Paper Citation Record · LEDGER

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine

As of 10 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2509.04478.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.04478 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:30:48.484444Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

verified exact1
verified fuzzy16
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8155ffad-aa2e-4451-91de-78efc18d5018 · outbound

This paper cites Global status report on road safety 2023,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Global status report on road safety 2023,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.693056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0fc2d6c6-e07e-4ddf-ae69-9dabaeea6a63 · outbound

This paper cites Frsc records fewer crashes, higher death toll in 2024,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Frsc records fewer crashes, higher death toll in 2024,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.683945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bf197977-96dc-4f87-8bf5-4146690ba8a0 · outbound

This paper cites Understanding risky driving behaviors among young novice drivers in nigeria: A latent class analysis coupled with association rule mining approach,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Understanding risky driving behaviors among young novice drivers in nigeria: A latent class analysis coupled with association rule mining approach,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.675298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 048dc288-a1e5-402b-8891-013fbe67d1a2 · outbound

This paper cites Saferdrive: An nlg-based behaviour change support system for drivers,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Saferdrive: An nlg-based behaviour change support system for drivers,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.665801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 645c790c-b630-4a2c-88e1-201e1d8a6490 · outbound

This paper cites Data-to-text: A constrained approach to diverse candidate text generation and ranking,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Data-to-text: A constrained approach to diverse candidate text generation and ranking,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.656802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation feb4b4a5-6e2d-4e22-b0c9-a5af25bbf7c3 · outbound

This paper cites The influence of road safety culture on driver behaviour: A study of nigerian drivers,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine The influence of road safety culture on driver behaviour: A study of nigerian drivers,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.647065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a910ba6e-cbec-4cf0-8df2-38be806e30e9 · outbound

This paper cites Nigeria: Freedom on the net 2021 country report,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Nigeria: Freedom on the net 2021 country report,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.637199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1b6d64dc-7bd4-44ff-95c1-adf3a2ddfce4 · outbound

This paper cites Identification and analysis of risky driving behaviors at intersections based on vehicle trajectories,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Identification and analysis of risky driving behaviors at intersections based on vehicle trajectories,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.626755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 59b5d7d2-e25b-40ec-a654-f03230964f6d · outbound

This paper cites Smart- phone sensing for understanding driving behavior: Current practice and challenges,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Smart- phone sensing for understanding driving behavior: Current practice and challenges,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.616946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8c01a9e6-01ce-4773-8198-1c1450bfc625 · outbound

This paper cites Culture of distracted driving among intra-city com- mercial bus drivers in ile-ife, south-western nigeria,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Culture of distracted driving among intra-city com- mercial bus drivers in ile-ife, south-western nigeria,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.607364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26da02a2-fdc7-483a-8802-368c44b1bfa9 · outbound

This paper cites Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Survey of the State of the Art in Natural Language Generation: Core tasks, applications and evaluation

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:30:48.532284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f9aeed2-fb7e-4772-84e2-fcd84740611f · outbound

This paper cites Why is constrained neural language generation particularly challenging?.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Why is constrained neural language generation particularly challenging?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T13:30:48.466029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc5c8864-0007-4d82-960d-bfdfd75b4bf2 · outbound

This paper cites Persuasive technology for health and wellness: State of the art and emerging trends,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Persuasive technology for health and wellness: State of the art and emerging trends,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.597184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation aa3901ab-605d-4ed9-8230-ac2f834a75fc · outbound

This paper cites The theory of planned behavior,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine The theory of planned behavior,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.586776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f7f77c43-b900-4078-a1b7-18f0fa70c094 · outbound

This paper cites Efficacy of the Theory of Planned Behaviour: a meta-analytic review,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Efficacy of the Theory of Planned Behaviour: a meta-analytic review,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.576580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ecf3bbce-d720-479b-81cf-2c2ef3d5a86c · outbound

This paper cites An integrated behavior change model for physical activity,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine An integrated behavior change model for physical activity,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.566163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d12b017d-4b39-4491-ac08-e95e6313f30a · outbound

This paper cites Measuring driver behaviour - indicators for traffic safety,.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Measuring driver behaviour - indicators for traffic safety,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.555104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 669ceb76-1883-4c15-bb13-80997f9851dd · outbound

This paper cites Mobile Phone Sensor-based Nigerian Driving Dataset to Detect Alcohol-influenced Behaviours.

An End-to-End System for Culturally-Attuned Driving Feedback using a Dual-Component NLG Engine Mobile Phone Sensor-based Nigerian Driving Dataset to Detect Alcohol-influenced Behaviours

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:30:48.543901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

No inbound Pith citation observations are available.