387399Z digest=sha256:9ab07bcb6733e52c85e50366ca647822183409247cb536d83f3a9f1203b7c6e7

Observation bc1d045e-074a-474d-8607-fab6f54c6fad · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 43

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unresolved
no resolver link, observed 2026-08-15T23:45:53.391558Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.391558Z digest=sha256:b445b2730e9b4a24d97ae41814e7f1cfb071c35f496bd0ebe84da1a382d20db2

Observation b04bfb6b-9730-4bc7-a003-d99bddf1767f · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 44

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unresolved
no resolver link, observed 2026-08-15T23:45:53.395828Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-15T23:45:53.395828Z digest=sha256:598fbdbc8730e2ad7b22b94f4a040793c655d6c3a642108e4b7a736c27e05b1f

Observation 3892d379-c0a2-4eea-8eb5-5e4b9bdadf0a · outbound

This paper cites Patil, Ion Stoica, and Joseph E.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Patil, Ion Stoica, and Joseph E

Reference 45

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unresolved
no resolver link, observed 2026-08-15T23:45:53.399677Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.399677Z digest=sha256:d8db2cd1460bf4dc00cfc08bac84679d3c9828ee8d3cbe121e11d7fbb4d5bdf0

Observation f6746f23-b4d3-4ad7-a2ca-7d7418507262 · outbound

This paper cites PALR: Personalization Aware LLMs for Recommendation.

Advancing and Benchmarking Personalized Tool Invocation for LLMs PALR: Personalization Aware LLMs for Recommendation

Reference 46

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unresolved
no resolver link, observed 2026-08-15T23:45:53.403183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.403183Z digest=sha256:7067cb66991b88ea05564206a7dd10f5c12c05448d4e11b7fc61a0bc25da392b

Observation e33ba33c-c313-47f6-9a5b-58a4371d4184 · outbound

This paper cites an unresolved cited work.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-15T23:45:53.871590Z

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.

source=arxiv_source observed=2026-08-15T23:45:53.407246Z digest=sha256:f279e7da88e63e549e7cdd2dae0c27a540ad45bcdbf63c3f09ef2c20109010a3

Observation 23d72d4d-cb4c-4b0b-ab72-00c7357e9ceb · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Advancing and Benchmarking Personalized Tool Invocation for LLMs ReAct: Synergizing Reasoning and Acting in Language Models

Reference 48

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unresolved
no resolver link, observed 2026-08-15T23:45:53.411104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.411104Z digest=sha256:7fcaca0bbaf8d8faf752ed9ba82a2bf1be575fff396b9aa550f528ccca8ce2ed

Observation a681aba7-4958-4948-a73b-909c15187687 · outbound

This paper cites EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction.

Advancing and Benchmarking Personalized Tool Invocation for LLMs EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction

Reference 49

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unresolved
no resolver link, observed 2026-08-15T23:45:53.415063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.415063Z digest=sha256:10b63af42d7a9f0efe91ffee8537cdfd0b779424a90ced234858921971fc282d

Observation 12e16263-17a0-4715-9eac-5a67ac4af2d7 · outbound

This paper cites AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning.

Advancing and Benchmarking Personalized Tool Invocation for LLMs AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T23:45:53.418910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.418910Z digest=sha256:c970aef85d17a156eccc739d4b076c5d034061fb9dea6d37292fa3af26a840b4

Observation 4927c121-df5f-45e4-a77e-6b99a9b95b51 · outbound

This paper cites xLAM: A Family of Large Action Models to Empower AI Agent Systems.

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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unresolved
no resolver link, observed 2026-08-15T23:45:53.423478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.423478Z digest=sha256:3ae7fe70b1fc3a60219f71d77ac72a483db5c9dd534bbfe8f2fcf26842750afa

Observation 433febce-9341-443d-8301-3d0445d247f8 · outbound

This paper cites Recommendation as instruction following: A large language model empowered recommendation approach.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Recommendation as instruction following: A large language model empowered recommendation approach

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T23:45:53.859402Z

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.

source=arxiv_source observed=2026-08-15T23:45:53.428035Z digest=sha256:8ed5e420bee0c2be1499f7ec19f20a84a1ac6f7023e9b8ed9569644c7b10163f

Observation f52f32c6-347b-49a7-89a8-3f010d45e0c2 · outbound

This paper cites Personalization of Large Language Models: A Survey.

Advancing and Benchmarking Personalized Tool Invocation for LLMs Personalization of Large Language Models: A Survey

Reference 53

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unresolved
no resolver link, observed 2026-08-15T23:45:53.431799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.431799Z digest=sha256:89d6d9ed7b4349fa9f61257ea7f4e19a7ef1e3cc103924fbadfaaf9a16ee3226

Observation 5a2c5547-d096-4626-a479-571a45ba4542 · outbound

This paper cites A Survey of Large Language Models.

Advancing and Benchmarking Personalized Tool Invocation for LLMs A Survey of Large Language Models

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T23:45:53.436017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.436017Z digest=sha256:cc946f48ab1136be8f1c637455532cc3ed97bbc105203d27c0df8f4058e0f242

Pith citing papers

Observation 4f6e0f62-3c16-422f-a253-8380c55a2347 · inbound

Memory-Induced Tool-Drift in LLM Agents cites this paper.

Memory-Induced Tool-Drift in LLM Agents Advancing and Benchmarking Personalized Tool Invocation for LLMs

Reference 11

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verified exact
arxiv_id, observed 2026-06-30T00:24:04.419497Z

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.

source=pdf_text observed=2026-06-30T00:14:36.908022Z digest=sha256:87910d1af874fb247c3bef7e23a4e6e53640cc0c1f823fdb10fff2d94822d807

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

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T04:18:06.995679Z digest=sha256:c75fc94339b0d1f21a41afc351cb4f8b0b710901a75ae312479ec0f8908015aa

Observation ddea0712-b932-4d56-a0bd-5c77eb7df5ef · inbound

SPIEval: Evaluating Large Language Models as Mobile Assistants over Scattered Personal Information cites this paper.

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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unresolved
no resolver link, observed 2026-08-12T19:21:59.292896Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:21:59.292896Z digest=sha256:5562685d93de8c66a33174b2b72669ee88c0e56dfca5def8931d7bd2dc434b0f