Pith. sign in

Paper Citation Record · LEDGER

Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.21411.

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

pith.paper-citation-record.v1
2503.21411 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:31:35.736993Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T16:26:37.029068Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 65fb3f01-f1ad-4718-afa3-93cd5eb6eca9 · inbound

From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models cites this paper.

From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T11:31:35.736993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T11:31:35.736993Z digest=sha256:8b9e8a64233eeae3ab1ab9b80772eb69c395fb3ff0214cc38c50a60954727a44

Observation 1a9ade6c-80a0-4b52-bfa9-ffb8ada3c9f4 · inbound

Domain Specific Benchmarks for Evaluating Multimodal Large Language Models cites this paper.

Domain Specific Benchmarks for Evaluating Multimodal Large Language Models Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap

Reference 127

Resolution
unresolved
no resolver link, observed 2026-08-07T00:39:42.111419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:39:42.111419Z digest=sha256:e47f2d42ca210d45030fb6d627a5cb942578041a1a2b93a5c53442870861f83c

Observation 0df7b549-d6bc-431d-9589-641d3c31404b · inbound

GraphTrafficGPT: Enhancing Traffic Management Through Graph-Based AI Agent Coordination cites this paper.

GraphTrafficGPT: Enhancing Traffic Management Through Graph-Based AI Agent Coordination Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-06T16:26:37.035487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:26:36.958706Z digest=sha256:fd7eef070f0d905313bbc68d9e62ca236d6750a592fb7338891f8d3c8ccffeee