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Paper Citation Record · LEDGER

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

As of 11 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 5 inbound Pith citation observations for arXiv:2505.24306.

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

pith.paper-citation-record.v1
2505.24306 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:32:14.046619Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T05:03:11.920484Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact0
  • verified fuzzy16
  • unresolved14
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation f8a8f46d-d1f7-48b6-a834-5f49ec75a687 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:18.898265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.308836Z digest=sha256:856719bc19a272daf32e2fb602ed6a513b58f3c662ab7e07b4fad6f747bb118e

Observation 0aa26bc2-ed81-4de2-aae1-cd211a1c27a6 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:18.814657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.406010Z digest=sha256:e33f362868b2b35af753a00fc391d117ff24caef754646c45dabf79677fc7ff5

Observation ec3eac8d-2dd3-47a1-8785-c9a5b055f803 · outbound

This paper cites Return only the path without any additional explanation.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Return only the path without any additional explanation

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:18.591031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.535002Z digest=sha256:3d9e520bf2a52630109cbb13e0fa8d1dd37d97bb275bf860b5307557cfcb25bd

Observation 62f22c28-0374-4edc-85bc-28b630f69b59 · outbound

This paper cites Return the final path in this format: [(x1, y1), (x2, y2), (x3, y3), ...].

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Return the final path in this format: [(x1, y1), (x2, y2), (x3, y3), ...]

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:17.850734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.912686Z digest=sha256:078da3a24f5ff263cb6df6426b656b883a6fb7c094367c7d29273e3e4423002f

Observation 2f325548-a371-4536-b4c1-814fc5c9ed9c · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:18.374502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.658771Z digest=sha256:d2fe843952eeead5f0ac7bcca71161280a7477a47f9d6ca05da2678355154a10

Observation 01335535-5d47-47e7-9adf-4a7bad3c6ca8 · outbound

This paper cites A move is valid if: - It differs by exactly 1 in either the x or y direction from the previous point.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments A move is valid if: - It differs by exactly 1 in either the x or y direction from the previous point

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:18.181008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.737287Z digest=sha256:cb2b0fc42b1fd93f7dda5aa9d65a5d677f64b021993d83d4a6ae2cf4ffe4a3cd

Observation 731e35b8-c8a5-4193-8f48-32995cc50e67 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:18.082364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:10.839296Z digest=sha256:88c726057d98749299cc72a35d4e5e8a44116c0b5304c651fa53016feb65a6d1

Observation db0d3637-b5bb-49aa-b5f5-a94c3c8e50c3 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:17.076767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.275985Z digest=sha256:60b1a176980705dce3bcecce095718738aa37fc2120787a45fbb11837c8c3bd9

Observation 1f45f658-1eac-48db-9059-7352a30f0b87 · outbound

This paper cites - At each step, evaluate valid moves and select the one that minimizes the distance to ({end_x}, {end_y}).

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - At each step, evaluate valid moves and select the one that minimizes the distance to ({end_x}, {end_y})

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:16.899633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.403621Z digest=sha256:b0ec6703c8d926bef090ed3297ea6ac14ad84238bec599c7c05e98a42be65519

Observation 74dc9528-788c-46cc-9564-ae26b1151c1e · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:16.680725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.536878Z digest=sha256:eaca637d6467bcf409ad64f88d3c5dc086ed4c4077a00967f55eacce6692fcad

Observation e301dfdc-471d-4982-ab18-b92befe27731 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:16.592744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.633728Z digest=sha256:50828dc1340e178dee76ffeb992c88496a7840fc161c89222d4c6a2abf35b950

Observation 493a1fa1-8175-43c5-9979-8370cd8bd632 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:16.468616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.906129Z digest=sha256:4b8880ce0a0ea73912c658e0287b5889431f5cbb4a07ace0a0820e49eec0094f

Observation 8404ce41-309e-4ca2-a5a4-8ac0c369e25c · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:16.349516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:11.957008Z digest=sha256:c8b7c0de5c38f59afafd12133b5dfde8f3505fee8f380b61463f4aa26ef9c7aa

Observation 872b7c51-931f-47cf-8e94-04479aa659a6 · outbound

This paper cites - First valid path found using DFS should be returned.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - First valid path found using DFS should be returned

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:16.265934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:12.051258Z digest=sha256:27047ab9cf2f59dd8b026c335f57396a07a5b15cb415f3de3d111597e0b547e5

Observation c9faff0c-6029-497f-b928-b42620c5e958 · outbound

This paper cites Return only the path as output, without additional explanations.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Return only the path as output, without additional explanations

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:16.127437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:12.169748Z digest=sha256:517a6ce5369fa8c3a1ab753f8ad61390ea9a7744e5cf6e09997c0b36bc30cf4b

Observation e4f38e29-44ad-4736-ad31-e116a5a83ca0 · outbound

This paper cites - Initialize f_score (g_score + heuristic) for all cells to infinity, except the start cell which is heuristic(start, end).

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - Initialize f_score (g_score + heuristic) for all cells to infinity, except the start cell which is heuristic(start, end)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.844732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:12.587780Z digest=sha256:270369dcae3df298af2d4d9747aa8a8c718acf1bf217aaf0716e6ddcde0313b2

Observation 72a5cbf2-84c0-4c63-bede-479c0f3c67f0 · outbound

This paper cites - Trace back from the endpoint to the starting point using the recorded parent cells to reconstruct the shortest path.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - Trace back from the endpoint to the starting point using the recorded parent cells to reconstruct the shortest path

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.743345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:12.659760Z digest=sha256:ac28578138ec5b7da5d639e335a4c5abbeb8e1047b722e9a95bd0a6c6fd421fb

Observation 13d08d79-c27c-402a-a51b-884c04a477ed · outbound

This paper cites Return only the path as output, without additional explanations.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Return only the path as output, without additional explanations

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.636083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:12.769760Z digest=sha256:708b8fa6cc9712c69629ec13522f7df0265fce91cfa2df224df8f7a2a45d6b8c

Observation b8b15404-edb4-4b44-9cf3-d5d614a6a359 · outbound

This paper cites Return only the path as output, without additional explanations.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Return only the path as output, without additional explanations

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.250995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.326025Z digest=sha256:c352699571dcf30ea8eb52265e3277ecc0c072d014726fdb85651f6f7b5c26c7

Observation 542ddac9-083b-4cf9-80dc-828aaa230e3e · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:17.668225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.398587Z digest=sha256:268dda835d47891fabd52a51979105174280a369d56efe3c4d408243ba7e8cfc

Observation 624f420c-15cf-43eb-94b5-8a84ab8c10a4 · outbound

This paper cites A grid cell (x, y) is an obstacle if x1 ≤ x ≤ x2 and y1 ≤ y ≤ y2.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments A grid cell (x, y) is an obstacle if x1 ≤ x ≤ x2 and y1 ≤ y ≤ y2

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:17.355610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.450933Z digest=sha256:5aa96381f936d004d204e8746f43beaeed9b2e9fad768df078427dbe4f912fb6

Observation 20ca4ded-4eb6-40a3-b023-4dc9e7845f46 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:15.975218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.504740Z digest=sha256:ec536940afb94757c8b77476379d5d3d1c6873b807dea6c738cba4a068f1a557

Observation c22ad053-15cb-4dd8-8130-68af85a39555 · outbound

This paper cites - Use a priority queue to repeatedly select the grid cell with the smallest tentative distance.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - Use a priority queue to repeatedly select the grid cell with the smallest tentative distance

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.523473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.547836Z digest=sha256:36d6d154b399b8bca084634477099440560f72ed6c2be39e3d6628ad14426be0

Observation 211077dd-f4e7-4294-98df-a7c647096b19 · outbound

This paper cites - Trace back from the endpoint to the starting point using the recorded parent cells to reconstruct the shortest path.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - Trace back from the endpoint to the starting point using the recorded parent cells to reconstruct the shortest path

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:15.412703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.607302Z digest=sha256:873b1b1c7ed28dff723ae6adddfd9bebfb4a785e1a5c39d942fe2dbaf8aec4d3

Observation 4ee4f65a-66ae-4a34-b508-a067c1f62279 · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:15.126877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.691945Z digest=sha256:caa7dd121b8e2f6a6c6913b914ec25e45e30eae0c96ec27b48a30b03b5add59e

Observation f44e688d-833d-4444-b0cc-c0b6468bf2db · outbound

This paper cites an unresolved cited work.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:32:14.912406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.775091Z digest=sha256:716e1aafdd9c62a43aa635dbdc435289711248a423491a375008d331c88e2227

Observation 3092cc82-70a2-4a74-9fb6-724912cbcdc7 · outbound

This paper cites - For all other points, initialize the cost as infinity (∞).

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - For all other points, initialize the cost as infinity (∞)

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:14.721854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.822237Z digest=sha256:adb5107e701d821ba925b59907bb5281ead05610b7a6ed1dfa984a0906ad4e97

Observation 8e3a6355-e0da-4604-aa2d-3e5607e697bb · outbound

This paper cites - At each step, select the point with the lowest current cost.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - At each step, select the point with the lowest current cost

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:14.543871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.889503Z digest=sha256:aa553050101464c47d7991ebefc9ba40fae2f02455e7cf5a22539c756939cb70

Observation 887082cd-c2bf-44e2-aa27-72f783ce77e2 · outbound

This paper cites - If no valid path exists, return an empty path [].

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments - If no valid path exists, return an empty path []

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:32:14.400699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:13.962712Z digest=sha256:f05c2ee12923e944eb94c8b639f11c217ca1e57e101549a874f4c39fb35e2197

Observation b6585265-e75d-42bc-940d-d7658000e23e · outbound

This paper cites If there are any errors or no valid paths, return [].

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments If there are any errors or no valid paths, return []

Reference 43

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:32:14.219845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:32:14.046619Z digest=sha256:a575be167b46cf765e32ad02d08e04d7f628c5fb30f99d832234bc0b9db725cb

Observation 430002c0-0f17-4919-a200-6b898a5cee75 · outbound

This paper cites LLM+P: Empowering Large Language Models with Optimal Planning Proficiency.

GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments LLM+P: Empowering Large Language Models with Optimal Planning Proficiency

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T12:32:10.237265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:32:10.237265Z digest=sha256:e7731ef3d285cd27deca271aaf4b87c839461614f819a77c1871b2a96d711f0c

Pith citing papers

Observation 53927798-c1cb-4bca-949a-6406c798f1e4 · inbound

LLMs for Text-Based Exploration and Navigation Under Partial Observability cites this paper.

LLMs for Text-Based Exploration and Navigation Under Partial Observability GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Reference 15

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T14:10:03.246772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-05-15T14:08:14.290030Z digest=sha256:f3fe996cade139be77fff9446753f4fd9adcc849d4d822a16decb3cb9b262e5c

Observation b70d6537-96a6-4d54-82ac-c17a21039524 · inbound

SocialGrid: A Benchmark for Planning and Social Reasoning in Embodied Multi-Agent Systems cites this paper.

SocialGrid: A Benchmark for Planning and Social Reasoning in Embodied Multi-Agent Systems GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-10T08:48:01.650199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=arxiv_source observed=2026-05-10T08:45:54.303143Z digest=sha256:ab3fb4b10202cfa3aa8a8374a754f5749f2355bb4a6b3b38447e4599b1d298ce

Observation 5015f36b-83f4-45a3-bc80-8cd4c10a2b05 · 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 GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Reference 53

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arxiv_id, observed 2026-06-30T20:45:03.318300Z

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TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation cites this paper.

TransitLM: A Large-Scale Dataset and Benchmark for Map-Free Transit Route Generation GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Reference 22

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arxiv_id, observed 2026-05-22T05:51:08.877292Z

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GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks cites this paper.

GeoBenchLLM: A Comprehensive Benchmark for Evaluating LLMs on Geo-Related Tasks GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments

Reference 13

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no resolver link, observed 2026-08-10T05:03:11.920484Z

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source=pdf_text observed=2026-08-10T05:03:11.920484Z digest=sha256:9203bd48b030c990c740d1b8a4aec5abab61b3efb3a94086f54699960fa525e5