Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:23:49.461612Z
Paper Citation Record · LEDGER
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models
As of 16 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2505.13176.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:53:43.346589Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T12:53:52.682126Z
Reference resolution
27 of 27 outbound references displayed
- verified exact0
- verified fuzzy7
- unresolved20
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 93151c90-8e58-4e9d-b489-6a16043f5bc7 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.624466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 013b83e7-dea5-448b-b1f8-64d2ce533c04 · outbound
This paper cites Mistral 7B.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Mistral 7B
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:23:48.925291Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65bad2fc-4711-4903-ba37-6e2b563e3b87 · outbound
This paper cites Is ChatGPT a Good Recommender? A Preliminary Study.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Is ChatGPT a Good Recommender? A Preliminary Study
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:23:48.990860Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 984c84d9-e648-4c43-9579-d5ec5e26bcf8 · outbound
This paper cites In Proceedings of the ACM on Web Conference 2024, pages 1464–1473.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models In Proceedings of the ACM on Web Conference 2024, pages 1464–1473
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.713383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2241e42f-caf8-4ea6-a17c-e8e9406c42c6 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.163204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 22f56e35-b182-426a-ae68-111757044cc1 · outbound
This paper cites ### Input: ##API Description {api description} ## Keywords: {keywords} ### Output: Figure 12: Prompt Template for Generating Instruction.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models ### Input: ##API Description {api description} ## Keywords: {keywords} ### Output: Figure 12: Prompt Template for Generating Instruction
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.107195Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a88f1e99-86d2-4ece-be72-310c5e4acd71 · outbound
This paper cites This means: - Demographic Coherence: The combination of age, gender, height, weight, occupation, and income should form a believable profile.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models This means: - Demographic Coherence: The combination of age, gender, height, weight, occupation, and income should form a believable profile
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.445313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ecbc7f5e-37d9-4eac-9c0d-92ac9618e773 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.429979Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 98e07ea5-82f6-4232-9ae6-284d4f55aaf6 · outbound
This paper cites Input: {profile} Output: Figure 11: Prompt Template for Scoring Profile.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Input: {profile} Output: Figure 11: Prompt Template for Scoring Profile
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.416869Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ea3f8154-277c-4684-8745-a5db1d51f7ed · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.403003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 20694fd5-b2cf-4367-b99c-a7313532ca15 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.311565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c84461ed-3942-4130-bdd3-a2b4775868ef · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.249643Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6f7901ff-4635-4c2f-9cc4-2cc7414ad151 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.237382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3ff5688d-8ba0-4621-a9cc-ea29ed38be55 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.094759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0655411a-9e3a-44d5-a0cb-d64a64379d4b · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.082285Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f4c74b8d-0822-47e4-b23e-1656c9b5615e · outbound
This paper cites APP": "APP.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models APP": "APP
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.068795Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 49039f60-9a1e-418f-88d8-c10f881a5503 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:50.056525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 52b69380-87f1-4997-a4c0-9c67986120de · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.933082Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 346ad728-88fc-45d2-abd2-cc8407cc9b72 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.892876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7b0cc8f5-abb8-4154-a29c-b07af87fbf00 · outbound
This paper cites The output format is separated by commas.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models The output format is separated by commas
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:49.878658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 49ff0ba7-d66e-4314-a239-aec193a27f35 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.861602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b019248e-eb98-400c-b44d-1cb85d81dbf8 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.706876Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fb618cb5-c8f6-4a64-a889-00ff98e8e427 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.692005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fd19b4ae-dbd8-4841-9a9c-648907d62a10 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.674455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b0e62496-a045-4e6f-8406-20a829d13608 · outbound
This paper cites an unresolved cited work.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:23:49.656535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e1af2b99-ba2f-4145-ac7e-01ca92d0a2c4 · outbound
This paper cites In Proceedings of the 45th Inter- national ACM SIGIR Conference on Research and Development in Information Retrieval , SIGIR ’22, page 2912–2923, New York, NY , USA.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models In Proceedings of the 45th Inter- national ACM SIGIR Conference on Research and Development in Information Retrieval , SIGIR ’22, page 2912–2923, New York, NY , USA
Reference 2022
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:23:50.700776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4f54f3af-95b8-43f1-8d21-d802d29b36c8 · outbound
This paper cites MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use.
ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models MetaTool Benchmark for Large Language Models: Deciding Whether to Use Tools and Which to Use
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:23:48.870809Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 4271578b-db14-41ee-9980-743ec68ac342 · inbound
MemTool: Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations cites this paper.
MemTool: Optimizing Short-Term Memory Management for Dynamic Tool Calling in LLM Agent Multi-Turn Conversations ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T12:53:52.789813Z
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.