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Paper Citation Record · LEDGER

Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2310.02251.

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

pith.paper-citation-record.v1
2310.02251 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 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:14:08.566354Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T10:58:53.547987Z

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 1e9eef02-0efd-456c-94ff-38415b8e4f5d · inbound

Aligning Modalities in Vision Large Language Models via Preference Fine-tuning cites this paper.

Aligning Modalities in Vision Large Language Models via Preference Fine-tuning Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving

Reference 150

Resolution
verified exact
arxiv_id, observed 2026-05-17T10:58:53.550036Z

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.

source=arxiv_source observed=2026-05-17T10:58:53.215887Z digest=sha256:9ed17e425182df62410f75fe70e4d239d5bf69ccbc94b3faeb554b16ca71daa4

Observation 62006ed6-2481-446e-9e71-85b6b8096197 · inbound

SD++: Enhancing Standard Definition Maps by Incorporating Road Knowledge using LLMs cites this paper.

SD++: Enhancing Standard Definition Maps by Incorporating Road Knowledge using LLMs Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-09T11:14:08.566354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T11:14:08.566354Z digest=sha256:d78b48916632b63a614031bdc875ad8968e37f656f05555cc9d972fdab7fafbd

Observation f99edaab-a25e-4db3-aee3-3df1e395062c · inbound

Occ-LLM: Enhancing Autonomous Driving with Occupancy-Based Large Language Models cites this paper.

Occ-LLM: Enhancing Autonomous Driving with Occupancy-Based Large Language Models Talk2BEV: Language-enhanced Bird's-eye View Maps for Autonomous Driving

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-08T15:33:48.306201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:33:48.306201Z digest=sha256:4fbe4e8a53ab7efbb79c81dabc5c938cba0f5fc2216a0916a6a093805ebb52f8