Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:24:25.230904Z
Paper Citation Record · LEDGER
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation
As of 23 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2509.05881.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
46 of 46 outbound references displayed
- verified exact2
- verified fuzzy23
- unresolved21
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5aecb307-8b71-44ea-ad37-3ee27e4ff5ee · outbound
This paper cites and Lessani, M.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Lessani, M
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:26.058753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ec062f1b-db42-4bc6-9705-f75a72c2ea52 · outbound
This paper cites E., Wulder, M.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation E., Wulder, M
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:26.043149Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 805ccd1b-c6e2-4f11-9341-ba5a3e426c4c · outbound
This paper cites ://www.anthropic.com/news/claude-3-5-sonnet.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation ://www.anthropic.com/news/claude-3-5-sonnet
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:26.029184Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 8eb7ca7c-978c-4f05-9278-3ec211171f18 · outbound
This paper cites and Waters, N.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Waters, N
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.045538Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88305b70-c8bd-4d31-8a00-36b401669396 · outbound
This paper cites GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.050333Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ebaa39f-9807-4cd0-99e4-a865f665e472 · outbound
This paper cites ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.055333Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f9194af-be7b-4fbf-8122-e801185e0247 · outbound
This paper cites GEOBench-VLM: Benchmarking Vision-Language Models for Geospatial Tasks.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation GEOBench-VLM: Benchmarking Vision-Language Models for Geospatial Tasks
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.060741Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 392c4244-1f70-43ea-9e96-bb363708487b · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.065351Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d82b4ad-3592-44b5-84ae-37e0defdbf66 · outbound
This paper cites an unresolved cited work.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T16:24:26.014975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fe183aea-dffd-4a82-8e7f-26b0aacec135 · outbound
This paper cites and Szyma \'n ski, P.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Szyma \'n ski, P
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.997381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 89bba5a7-bdca-4e38-829f-3e912160956f · outbound
This paper cites The Llama 3 Herd of Models.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation The Llama 3 Herd of Models
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.078629Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49780fc6-ee03-4e7e-a2fe-91908697623b · outbound
This paper cites GEE-OPs: An Operator Knowledge Base for Geospatial Code Generation on the Google Earth Engine Platform Powered by Large Language Models.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation GEE-OPs: An Operator Knowledge Base for Geospatial Code Generation on the Google Earth Engine Platform Powered by Large Language Models
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-08-15T16:24:25.525278Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d520a5fe-7a48-4361-b6e7-79feac971d9a · outbound
This paper cites Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.088141Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c861bd4-d5dd-44c4-8526-d9fa957d6841 · outbound
This paper cites and Cong, G.
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.983187Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f27e7f67-564c-49b7-9fc5-c78dedb409ee · outbound
This paper cites Foundation Models for Generalist Geospatial Artificial Intelligence.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Foundation Models for Generalist Geospatial Artificial Intelligence
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.097097Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39dd5282-420d-4015-ad21-062f0dff62b7 · outbound
This paper cites and Bhaduri, B.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Bhaduri, B
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.101485Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4aa99e02-6ceb-4641-b977-afcc18c7024b · outbound
This paper cites and Cai, L.
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.969792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5f177be7-4555-445f-8c2c-9ba2641fa8af · outbound
This paper cites and Janowicz, K.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Janowicz, K
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.956083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0f9f0814-fc2b-4bc4-a825-5b7711baddf7 · outbound
This paper cites and Yang, C.
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.942245Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3b39b69b-0dfa-449e-8338-5b2a63d745f7 · outbound
This paper cites and Kochedykov, D.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Kochedykov, D
Reference 20
- Resolution
- verified exact
- raw_fallback, observed 2026-08-15T16:24:25.406443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3115a3c7-d5ba-45c4-94da-db5ccee2c86b · outbound
This paper cites u ttler, H., Lewis, M., Yih, W.-t., Rockt \.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation u ttler, H., Lewis, M., Yih, W.-t., Rockt \
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.927791Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 581e130c-6932-4c23-bbef-8ffbaeb28de6 · outbound
This paper cites GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation GeoGLUE: A GeoGraphic Language Understanding Evaluation Benchmark
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.127102Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8ada500-fed7-4750-89a9-ecdfce005988 · outbound
This paper cites and Ning, H.
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.913718Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 466a756b-8de8-4996-8153-36a3f64a161c · outbound
This paper cites GIScience in the Era of Artificial Intelligence: A Research Agenda Towards Autonomous GIS.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation GIScience in the Era of Artificial Intelligence: A Research Agenda Towards Autonomous GIS
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.135717Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 340a08c3-103d-42e3-b1bf-6918a8a6c21e · outbound
This paper cites an unresolved cited work.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T16:24:25.900091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 74c1ce00-20db-4da2-92b3-cc1d5e80d642 · outbound
This paper cites and Lessani, M.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Lessani, M
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.886276Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 61d67dd3-d978-4706-a13d-5ea9aadd4cc6 · outbound
This paper cites M., Yamaguchi, Y.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation M., Yamaguchi, Y
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.872696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62517da9-f540-4e38-a398-24dee242cd4a · outbound
This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.153370Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6c7bafc-d4de-45e5-ac90-3342460faebd · outbound
This paper cites Rethinking Interpretability in the Era of Large Language Models.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Rethinking Interpretability in the Era of Large Language Models
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.158058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2b81551-3716-40e9-ac22-14047d0bdcaf · outbound
This paper cites (2015) ArcPy and ArcGIS--Geospatial Analysis with Python.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation (2015) ArcPy and ArcGIS--Geospatial Analysis with Python
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.858203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b4d0be2b-76d6-43c6-b1ea-77f97a7eb6ac · outbound
This paper cites and Ye, X.
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.844415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 71b902ff-0e5c-4ad1-a7b1-add1b7dbcd39 · outbound
This paper cites MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.170906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 658894a0-a3b2-4a58-8ce3-c84ed9b5fec1 · outbound
This paper cites and Claramunt, C.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation and Claramunt, C
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.830804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation faa57c63-a225-4cf6-9673-a0bede6d3915 · outbound
This paper cites and Yu, W.
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.817537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 98571fbc-8501-4d51-a497-d1cbf679c7af · outbound
This paper cites V., Zhou, D.
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.804080Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7858157d-5e60-42de-8741-cf9b705a3bd2 · outbound
This paper cites and Zhang, Z.
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.790374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f2208ad8-e580-4456-b4e2-799855daf255 · outbound
This paper cites and Du, Z.
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.776247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0edf9a7f-6255-4b22-a62c-34c6c35e75cf · outbound
This paper cites Qwen2.5 Technical Report.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Qwen2.5 Technical Report
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.196413Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ca87731-5bab-45e2-b680-31dc4810f7e2 · outbound
This paper cites an unresolved cited work.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T16:24:25.760281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9de99103-22d3-4955-a01d-5975d54b87b5 · outbound
This paper cites and Gao, S.
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.744786Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 019ada54-a230-47aa-a383-fa9410e7ec89 · outbound
This paper cites and Yu, W.
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.730378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 28d24fbf-62d3-4a3f-9aaf-6cbd257779bb · outbound
This paper cites and Yu, W.
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.715986Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6e1f08c5-4b63-4d43-af13-fa815ad759f3 · outbound
This paper cites and Yu, W.
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T16:24:25.701895Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1270f3c4-172a-40f9-b1ad-c15f84009935 · outbound
This paper cites , " * write output.state after.block = add.period write newline.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation , " * write output.state after.block = add.period write newline
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.221712Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90d24d8b-9843-413f-80bf-772fb3e945de · outbound
This paper cites write newline.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation write newline
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.226049Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb2fd7a7-2447-44a5-8990-e9aaeb524e1f · outbound
This paper cites write newline.
GeoAnalystBench: A GeoAI benchmark for assessing large language models for spatial analysis workflow and code generation write newline
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:24:25.230904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.