Paper Citation Record · LEDGER

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant

As of 21 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2506.11781.

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

pith.paper-citation-record.v1
2506.11781 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:06:55.245444Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact3
verified fuzzy2
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 95a587c2-6d1d-47cd-92cf-976a8b6760eb · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant StarCoder 2 and The Stack v2: The Next Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:52.947747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0046eee1-3e55-4480-99b4-9f5c70c40959 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:53.001275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f51a5dcf-a978-4381-adf0-6fe84845821d · outbound

This paper cites LIDA: A Tool for Automatic Generation of Grammar-Agnostic Visualizations and Infographics using Large Language Models.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant LIDA: A Tool for Automatic Generation of Grammar-Agnostic Visualizations and Infographics using Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:53.076023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d609b7e7-4e3f-40a3-8258-bfa53d3a37cf · outbound

This paper cites LaToza, and Brittany Johnson.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant LaToza, and Brittany Johnson

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:06:56.908988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9ebb98f9-1937-4656-a16d-31b22100adf7 · outbound

This paper cites GeoCode-GPT: A Large Language Model for Geospatial Code Generation Tasks.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant GeoCode-GPT: A Large Language Model for Geospatial Code Generation Tasks

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:06:55.762602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4a1771fe-7b6f-47b5-bf4a-bad837840020 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-07T04:06:55.420685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8a9ccbd0-edda-4744-8f4e-7eb39c869bc8 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant A Survey on Large Language Models for Code Generation

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:53.800196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddf32939-fe92-43c1-8302-1b0d8cda1f60 · outbound

This paper cites Kapitsaki.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Kapitsaki

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:06:56.796152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e250708a-cf7f-4c78-913a-650b160b8133 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:53.979443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2024679-0a79-45f1-9def-c00d027a397a · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 10

Resolution: verified exact; doi, observed 2026-08-07T04:06:55.360329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ad94efba-52ea-4043-b905-1d138cf218f0 · outbound

This paper cites EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code Repositories.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant EvoCodeBench: An Evolving Code Generation Benchmark Aligned with Real-World Code Repositories

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:54.354242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea5b314-ee18-4ab2-8483-2764f3ef176e · outbound

This paper cites Geo-Llama: Leveraging LLMs for Human Mobility Trajectory Generation with Spatiotemporal Constraints.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Geo-Llama: Leveraging LLMs for Human Mobility Trajectory Generation with Spatiotemporal Constraints

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:54.441509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbb78d82-fdbf-437d-b344-a81c9dd4c7e5 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:06:56.650602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1af89f3f-9cf9-4d08-84d7-39d6d5148e2c · outbound

This paper cites A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:54.593818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7550a67-a71f-4d09-b4ee-8b0f29cad650 · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant CodeGemma: Open Code Models Based on Gemma

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:54.678488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12d0fefe-0a97-40eb-afc2-10546b6b328a · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:06:56.484641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8a82e527-9c90-433e-b700-acf3b47ae2eb · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:54.855264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf688ac5-4355-4120-addd-1b1431433b71 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:06:56.317513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9de283d8-5064-490a-951d-0ddf7f82f206 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:06:56.177070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 93d1ff89-1dd2-4bff-8a2d-fafe538472b2 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:55.172573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9679f869-3a4b-47c8-af97-528cf152c3d6 · outbound

This paper cites an unresolved cited work.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:06:56.062789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 387874fd-dadb-4a15-a80f-cbe209318693 · outbound

This paper cites CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:55.093762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11ed096-c295-4358-86f4-a6f9462d1343 · outbound

This paper cites Towards Decoding Developer Cognition in the Age of AI Assistants.

GeoPandas-AI: A Smart Class Bringing LLM as Stateful AI Code Assistant Towards Decoding Developer Cognition in the Age of AI Assistants

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:53.369480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.