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Paper Citation Record · LEDGER

Advancing and Benchmarking Personalized Tool Invocation for LLMs

As of 22 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 2026-08-22T06:32:14.747728+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=sha256:365b562bef82c6cf0e043c4fa1bd07aaf6a19c1c2635fdc8f78175003752c606

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

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source=arxiv_source observed=2026-08-15T23:45:53.233952Z digest=sha256:9c3fa13c7cb879fffff82855279180eb1ca3376214810342bb4fff21d3a85806

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:c826ae2520e7c75fffe615eec9cd7e8813178f42a52e9fed8a5c390136c4de53

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:cf6aa94110514a93862d64e3a34767f71579c95b11bf3b7516df32d5352b6469

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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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.247840Z digest=sha256:ab7292951ca087040beb233c32ec7bf5272aa7382333cc64265b0f4fa75b8190

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:f4d8c727a7677751fcc9aa15596554be40592269b59c0d895108f37e8f966e55

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:d42d61c2c0a4a5a369e9374698a8fa0284c62925d02b1b70912061a910377374

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.259462Z digest=sha256:a51ba4ad63713c001ed574630d0110fd5dbe530a18b9f19dfc768313f6d777c6

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=sha256:4f2d479665bcb64b5068f183d32260f1ec3efe3e6d561aa33d660837ac265483

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=sha256:98b0fdf225773ce3c71f41a3256843d933e6ac83ca07e26b0774928b85610ad4

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.273119Z digest=sha256:ffd0fd74f477ce7f7438908069f6fdde362df13dc2e94b68bd2e419ddca25a7b

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.277335Z digest=sha256:30269bf1b19e04d55cc8c9b7887832ada01813c49e5d0f2fc2126cbcbaef9c23

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.281347Z digest=sha256:262ada2e0754a3ddb8c21fa5e2b9c5c0877e0bd0ac642e1a60814dc8fb1b53ad

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=sha256:815e69c9aaaeb08eeaa4d24f5304d009a1c0441dec0044ca1201a91ae6648097

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:c46cb2341f907e49a1a27867baad84ac0ae19ce38661612af0d284a6496add2d

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:d85b67b2a22d4806e93cec0c59a830f6e43bff70977bd0be285730fb80048e46

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.295880Z digest=sha256:574326bdee27fd50599492e8dd7c37e54cfb05cb75d40a7382afde140197f3b7

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=sha256:5907e58b83566cacefc4965005e5f3e9000cd33841c3c5fda8e6d02b2d19deb6

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.303182Z digest=sha256:c3af1bc4547e23c68de89ebaa55e5317b85e3aa84987111f724af31785811dc1

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:e113dcba4a6cf87ca46f8a466d41640b3f1862f3e00144b17b5348348b1c92ce

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=sha256:1afa9e6aabbf03fd169522ebe508db8c00c28257efbdf6fc2e8fe0cf79e759f7

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-15T23:45:53.314032Z digest=sha256:88301ddfa62c3029a747d9b8811f5daea56f332977be4932f7faade0ea5bbb28

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.317479Z digest=sha256:bf60a147d86638c79dad213e51fda72ee5fcf905eafeee2bcc037d4ce0868cda

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:f54af6573d7770ae857050a32bd147fb3b70cb4f5bbeab963b491ed8821b136a

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.324727Z digest=sha256:81ed6b9966b313eeb4ce0e7f8dbcb0eaa40bcb25d53ef6aa0fda0333a813063a

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.328232Z digest=sha256:a19407a968b40334ada42d60d0abc59bd686794eb6c5714535258dda0d84cc3a

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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source=arxiv_source observed=2026-08-15T23:45:53.332336Z digest=sha256:7d27995058b455954f638c0688f1438321a1660687c033291378f99bae3be6bf

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:cf4267c141dca6cbf771a961680171051d8b4a3d978568b7ccb8481a411aaec3

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.340749Z digest=sha256:b8099cf81d6d8b35bd9e53c8853732ad5753d19fc1322fe990c9a9734b594e90

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.344600Z digest=sha256:ee9caf976747b24c26b85fc0b106c689d59b796de34eb9a3241a9d30fa8b0e68

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=sha256:93cb1cc9881b47c75e69b19d35d487f7950cbb7f9e3ffbebd14d135079603c18

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-15T23:45:53.351984Z digest=sha256:45f48c087c7eb618167cebb35f0aef5a775f2aaa321171a8a684b10cbcdced91

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=sha256:8ec60e36a4b2b8e5e3fb87ad06bc39459383453a8cd1be18dea5526c83a09a6c

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=sha256:46eaf512ad34d1fb2c58a68e5ce76d1a9aaab9d677a606c665766ce46c82fca2

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:df96abedc03dae81b3b65b385fa46d5549509504f41a6c5db963db9258df1cbb

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:d3392ffeb441b5942ecd9366fe4c98b38e85729d4b0cfedf959736b618c0c135

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:de06a656a046330b8c0df84dc45acef3bdf7a61df291777dc3f0570640576839

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.373073Z digest=sha256:6810f293e7facf50f035f72f616bc0b1908217fcc5a160d7251b6a6bf1dd441f

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:cafd46afe15118a5c94d6385fcdaa5948d3db8b3823c3b132d9271d34f00c32e

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=sha256:1b6b770430710c9a096c498f4e6ab4244bdd20088085e1d07d4201d2b75b2f14

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=sha256:48cbc6b54f02e240123591c5a0378c1c5e95c31d4757d6856468ebe4511f6f9b

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

Resolution
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=sha256:7e49916e1bcb3049c1d73455c28b113c516e031dbcdaa9c3c73fa785c41d50dc

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.391558Z digest=sha256:756ef6ed64b9b912c67f6ec57e2b6afa63605859d37fcd51042a364cbc9ad3f8

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:bbed885c661ab26b2fd9a4465d6bb37c50f02615dc367f2ca69fc35676b53281

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.399677Z digest=sha256:c2f007c4ffdc0e1ac38fcf926a6eeb595b4888b2d6780ce5610c3445930dca2e

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.403183Z digest=sha256:c313cbe7d2aa482c1d69dc1805d787b4408b98c37c215793b5b7f37bb1cebe57

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-15T23:45:53.407246Z digest=sha256:a71412ecf8f02ce655de0155f32d2556efe1c4cba5d9a125fab897d92c290efc

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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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=sha256:7422b38720bc06b0433e3966a773cad6a3e509655fba061bdf5cab653535f575

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=sha256:68d117318d9578409b74503a6e5015278425c50e1e947fd8109d6d2a37ce30af

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

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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=sha256:312cad45e6a32d740e1252e1092a7413b202b43c9f57aecfedc2f8d85dd6965d

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.423478Z digest=sha256:f247392256de8594feff20460dcaf55ba1aed64a9dca16d03517fb52c427c79d

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-15T23:45:53.428035Z digest=sha256:1f5c5c087759ebed714842d4168a0ee3f1a6c392afef75e816cd85d9e8fc14ef

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=sha256:8f67a6b841e9f5d3d2191af35f7ac42b9aa24d00074e18a8be86557ab10c789a

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

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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:d4b406ab9669c475c68933964bb490cf4bc363b06078adc4297b3af4ed56f159

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-30T00:14:36.908022Z digest=sha256:1321986b5abff3e41d653658230949768ab2fee477cf8ce139c29c4e302450d1

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

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source=pdf_text observed=2026-08-14T04:18:06.995679Z digest=sha256:ffa117ee01058bce5b6fc670075e157f8fb4319571d44aa93db744d118d7be4e

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T19:21:59.292896Z digest=sha256:8204b1aabeb5fb1190772c7af4e40f7f96a0b42726c631b0e09c3597b2456157