Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T04:39:16.665305Z
Paper Citation Record · LEDGER
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications
As of 14 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 0 inbound Pith citation observations for arXiv:2608.08413.
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 2026-08-14T06:32:32.682623+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
100 of 106 outbound references displayed
- verified exact0
- verified fuzzy1
- unresolved97
- parse uncertain0
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6a90afab-f06c-449e-892e-caf5618bdea2 · outbound
This paper cites Tangent Artifact.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Tangent Artifact
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.601270Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c06ad5e-70c9-4d23-895b-6121ce5c58c5 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.621168Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 220ce96b-cc93-4b25-b1a9-999fa60dbb0f · outbound
This paper cites SWE-Bench+: Enhanced Coding Benchmark for LLMs.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications SWE-Bench+: Enhanced Coding Benchmark for LLMs
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.638892Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 309ca267-983b-4560-b068-15483bad4bb9 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.647389Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2737606-fef4-4c83-b1d1-12ecc5fc73b9 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.671191Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4fcf350-0f72-48e8-ad49-3513c84395ec · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.720837Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7557a1bc-c46e-4fb8-a816-c2dd083fb696 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.754751Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1707a239-dd83-40b6-ad31-56defb74a1f3 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.775263Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1a6a4f1-f17e-4c77-b8af-c4feaa2e83cb · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.816956Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46b8df5e-d4a7-4406-be88-4bc33dd9590d · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.845505Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d08e1fb-e363-47a7-9d8a-cb141f8d2540 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.866420Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f14077b1-4ab0-4fca-9f39-d4bfe5885aeb · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.885396Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f49b5cc-0021-4ab7-ae0b-e4fdb5f627c1 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.922268Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e28d58-76a8-46fd-b869-1baebf975253 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.954754Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4838f2a2-d49a-43fe-8a00-11bc069955d1 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:14.980392Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08a66b7e-4cdf-4e3a-84aa-7a0e65dc4c07 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.001613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f6889d8-32ed-45ad-99bc-fdb3817fba51 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.025139Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b908c0b7-d20b-4621-b77f-1a508c999de7 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.064760Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44fec73c-9abe-4d5a-978c-db93c1e6d50e · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.094748Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1d91eff-4bfa-4dea-8472-f9e5c266c8a6 · outbound
This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.114746Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afbce39f-ddac-4bc9-8450-7131a1d6b794 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.136041Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbec1d97-c023-40c3-a93e-28c0573f16a2 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.170545Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35c14df9-afef-4f59-b710-16787db1d144 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.196655Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e93cd34f-5f37-469d-a32f-8dfa29f0566a · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.230894Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14cfa37d-ea62-412a-87d6-4d6c767ac9ab · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.244745Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ee67070-e324-49d7-b9f3-8e12bb9ffdf4 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.282820Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9597e958-f0dc-4d73-9e24-f915f5775201 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.314745Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d8881e5-720b-49be-a1ee-a6918a98faa8 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.354749Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b54c739-f87e-488a-824d-4b95cfc924ce · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.390730Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2e2a303-4773-469e-adf0-bca66e7da3fe · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.424825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8b80d66-7275-4c25-92bb-ac3d464a693b · outbound
This paper cites Dwyer, and Willem Visser.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Dwyer, and Willem Visser
Reference 31
- Resolution
- malformed identifier
- no resolver link, observed 2026-08-14T04:39:15.474824Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1945ced5-f430-4b21-b2fb-5bfcce1330e0 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.496830Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6d49d63-47e4-4360-aff1-0d1734a88fbb · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.940233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d724a327-393b-4450-b86d-295e985496a1 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.574756Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7933ee6-fd9b-45cd-8ae6-e74ea62a1efe · outbound
This paper cites An Empirical Study of Testing Practices in Open Source AI Agent Frameworks and Agentic Applications.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications An Empirical Study of Testing Practices in Open Source AI Agent Frameworks and Agentic Applications
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.604241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de0a667e-154d-4298-9168-4ac09f01bbaa · outbound
This paper cites Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.629011Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eb400cb-9583-44b4-9745-2cc37524a9f5 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.913937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f97397d9-e0fa-4705-989c-7b1cbed7df14 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.902592Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4efeb673-4980-4022-9e7f-0422d69208cc · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.887154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b05f0410-5470-41e8-833c-cff0bb8177ac · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.878267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9362db1f-1081-4af8-9dfb-4a7eec2a10a1 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.868480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f910a5ae-1f0a-4a23-89ef-f1c79f244eb9 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.859026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d3c10ac7-972c-4dc5-9b61-f85f88d35468 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.748974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 830db54a-6cce-4887-9c53-976706a5e4b3 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.725113Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 126c8b66-cee3-498c-8d62-98222fee0ca2 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.633525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4c8b2beb-1101-4645-a087-4dbaa6eaee0a · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.958535Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 775ebd07-49ff-44b2-ad0e-a54aa9eb98b8 · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:15.995430Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d010026f-0c49-4056-8b46-db4c4a80c9cc · outbound
This paper cites Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.009980Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44e106fa-3165-4c19-a1ad-dccc84620d9a · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.591061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation eceaa8cb-75a3-4d3f-8787-683d48b84a5a · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 50
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.580980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 0fd374ce-50f8-4b29-8830-b5bc90ad30fa · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.571047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation b6143603-ca53-4e17-a356-435caeff0c10 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.559748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 8ad83f5b-2c76-4161-b689-8c3787eedba4 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.504751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 20e0ba2b-8182-43f9-8447-02b39b30d12c · outbound
This paper cites Scalpel: The Python Static Analysis Framework.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Scalpel: The Python Static Analysis Framework
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.154521Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be2e9780-f59f-40d0-a72c-2ac8c992aef3 · outbound
This paper cites Large Language Model-Based Agents for Software Engineering: A Survey.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Large Language Model-Based Agents for Software Engineering: A Survey
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.191341Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 28f252ba-c2f3-444a-b998-75658279f5ea · outbound
This paper cites AgentBench: Evaluating LLMs as Agents.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications AgentBench: Evaluating LLMs as Agents
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.203527Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15883389-59c1-4f3d-a117-df2f00b12ca6 · outbound
This paper cites Păsăreanu, Matthew B.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Păsăreanu, Matthew B
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.224824Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f31e18c2-75cd-4370-8fd8-13b7333b2e66 · outbound
This paper cites Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.254296Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f1f42a8-4389-451f-b4db-0e780e9b6d1a · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.262841Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37b45382-389b-43d4-818a-27e57aa98004 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.457360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9e2156ef-8dc7-4ff0-a0f6-2283b1163f54 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.384744Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation c27b60ec-1d01-402c-8b83-26e32ad9b8be · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.306049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation fe481cb9-7953-4340-8734-c9ab5eaf1c99 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.267104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 00a2e89a-8082-497f-84ff-5ba379f4f581 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.167206Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation eab11858-a9a7-4d8c-8ebf-b73c13482923 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.152185Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e537904d-902f-4416-ad8b-57c39b96c452 · outbound
This paper cites Agentic AI Needs a Systems Theory.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Agentic AI Needs a Systems Theory
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.311621Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a18469f-acc7-4574-ad50-bc62eec9bfb2 · outbound
This paper cites ToolFuzz -- Automated Agent Tool Testing.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications ToolFuzz -- Automated Agent Tool Testing
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.315367Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4ae3a78-aa96-4a6a-afbf-a07cc551f606 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.136404Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 507b0039-5bb5-47b5-86a9-ace6fde9d0fb · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.105203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 80cf8cd5-7b40-4fbb-994d-72285656fe7f · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.063289Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 73299a22-33bd-49ce-a7f1-3174996e1ab3 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:18.034749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 2b01696a-f82e-45a3-8779-903eee035571 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.991422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 711dde2b-2947-4dfa-9f24-656f260f3cc2 · outbound
This paper cites User Modeling and User Profiling: A Comprehensive Survey.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications User Modeling and User Profiling: A Comprehensive Survey
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.388131Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f672846-8880-4592-a13f-ef5e50e61b41 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 74
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.391849Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eae87f89-ca95-444e-9217-a63d7e05aca8 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.978317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation be7087b6-1486-4377-9ba5-97697421ddea · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.964522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 4e17a402-d2df-4755-a3c0-5ca1bef42abf · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.954698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 5d45521a-de2c-45d2-b1d1-fb063cb10f52 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.946111Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f397bee5-0d7e-442b-a320-3b92585a8e0c · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.918589Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation f7463c98-5073-4586-83c4-dad930ad7219 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.886867Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 686e92db-9380-4141-80c3-4f61fbfe46e4 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.874629Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 04b48f87-1459-4218-85fa-1ce9251e7afe · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.864043Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation e0a7a7c4-e96f-4e6b-8287-a66d921e9549 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.850345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 086244da-c64b-43cc-960b-eb1fd8d6ee23 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 84
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.836264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 3e0c5d75-cab4-4830-b253-eb78376e0a34 · outbound
This paper cites Voas and Keith W Miller.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Voas and Keith W Miller
Reference 85
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-14T04:39:17.809209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 96869da0-e9e4-42e1-8905-6ee6b5cce3a3 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 86
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.785656Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 716ab22e-e120-473b-b9f6-27915a0cb729 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 87
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.571296Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23d3134e-14b4-4b74-ad8a-99ccee6ccbeb · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.763316Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation d1ac444d-b5cb-4da0-93f9-d95eff82ab33 · outbound
This paper cites AgentVigil: Generic Black-Box Red-teaming for Indirect Prompt Injection against LLM Agents.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications AgentVigil: Generic Black-Box Red-teaming for Indirect Prompt Injection against LLM Agents
Reference 89
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.587394Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41412427-6ee7-4495-8fa8-f1e6c516e9d5 · outbound
This paper cites arXiv preprint arXiv:2512.01939 (2025).
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications arXiv preprint arXiv:2512.01939 (2025)
Reference 90
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.583242Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dcb6d58-ef8b-4a9c-a081-ae2109b48bf0 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 91
- Resolution
- malformed identifier
- doi_truncated, observed 2026-08-14T04:39:16.711715Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9720592a-009d-454f-ab14-dc74510ac773 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 92
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.591240Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9d5137b-5adf-4fa9-9688-b7c6c77418c7 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 93
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.618561Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68682143-13e6-47da-bbee-b7f3f90e9c93 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 94
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.739049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 530b873d-e24c-494a-8f26-f7b0624a99e7 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 95
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.631870Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a9251c0-3b30-4e36-8335-201b9048e984 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 96
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.626077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 872106db-74b9-4e02-b483-e8174eb6aa27 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.681749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation 9f848dce-1721-445a-ac6b-620f489bedf8 · outbound
This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 98
- Resolution
- unresolved
- no resolver link, observed 2026-08-14T04:39:16.657705Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f9796c3-398d-411f-914d-07219292ae90 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 99
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.691357Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Observation cee6a39d-83d1-4190-bb78-607f9faad409 · outbound
This paper cites an unresolved cited work.
Tangent: An Empirical Study of Testing Practices for LLM-Based Agent Applications Unresolved cited work
Reference 100
- Resolution
- unresolved
- raw_fallback, observed 2026-08-14T04:39:17.672261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.
Pith citing papers
No inbound Pith citation observations are available.