Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:11:40.583277Z
Paper Citation Record · LEDGER
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools
As of 7 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2608.04719.
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 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
27 of 27 outbound references displayed
- verified exact0
- verified fuzzy3
- unresolved24
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cfd4f040-c758-4654-ba15-1e6f530c6636 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:12:24.783106Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a6fc7c8f-7ec0-481e-a58e-3ca87962bc5b · outbound
This paper cites MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.196818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3281616a-0461-4f38-8877-7d67258a4d7e · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:12:24.677210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf80c7cc-0caf-44ae-baa1-0c2af6cd8efe · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.308337Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4d788ea-32d7-460e-935a-8df16773777d · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:43.177348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5eea9802-d3ed-463f-8f49-be91be9f9510 · outbound
This paper cites ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.396840Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2f267bb-980d-4658-9630-c6fabf06c84e · outbound
This paper cites Patil, Huanzhi Mao, Fanjia Yan, Charlie Cheng-Jie Ji, Vishnu Suresh, Ion Stoica, and Joseph E.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Patil, Huanzhi Mao, Fanjia Yan, Charlie Cheng-Jie Ji, Vishnu Suresh, Ion Stoica, and Joseph E
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:11:43.024287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 281f278e-c239-4db9-9221-f634ff67c871 · outbound
This paper cites Patil, Tianjun Zhang, Xin Wang, and Joseph E.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Patil, Tianjun Zhang, Xin Wang, and Joseph E
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:11:42.842300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation abd12730-2dec-42e5-ab4c-094c058e654e · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:42.699161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 672d1c4d-0f05-41b2-b919-e33bfc60f057 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:42.550049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e85085ec-771b-440f-a9d8-2c147465a369 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.659115Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7ad9dff-a2db-4303-83fc-284d2cebb4c9 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:42.445107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30d65f9b-0df1-4f82-b63d-a07c4e3441b9 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:42.323542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eea2e8d3-6478-434b-9a30-0f5faf3fa953 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.794142Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 471b0d74-60c2-4ac6-9d46-98ca6a19aa4e · outbound
This paper cites Advances in Neural Information Processing Systems (NeurIPS) , year=.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Advances in Neural Information Processing Systems (NeurIPS) , year=
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.849914Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4afc8208-c0f0-40ea-8bc4-566f8166ed23 · outbound
This paper cites and Zhang, Tianjun and Wang, Xin and Gonzalez, Joseph E.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools and Zhang, Tianjun and Wang, Xin and Gonzalez, Joseph E
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:39.882454Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb0a3a8d-d9b3-407b-bc57-3e8335e7b9ce · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:42.184769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8856e0ca-9337-4d2f-b5da-9b4bc540afb7 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:41.973069Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e91d2ec-0683-48f8-a00f-8328fb36f9f9 · outbound
This paper cites 2024 , howpublished=.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools 2024 , howpublished=
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T18:11:41.789742Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1e2f890-493d-418c-a4fb-7a035e37ee6b · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:41.580151Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c774a8e5-709e-421c-bc95-4f94e35d80b9 · outbound
This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:40.164874Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34b34af6-390c-42c7-b826-796b7dcdc812 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:41.353993Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e30dfa5d-2f18-4c30-96a6-bd4278fe8403 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:40.357141Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2c0cf92-2838-4762-aaeb-ee06c12275de · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:41.173820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f37577f4-c157-4f55-a700-ee672d79d503 · outbound
This paper cites and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools and Mao, Huanzhi and Yan, Fanjia and Ji, Charlie Cheng-Jie and Suresh, Vishnu and Stoica, Ion and Gonzalez, Joseph E
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:40.428063Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0798d4c3-da6e-4eba-b7fc-83b739c4c280 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T18:11:40.497826Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef7f2aae-1c06-4f7b-97dd-6e55fd080441 · outbound
This paper cites an unresolved cited work.
Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T18:11:40.983573Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.