Paper Citation Record · LEDGER

Can LLMs plan paths in the real world?

As of 13 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2411.17912.

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

pith.paper-citation-record.v1
2411.17912 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:45:10.809278Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T20:37:54.610523Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T14:35:47.357673Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy9
unresolved7
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d4340cc-3cad-4196-98a4-cafebcf9eb00 · outbound

This paper cites https://www.theverge.com/2024/1/9/24028012/mercedes- benz-mbux-voice-assistant-ai-llm-mbos-ces.

Can LLMs plan paths in the real world? https://www.theverge.com/2024/1/9/24028012/mercedes- benz-mbux-voice-assistant-ai-llm-mbos-ces

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.084378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1b3ab571-acc0-4e73-83c2-051b4c227012 · outbound

This paper cites In The 2024 ACM Conference on Fairness, Accountability, and Transparency, 822–835.

Can LLMs plan paths in the real world? In The 2024 ACM Conference on Fairness, Accountability, and Transparency, 822–835

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.067414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 4dab9ffa-e35e-47ab-9cf3-c972bc092dae · outbound

This paper cites 3P-LLM: Probabilistic Path Planning using Large Language Model for Autonomous Robot Navigation.

Can LLMs plan paths in the real world? 3P-LLM: Probabilistic Path Planning using Large Language Model for Autonomous Robot Navigation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.753532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a214cc5-07f3-4984-b70d-8ad7f4c1078b · outbound

This paper cites Taming Overconfidence in LLMs: Reward Calibration in RLHF.

Can LLMs plan paths in the real world? Taming Overconfidence in LLMs: Reward Calibration in RLHF

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.758252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5815faad-28b2-41db-837e-e43d6b0d23e8 · outbound

This paper cites LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning.

Can LLMs plan paths in the real world? LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.763163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae0943b0-e518-4cf4-bc16-0c8b0b7ab285 · outbound

This paper cites On the Planning Abilities of Large Language Models (A Critical Investigation with a Proposed Benchmark).

Can LLMs plan paths in the real world? On the Planning Abilities of Large Language Models (A Critical Investigation with a Proposed Benchmark)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.767759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eccab2d9-5bef-442c-8b37-44e55f6856ff · outbound

This paper cites https://www.volkswagen-newsroom.com/en/press- releases/world-premiere-at-ces-volkswagen-integrates- chatgpt-into-its-vehicles-18048.

Can LLMs plan paths in the real world? https://www.volkswagen-newsroom.com/en/press- releases/world-premiere-at-ces-volkswagen-integrates- chatgpt-into-its-vehicles-18048

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.051811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 28638a80-e84a-4bff-9b09-f2352599eb97 · outbound

This paper cites In NeurIPS 2024 Workshop on Behavioral Machine Learning.

Can LLMs plan paths in the real world? In NeurIPS 2024 Workshop on Behavioral Machine Learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.035632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 538b5388-969f-42f7-abfc-d8392972ad83 · outbound

This paper cites Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method.

Can LLMs plan paths in the real world? Towards LLM-based Fact Verification on News Claims with a Hierarchical Step-by-Step Prompting Method

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.784145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18a052fb-d4fb-4d0f-a0af-75804da1f93f · outbound

This paper cites If you don’t have the exact date yet, please provide an estimated time for planning purposes (e.g., an afternoon or evening game).

Can LLMs plan paths in the real world? If you don’t have the exact date yet, please provide an estimated time for planning purposes (e.g., an afternoon or evening game)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.018366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7853b40b-8785-4d71-ba8e-9a7e68cb6ca8 · outbound

This paper cites Shenandoah Parking Deck.

Can LLMs plan paths in the real world? Shenandoah Parking Deck

Reference 14

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T11:45:11.001713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cfa5b076-4d61-4dc3-928c-e05e88cb5c43 · outbound

This paper cites • Get on I-66 E from University Dr and V A-123 S/Chain Bridge Rd.

Can LLMs plan paths in the real world? • Get on I-66 E from University Dr and V A-123 S/Chain Bridge Rd

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:10.987433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7a381bb6-260a-4d75-8eb8-c31e6a22a509 · outbound

This paper cites Please note that the exact date of the next federal holiday will depend on the current year, and you should verify that Hogsback Mountain Paintball Center is open on that day.

Can LLMs plan paths in the real world? Please note that the exact date of the next federal holiday will depend on the current year, and you should verify that Hogsback Mountain Paintball Center is open on that day

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:10.971780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4ee9949-1e6f-42c3-81d4-b07517e9a0bd · outbound

This paper cites Please note that the exact date of the next federal holiday will depend on the current year, and you should verify that Hogsback Mountain Paintball Center is open on that day.

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:10.954872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3a199425-ac02-449e-919b-55e6694fde03 · outbound

This paper cites Hassid, M.; Remez, T.; Gehring, J.; Schwartz, R.; and Adi, Y.

Can LLMs plan paths in the real world? Hassid, M.; Remez, T.; Gehring, J.; Schwartz, R.; and Adi, Y

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:45:11.099691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ef038151-0541-40b0-a274-93c9267b3c65 · outbound

This paper cites Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning.

Can LLMs plan paths in the real world? Can Large Language Models be Good Path Planners? A Benchmark and Investigation on Spatial-temporal Reasoning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.729652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5316a2e9-29e2-432a-96d6-9e59aa8ed080 · outbound

This paper cites The Larger the Better? Improved LLM Code-Generation via Budget Reallocation.

Can LLMs plan paths in the real world? The Larger the Better? Improved LLM Code-Generation via Budget Reallocation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-12T11:45:10.739550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 50287fe7-94f2-4a41-82e9-5b8a4fa78898 · inbound

SmartWalkCoach: An AI Companion for End-to-End Walking Guidance, Motivation, and Reflection cites this paper.

SmartWalkCoach: An AI Companion for End-to-End Walking Guidance, Motivation, and Reflection Can LLMs plan paths in the real world?

Reference 15

Resolution: malformed identifier; arxiv_id, observed 2026-07-01T14:35:47.359341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.