Paper Citation Record · LEDGER

Geography-Aware Large Language Models for Next POI Recommendation

As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 4 inbound Pith citation observations for arXiv:2505.13526.

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

pith.paper-citation-record.v1
2505.13526 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:41:06.613667Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T15:47:59.434610Z

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

38 of 38 outbound references displayed

verified exact0
verified fuzzy31
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

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

Outbound references

Observation fc78f4d3-54d3-4ab7-ab7e-de8404531c52 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations.

Geography-Aware Large Language Models for Next POI Recommendation wav2vec 2.0: A framework for self-supervised learning of speech repre- sentations

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.073195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2cf5d0eb-8b08-48ca-9f22-70f1248a60c9 · outbound

This paper cites Lyu, and Irwin King.

Geography-Aware Large Language Models for Next POI Recommendation Lyu, and Irwin King

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.040048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ba83b446-8f16-4109-bec9-aae0fe5f8535 · outbound

This paper cites an unresolved cited work.

Geography-Aware Large Language Models for Next POI Recommendation Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:06.996466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9926bb29-d114-4530-88fb-04d256ff2e30 · outbound

This paper cites Self-attentive sequential recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Self-attentive sequential recommendation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.960471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ec96c6e7-37a4-4c95-87b7-581c30daf2b5 · outbound

This paper cites Learnable fourier features for multi- dimensional spatial positional encoding.

Geography-Aware Large Language Models for Next POI Recommendation Learnable fourier features for multi- dimensional spatial positional encoding

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.937854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 338968e9-aaa4-4502-b290-4333ce2ac15d · outbound

This paper cites Geography-aware sequential lo- cation recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Geography-aware sequential lo- cation recommendation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.926279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 41b16fb2-b5cf-4ad0-81bd-a0c3ce4420dd · outbound

This paper cites Llara: Large language-recommendation assistant.

Geography-Aware Large Language Models for Next POI Recommendation Llara: Large language-recommendation assistant

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.914897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fbae09aa-e06e-44a8-917c-96c44d01f2ca · outbound

This paper cites Rella: Retrieval-enhanced large language models for lifelong sequential behavior comprehension in recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Rella: Retrieval-enhanced large language models for lifelong sequential behavior comprehension in recommendation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.904013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e19c6241-df7a-466a-b865-d23a2a9ce619 · outbound

This paper cites LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation.

Geography-Aware Large Language Models for Next POI Recommendation LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:06.539969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc05713a-2a6a-4067-bc4e-23e1cd1dadf8 · outbound

This paper cites STAN: spatio-temporal attention network for next location recommendation.

Geography-Aware Large Language Models for Next POI Recommendation STAN: spatio-temporal attention network for next location recommendation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.892584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 274240ae-5f96-47e0-bedd-9d6417653927 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Geography-Aware Large Language Models for Next POI Recommendation Learning transferable visual models from natural language supervi- sion

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.881087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe79e242-32f4-4acd-ae0e-c5fb179c6546 · outbound

This paper cites Graph-flashback net- work for next location recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Graph-flashback net- work for next location recommendation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.869260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1dcf9ce9-7e05-4c72-98b5-c73d557a8a7b · outbound

This paper cites Factorizing person- alized markov chains for next-basket recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Factorizing person- alized markov chains for next-basket recommendation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.858516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7dbbb361-4b89-4878-bf60-468f491da205 · outbound

This paper cites Graphgpt: Graph instruction tuning for large language models.

Geography-Aware Large Language Models for Next POI Recommendation Graphgpt: Graph instruction tuning for large language models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.835582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8df9a93a-a247-4c34-a375-fb7b6a2a66fd · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Geography-Aware Large Language Models for Next POI Recommendation Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:06.570232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 792bb7ef-adc9-46fa-8d08-64a525effb43 · outbound

This paper cites Secor: Align- ing semantic and collaborative representations by large language models for next-point-of-interest recommenda- tions.

Geography-Aware Large Language Models for Next POI Recommendation Secor: Align- ing semantic and collaborative representations by large language models for next-point-of-interest recommenda- tions

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.824255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6b645ea4-5ce0-4781-a1b1-a16b3734bf71 · outbound

This paper cites Llmrec: Large language mod- els with graph augmentation for recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Llmrec: Large language mod- els with graph augmentation for recommendation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.812690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9a593ce0-b225-4925-a0fe-5b7c31e32616 · outbound

This paper cites Personalized long- and short-term prefer- ence learning for next POI recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Personalized long- and short-term prefer- ence learning for next POI recommendation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.800788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a34a0f65-0c90-4e5d-adf8-f49ad53e5eef · outbound

This paper cites an unresolved cited work.

Geography-Aware Large Language Models for Next POI Recommendation Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:41:06.788384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2598df5d-271b-4bd6-b3bb-91c5808670f2 · outbound

This paper cites Spatio-temporal hypergraph learning for next POI recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Spatio-temporal hypergraph learning for next POI recommendation

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.776297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation eab5c8c4-962e-4f83-98e0-bad8503e9769 · outbound

This paper cites Zheng, and Zhiyong Yu.

Geography-Aware Large Language Models for Next POI Recommendation Zheng, and Zhiyong Yu

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.763442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a3e6d59-03f7-4b33-a5e3-8675a82527eb · outbound

This paper cites Next POI recommen- dation with dynamic graph and explicit dependency.

Geography-Aware Large Language Models for Next POI Recommendation Next POI recommen- dation with dynamic graph and explicit dependency

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.738156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 577e5827-729b-4d3c-88dc-52f8242efe58 · outbound

This paper cites Next point-of- interest recommendation with inferring multi-step future preferences.

Geography-Aware Large Language Models for Next POI Recommendation Next point-of- interest recommendation with inferring multi-step future preferences

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.725945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 20c282b1-e349-4a63-82a7-f002a9015a6b · outbound

This paper cites CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation.

Geography-Aware Large Language Models for Next POI Recommendation CoLLM: Integrating Collaborative Embeddings into Large Language Models for Recommendation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:06.606068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9bb6067-a9b5-4673-85ad-b7dd73848728 · outbound

This paper cites Exploring urban semantics: A multimodal model for POI semantic annota- tion with street view images and place names.

Geography-Aware Large Language Models for Next POI Recommendation Exploring urban semantics: A multimodal model for POI semantic annota- tion with street view images and place names

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.713966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c73da310-513c-42d8-bb94-db3466b3ede4 · outbound

This paper cites Sheng, and Xiaofang Zhou.

Geography-Aware Large Language Models for Next POI Recommendation Sheng, and Xiaofang Zhou

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.701006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 41f6be47-0c98-4665-9c37-c0c078a2ebeb · outbound

This paper cites Learning time slot preferences via mobility tree for next POI recommenda- tion.

Geography-Aware Large Language Models for Next POI Recommendation Learning time slot preferences via mobility tree for next POI recommenda- tion

Reference 1997

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.972348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b36c70c9-bd21-443c-869f-2655c1254483 · outbound

This paper cites GPT4GEO: How a Language Model Sees the World's Geography.

Geography-Aware Large Language Models for Next POI Recommendation GPT4GEO: How a Language Model Sees the World's Geography

Reference 2010

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:06.559023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb87e73f-e661-4fad-8912-b7784965191d · outbound

This paper cites External eval- uation of ranking models under extreme position-bias.

Geography-Aware Large Language Models for Next POI Recommendation External eval- uation of ranking models under extreme position-bias

Reference 2011

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.018541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bed9a6f9-e474-492d-97ae-c04e33205fe9 · outbound

This paper cites Myers, and Jure Leskovec.

Geography-Aware Large Language Models for Next POI Recommendation Myers, and Jure Leskovec

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.029455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1a194820-6a58-4e79-8654-94c706120a44 · outbound

This paper cites Getnext: Trajectory flow map enhanced transformer for next POI recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Getnext: Trajectory flow map enhanced transformer for next POI recommendation

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.750245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5a592772-2b98-4718-ad30-adbdb472729d · outbound

This paper cites Long short-term memory.

Geography-Aware Large Language Models for Next POI Recommendation Long short-term memory

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.984985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c3d9782b-1d64-4e01-9601-0b26ac65e382 · outbound

This paper cites HST- LSTM: A hierarchical spatial-temporal long-short term memory network for location prediction.

Geography-Aware Large Language Models for Next POI Recommendation HST- LSTM: A hierarchical spatial-temporal long-short term memory network for location prediction

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.948797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ffc17236-cb28-4d35-b7b1-8edef9c84012 · outbound

This paper cites City foundation models for learning general purpose representations from openstreetmap.

Geography-Aware Large Language Models for Next POI Recommendation City foundation models for learning general purpose representations from openstreetmap

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.061782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e8c0edad-05d9-4ff7-becc-f28b05bd03df · outbound

This paper cites E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation.

Geography-Aware Large Language Models for Next POI Recommendation E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T20:41:06.525010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a44d102-7dc7-466c-b29a-416b45b06ed1 · outbound

This paper cites Person- alized ranking metric embedding for next new POI rec- ommendation.

Geography-Aware Large Language Models for Next POI Recommendation Person- alized ranking metric embedding for next new POI rec- ommendation

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.007575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c4e02043-07e2-4e32-8bda-d0202083776d · outbound

This paper cites Where to go next: Modeling long- and short-term user pref- erences for point-of-interest recommendation.

Geography-Aware Large Language Models for Next POI Recommendation Where to go next: Modeling long- and short-term user pref- erences for point-of-interest recommendation

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:06.847531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6e5662a3-a4c7-4eac-ac8e-40468ed12ee3 · outbound

This paper cites Lon- glora: Efficient fine-tuning of long-context large language models.

Geography-Aware Large Language Models for Next POI Recommendation Lon- glora: Efficient fine-tuning of long-context large language models

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:41:07.051169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 1f4e70a0-7b5f-4a7f-9601-996cf366de93 · inbound

Revisiting General Map Search via Generative Point-of-Interest Retrieval cites this paper.

Revisiting General Map Search via Generative Point-of-Interest Retrieval Geography-Aware Large Language Models for Next POI Recommendation

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T10:56:30.029267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a87f94a3-94a3-4fa4-a64d-b1af1fcf60cc · inbound

Why Users Go There: World Knowledge-Augmented Generative Next POI Recommendation cites this paper.

Why Users Go There: World Knowledge-Augmented Generative Next POI Recommendation Geography-Aware Large Language Models for Next POI Recommendation

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:22:23.363919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b9a2788f-58f0-4235-878c-fdbb16f16b68 · 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 Geography-Aware Large Language Models for Next POI Recommendation

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-06-30T20:45:03.242187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5541b66b-6368-49dc-bfed-c8ea1fe5e970 · inbound

Think2Go: Generative Next POI Recommendation with LLM Reasoning cites this paper.

Think2Go: Generative Next POI Recommendation with LLM Reasoning Geography-Aware Large Language Models for Next POI Recommendation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T15:47:59.434610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.