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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:f4e3ae2767ba73e7c083d5d9abc2080075700e0fddf347d17a7ed81cb851002e

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=sha256:1a5261a1f86042806820debe6272af61dc5a33fed0359dea99bf8092a883d57d

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:cb00d02585be1da7b825aad9aebd21efdf3f6036cec5f264b2e443762cc243a1

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=sha256:363020997aab9e21e045d95648119605e8738c47c1cb05578c5dcb6365d33e67

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:bfe3f660e45948ddfb4e37cd061a6698297098d39f7d292fe63d880eb983ac6e

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=sha256:55f36c48351990ed57cfd96d78fd9938a8b063e6b2cf2fa5afba3b728433c8bd

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=sha256:9c0ba30e557cc64c61ea8f2fce0c927d0f0d233b571dba0ac03ea929e70e6165

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:e84ccddc9001e72c30affd6ef1c68914809e8af9728e42369bc55ec52fa42c13

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=sha256:94b162eaef7925e9e2c38e62a94de5e9ad4142ddd4335fb1d2a59d87923dffe2

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=sha256:135555f74d83fb99aec337a64bd7a308a8e60afa3fbfec6c5d782de020dca208

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=sha256:5aa20c6a6bd5b45270b09d2eda307772e4939f69e5809a6c59b26c07cc24411e

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=sha256:10b34e1cf6b07098f604a706429c741371f424d623156cdd0f8a93d19f31ccec

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=sha256:9c3e4a0dcd59f2f8a1bc822da3ea2adfd7f888c692c4892c0cd18b0cbd13f952

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=sha256:08e2cedff961433d00f062c4351066eb75b3512c603a4640eedb803554ada134

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=sha256:97a7633cfd0c989462ef4fb2270e78516870fcc09cece2a7af64eeb008a8e7ca

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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source=arxiv_source observed=2026-08-15T23:45:53.292329Z digest=sha256:c8c344d41a909a80f1850a5729e4196ba5dd60817d71e42b888dc463d2e55395

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:e8bacf22d9e676dfb3b9208289986a79fd4b3315889ea0f258039bf37e1bcce8

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:b5b17121b7e7faf414af6f1aef78e55ae5100e8d051d65e5627bd7f69760bab1

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=sha256:4963100abc1b33ffc02ce8916548ca8d52f334bb7279f26987b8a38993f15c08

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:c36b39f95681d9c84ae99b0e7431c3cd66deede6dd265ea51b04eb1c5f525d87

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=sha256:9d9f49a4376761c0183d0d7b85fc1036b0cb6e0d92442be9d3c393782c6e1b87

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:ddbb3fb3eda50a5ed9b09adea21554ffc3ca3f972c1e96c3f7ed82218ed77e05

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=sha256:763880b3f4e412b31d752e36c41a2f3cbf7ad8ea6ceebd5855300b3ded23eaff

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=sha256:160d7107c1706dd901ddaa7cb041e6af842ac92f588befb2b7892e1affb4381f

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=sha256:6a93ea0d1d9c96b5c6d3287e7aa12e70fd9629a008bc6b5f86e7a33a5103bd17

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=sha256:2ffa59bf0e8910ff261562f9630d7eeac7797430ad555b88978f426b87f9e7f6

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=sha256:183cc2a7969ab663aa08d9abfd430b1deabaee2666d1c5dc8b59d7d6e374d6c3

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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no resolver link, observed 2026-08-15T23:45:53.336838Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.336838Z digest=sha256:e81d52b1ce115db6e0e4f44babab6eb0a29dc366c21a636b3b3f406618d0606a

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:a49d94f342895815661bb24ce217b5235de1b157e68ef10b40b86b3b4363bc7d

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=sha256:5064bf4585f689c382008377ac8f2ce2b392cdf54f6892b7db27b14dbd296689

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=sha256:4420c1698d2d413ed407004c09f15a33581e542bb2cc20f47d17bc6f938fda85

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

Resolution
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=sha256:9b9505384a78d25cbf18db05bb705d904f847b8bbbfb694390bcd2d56f62986b

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:f602afcfefbd7c69592990116630ba7780f2b580c16d94612bcec8673774fa09

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:def5da41e3a34719094ed5b0c8ffdfc69eff8f697a8a4e871ee424d685b9bb06

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=sha256:57ef6ff34cf8ce62a80b86ad7b457098569dd6a3a79ac2d8be37b7b76df3b909

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:45:53.365815Z digest=sha256:03b5d2044f4d4219e1d1b159b1313e9577e38416413d059651333c7fa24e4454

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=sha256:9d4b5ab46ef34ceb70a0ea5b357d29e156b0f7f51d8757d8970a1d2b1e6249f9

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:a064f40998baa999303687e4f241a9da14ffba344c09c2d39eb8a4e6b8d0f52e

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

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source=arxiv_source observed=2026-08-15T23:45:53.376802Z digest=sha256:ea3711a282e89fe00a528e423f2a7702d2f25bf63ad2b820c5ec0278b0a21ee9

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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source=arxiv_source observed=2026-08-15T23:45:53.380174Z digest=sha256:9b48685f8f71b12f9f57fdc66dc6c4452b882170319d1f7e22dbcda13d613570

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

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source=arxiv_source observed=2026-08-15T23:45:53.383755Z digest=sha256:d009ccc6ba81ffc2a63a420223b1e8161809370003d70d2db8eee03a87763f33

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

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source=arxiv_source observed=2026-08-15T23:45:53.387399Z digest=sha256:c104d45e741f64f31f0ad713b39f8242d89bb66ec21788df77f16d674bf05580

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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source=arxiv_source observed=2026-08-15T23:45:53.391558Z digest=sha256:6971d4f834ee6151ddc51045d4e098fa0a225e030ff60366a7bd479d0fe72743

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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source=arxiv_source observed=2026-08-15T23:45:53.395828Z digest=sha256:e58dca3ba2922db3fa1e2c4441c59d06f992466fee38b3cba51df0a29872b2db

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

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source=arxiv_source observed=2026-08-15T23:45:53.399677Z digest=sha256:95f223fc176249cbbd481ff6cdb24adea96d0b68f5829d87291deee0e85af177

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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source=arxiv_source observed=2026-08-15T23:45:53.403183Z digest=sha256:65b7c1e7b260d388b8d6b11c4d88590b1429fdd964ea4baa43a3385756076850

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

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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=sha256:9f9f9bbfcc44c7d212510623abecadc409aefff418550e0996617df96ce50619

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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source=arxiv_source observed=2026-08-15T23:45:53.411104Z digest=sha256:4f13200c15421cfc67dcb6e0c7ac0173dec153f156087eb5fbae2a2a8916baaf

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

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source=arxiv_source observed=2026-08-15T23:45:53.415063Z digest=sha256:81e541f05fe4d2c083a30a727d47aec5492ae2847edb2c0df47afd1998a9448a

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

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source=arxiv_source observed=2026-08-15T23:45:53.418910Z digest=sha256:b913cfdc562b8beca5957f4f1895daf0a8703579a55611935bdc941f5257662b

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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source=arxiv_source observed=2026-08-15T23:45:53.423478Z digest=sha256:019094f8c6c30ecebb7dee7919d73fa5ddd1205f104b44cbd03abd57100b028a

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

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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=sha256:401f35ac48a5edee9ccb41f0d9891013e3a654d699f3431e1919217e43edc4e7

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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source=arxiv_source observed=2026-08-15T23:45:53.431799Z digest=sha256:6c9ea9959a8426b485f325516292fc23828c69a555aaf63a69effecf501d9ac8

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

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source=arxiv_source observed=2026-08-15T23:45:53.436017Z digest=sha256:83b6ee7ae26c3c8438889a21120dd8ffa94e71b22f6761017054f8182818f681

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

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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=sha256:5cb1d5ead3dec256baaefe7eeb3b5903de7e81e8d979a34cd07ea207bdfeb983

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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source=pdf_text observed=2026-08-14T04:18:06.995679Z digest=sha256:20c2622461721ca0992b9e9ba108b05af776a8324a9e6d4f869a64def5c88369

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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source=arxiv_source observed=2026-08-12T19:21:59.292896Z digest=sha256:e949c2377d2aa4b1d4782c3e091a70729054bff8f64b0a0606e0082ede23c621