Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:12:23.554742Z
Paper Citation Record · LEDGER
Design and testing of an agent chatbot supporting decision making with public transport data
As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2505.22698.
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 2026-08-08T06:32:00.761636+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
14 of 14 outbound references displayed
- verified exact0
- verified fuzzy12
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4be7d91c-5d78-4920-8216-68437ba86030 · outbound
This paper cites Large Language Model Enhanced Text-to-SQL Generation: A Survey.
Design and testing of an agent chatbot supporting decision making with public transport data Large Language Model Enhanced Text-to-SQL Generation: A Survey
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:22.398528Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c871e87-f01e-4fbb-88f6-fe6bde50d5a5 · outbound
This paper cites Mobility chatbot: supporting decision making in mobility data with chatbots,.
Design and testing of an agent chatbot supporting decision making with public transport data Mobility chatbot: supporting decision making in mobility data with chatbots,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:26.267004Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fe31cdbe-6856-42ec-981e-9441afd151da · outbound
This paper cites Artificial in- telligence for improving public transport: a mapping study,.
Design and testing of an agent chatbot supporting decision making with public transport data Artificial in- telligence for improving public transport: a mapping study,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:26.059784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dda3c42a-eaf6-4165-a3a1-70fa4f27040e · outbound
This paper cites Ai in public trans- port,.
Design and testing of an agent chatbot supporting decision making with public transport data Ai in public trans- port,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.865577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 34d71068-a5bb-4688-9557-0a8ac65328d4 · outbound
This paper cites MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL.
Design and testing of an agent chatbot supporting decision making with public transport data MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:22.736389Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0c6321-8d87-436b-949a-00114b39d07b · outbound
This paper cites Answerability: A custom metric for evaluating chatbot performance,.
Design and testing of an agent chatbot supporting decision making with public transport data Answerability: A custom metric for evaluating chatbot performance,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.622114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8f880a73-f888-4eb4-9917-6681c3742e08 · outbound
This paper cites Open data,.
Design and testing of an agent chatbot supporting decision making with public transport data Open data,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.360829Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 126d972b-533c-46c7-842f-aeb41b9a3728 · outbound
This paper cites Pubblicazione orari del trasporto pubblico lo- cale in formato gtfs,.
Design and testing of an agent chatbot supporting decision making with public transport data Pubblicazione orari del trasporto pubblico lo- cale in formato gtfs,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.113079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e984bb10-23c2-4473-95df-b088833badb1 · outbound
This paper cites General transit feed specification,.
Design and testing of an agent chatbot supporting decision making with public transport data General transit feed specification,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.881384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 86ea726b-9255-41f6-a52c-860f6a43620e · outbound
This paper cites Confini delle unit `a amministra- tive a fini statistici,.
Design and testing of an agent chatbot supporting decision making with public transport data Confini delle unit `a amministra- tive a fini statistici,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.669793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 514fda0b-74ff-4a4f-83bb-7065fa9065c2 · outbound
This paper cites Wiesinger, P.
Design and testing of an agent chatbot supporting decision making with public transport data Wiesinger, P
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.439166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e4c1fa1-d5f6-43a0-b799-1f3c8c31fe22 · outbound
This paper cites Langchain,.
Design and testing of an agent chatbot supporting decision making with public transport data Langchain,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.230182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6522f5c3-ab16-4bd8-a30f-8fc598f14f19 · outbound
This paper cites New and improved embedding model,.
Design and testing of an agent chatbot supporting decision making with public transport data New and improved embedding model,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.019633Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c2c00d57-f5ee-4bf6-b7a8-3be263639644 · outbound
This paper cites How the choice of llm and prompt engineering affects chatbot effectiveness,.
Design and testing of an agent chatbot supporting decision making with public transport data How the choice of llm and prompt engineering affects chatbot effectiveness,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.752912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
No inbound Pith citation observations are available.