Paper Citation Record · LEDGER

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models

As of 18 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 1 inbound Pith citation observation for arXiv:2505.12545.

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

pith.paper-citation-record.v1
2505.12545 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:36:18.648202Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:22:25.337039Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

57 of 57 outbound references displayed

verified exact0
verified fuzzy36
unresolved21
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15068dbd-1d25-46b6-aded-1e4d3b6e2335 · outbound

This paper cites Vision Zero Action Plans Accessed: 2025-01-15.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Vision Zero Action Plans Accessed: 2025-01-15

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.280281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2571f42a-b73f-4b09-94f9-8e0f1c4c3983 · outbound

This paper cites Road Safety Annual Report 2023 (OECD Publishing, Paris, 2023).

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Road Safety Annual Report 2023 (OECD Publishing, Paris, 2023)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.269983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 00b48acb-2615-4a15-8fb8-be5fc34c2a22 · outbound

This paper cites R., Wang, D.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models R., Wang, D

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.259206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b9c6a3a7-0471-41ce-bf7f-675c433e6233 · outbound

This paper cites & Taniform, P.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Taniform, P

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.247810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9d2d8a2e-36f8-4c41-994a-0da3fdcce69e · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.236629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d1de5c39-3216-4e3b-bebd-0360402db7d8 · outbound

This paper cites R., Shankar, V.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models R., Shankar, V

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.222718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 50813a29-f132-4026-a2f1-fe95766ba396 · outbound

This paper cites & Liu, H.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Liu, H

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.211664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd012c1d-e647-444e-8112-27301c857948 · outbound

This paper cites & Grekul, J.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Grekul, J

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.200668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 08e48777-6ab4-4be2-8535-2a36822eda8f · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.190147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 12bc601b-7845-4d57-8a43-2970ae9d3af7 · outbound

This paper cites & Xiong, Z.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Xiong, Z

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.179691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79af242e-241e-4ae7-bb4b-a14584a2a5a2 · outbound

This paper cites & Antoniou, C.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Antoniou, C

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.168873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dc3e94fa-ed69-4422-9385-b54a5b462ec8 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.158721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6a17f5d1-b4d1-4700-8190-fa902c345a5c · outbound

This paper cites & Masiur Rahman, S.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Masiur Rahman, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.148139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 05467039-a813-40c4-b896-8cc75bfcabad · outbound

This paper cites Data-driven risk analysis of nonlinear factor interactions in road safety using Bayesian networks.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Data-driven risk analysis of nonlinear factor interactions in road safety using Bayesian networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.137313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51f24bb4-2385-4b84-b70c-3b1196a1479e · outbound

This paper cites & Haque, M.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Haque, M

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.126758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9e8d0f16-002a-44ea-a158-2d1773424fce · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.115722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 751da2a6-5866-436c-9c80-3c0350aad0b1 · outbound

This paper cites & Ding, S.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Ding, S

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.106156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10786330-137f-4554-ab11-e2ef365c029e · outbound

This paper cites M., Wali, B.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models M., Wali, B

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.095726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3f7b472f-0bab-4d30-b658-1dfeebe64ec9 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.084302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 90e2b25c-b972-49f6-97bd-c63c735ca08c · outbound

This paper cites S., Cohen, J.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models S., Cohen, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.073741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4b95654-bf1f-4110-865b-a35c27e4d6c4 · outbound

This paper cites & Kong, X.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Kong, X

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.063287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03ef6593-2fb4-4b9e-8467-5667cd1bfe0a · outbound

This paper cites & Hansen, M.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Hansen, M

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.053029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7185656e-7627-4312-bbf4-4bf396be6815 · outbound

This paper cites GPT-4 Technical Report.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models GPT-4 Technical Report

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.524530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e75db6c7-e5c1-4723-bf17-1d06ee5438b9 · outbound

This paper cites The Llama 3 Herd of Models.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models The Llama 3 Herd of Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.528339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 719d516b-6a9a-4961-b8fd-7cc5b42cbbba · outbound

This paper cites S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.532205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f377e43-51dc-44a6-be9c-d274f5e68c98 · outbound

This paper cites & Calafate, C.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Calafate, C

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.042766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a42c0009-90f7-4272-9b15-2b123d0740cb · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:19.032242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 35c31bf6-56fb-47be-b2a0-5f45ad8ec897 · outbound

This paper cites & Ksaibati, K.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Ksaibati, K

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.021423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6d3f634-6f95-470b-9244-93f688aee9dd · outbound

This paper cites Department of Transportation, Federal Highway Administration.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Department of Transportation, Federal Highway Administration

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.010974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25eb01c6-fd73-4c07-b0ab-07fbc3c1e20f · outbound

This paper cites Google Maps Static API Documentation https://developers.google.com/maps/ documentation/maps-static.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Google Maps Static API Documentation https://developers.google.com/maps/ documentation/maps-static

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:19.000466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3af59813-7ebf-4291-a837-e2f0af49bae0 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.553694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77f36620-fb0a-424c-b43c-e07d489cb96f · outbound

This paper cites & Brady, P.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Brady, P

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.989686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3bb5a3c1-5c90-487e-9f75-6596d15f7a66 · outbound

This paper cites & Khattak, A.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Khattak, A

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.978789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79d99001-b3f7-434a-91b4-d2d4076beefe · outbound

This paper cites T., Mannering, F.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models T., Mannering, F

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.968040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04e10f0f-aa6a-491e-97c5-3a808bc4d139 · outbound

This paper cites Random Forests.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Random Forests

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.958327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f097ea29-4580-4a15-97b8-167f6d0fedb4 · outbound

This paper cites & Schapire, R.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Schapire, R

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.948085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7fb8a5ae-4bb6-483b-8b01-4e3e0f4ca162 · outbound

This paper cites CatBoost: unbiased boosting with categorical features.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models CatBoost: unbiased boosting with categorical features

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.574488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ed61801-aa9b-4b56-9399-04a849838022 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.937317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 558471ec-70e3-4f83-b708-b93e7b1c3993 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.926574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5211ae0b-14c3-4181-9b56-3fe084864fc9 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.916260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a0d63c64-cb67-444d-9d0a-db5e18e7fb24 · outbound

This paper cites S., Khazraee, S.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models S., Khazraee, S

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.905877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5a5ef826-6cc6-4411-af3a-814f55aaa754 · outbound

This paper cites & von Luxburg, U.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & von Luxburg, U

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.894980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 498c4178-3d53-4ab3-a44a-e2297897c636 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.884555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8e117290-ad72-4ffb-bfc0-0acc9916437c · outbound

This paper cites Revised Code of Washington: Driving under the influencehttps://app.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Revised Code of Washington: Driving under the influencehttps://app

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.874746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c34dd900-e43d-4215-a69c-652a676fb45c · outbound

This paper cites Accessed: 2025-01-19.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Accessed: 2025-01-19

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.863311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0a5038c1-6eb8-41bd-ae30-f6aef68373c3 · outbound

This paper cites M., Sourav, M.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models M., Sourav, M

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.852998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3ce6f5de-c266-4a7d-af65-4e858dbaf0c5 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.842494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a7b625a-b4a3-4006-ab31-b67be4800a37 · outbound

This paper cites pedalcyclist struck by vehicle.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models pedalcyclist struck by vehicle

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.830512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2ff07cb9-90e8-46fc-9508-9a777a577198 · outbound

This paper cites Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.618154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1bdb858-c605-43cf-8c6e-31aa5c6c8920 · outbound

This paper cites A., Ray, S.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models A., Ray, S

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.819400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7db22302-0b99-4017-8996-310de8fbab83 · outbound

This paper cites & Abe, N.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Abe, N

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.808433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 003dc864-b5cf-41f0-b5e9-a06496c80de7 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.796621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 83e6d39f-476f-4416-b403-806322df664f · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.785599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0648f9a6-1601-4895-a978-0e1fa49e066e · outbound

This paper cites C., Lundberg, S.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models C., Lundberg, S

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.774608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1eb2e196-b52a-4592-bd51-9b7819e9eaa8 · outbound

This paper cites an unresolved cited work.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:36:18.763140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 31726c80-ba34-4cd4-a530-a142e66f27e6 · outbound

This paper cites TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models TokenSHAP: Interpreting Large Language Models with Monte Carlo Shapley Value Estimation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T20:36:18.644577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d99758c2-d0a6-4ff2-9d4c-13f148a3f419 · outbound

This paper cites & Robnik-Šikonja, M.

Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models & Robnik-Šikonja, M

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:36:18.751362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 55baefff-f5af-45d2-85a3-2237d0bab51b · inbound

Benchmarking Frontier Large Language Models Against Official Crash Database Coding Using Police Crash Narratives cites this paper.

Benchmarking Frontier Large Language Models Against Official Crash Database Coding Using Police Crash Narratives Towards Reliable and Interpretable Traffic Crash Pattern Prediction and Safety Interventions Using Customized Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T14:22:25.337039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.