Paper Citation Record · LEDGER

Towards Geometry Problem Solving in the Large Model Era: A Survey

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2506.02690.

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

pith.paper-citation-record.v1
2506.02690 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:22:41.836033Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T06:05:45.046156Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T06:09:41.568663Z

Reference resolution

29 of 29 outbound references displayed

verified exact3
verified fuzzy3
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce28402c-8e7b-42b9-a7de-9c4f966913a0 · outbound

This paper cites GPT-4 Technical Report.

Towards Geometry Problem Solving in the Large Model Era: A Survey GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.702196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9418960-897d-40a5-9c64-1ee127c39b96 · outbound

This paper cites an unresolved cited work.

Towards Geometry Problem Solving in the Large Model Era: A Survey Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:22:43.209932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 854ce179-40bc-4d15-8aa1-e7b89bb18dc5 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.739705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a96c2a0d-4ff6-430f-bb36-e48ca3993b86 · outbound

This paper cites H., Olˇs´ak, M., Yang, X., Nguyen, H., Menegali, M., Jung, J., Verma, V ., Le, Q.

Towards Geometry Problem Solving in the Large Model Era: A Survey H., Olˇs´ak, M., Yang, X., Nguyen, H., Menegali, M., Jung, J., Verma, V ., Le, Q

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.770691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 551b50fe-78f2-4519-8f57-80fc5fe16e6d · outbound

This paper cites Pgdp5k: A diagram parsing dataset for plane geometry problems.

Towards Geometry Problem Solving in the Large Model Era: A Survey Pgdp5k: A diagram parsing dataset for plane geometry problems

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:22:43.600344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ce52fdd2-8f3a-4c67-8076-25c3d53d7bda · outbound

This paper cites GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.876265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea613ef9-a24d-40e0-aa4e-a32d8b4cdee4 · outbound

This paper cites A survey of personalized large language models: Progress and future directions.arXiv preprint arXiv:2502.11528,.

Towards Geometry Problem Solving in the Large Model Era: A Survey A survey of personalized large language models: Progress and future directions.arXiv preprint arXiv:2502.11528,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.905839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcaf958d-9b40-4a55-a638-11ebe2bd4add · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

Towards Geometry Problem Solving in the Large Model Era: A Survey MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.937852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de60726d-e226-4a09-bd0b-25986c6a2e68 · outbound

This paper cites Beyond Lines and Circles: Unveiling the Geometric Reasoning Gap in Large Language Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey Beyond Lines and Circles: Unveiling the Geometric Reasoning Gap in Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.980780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d667fe18-7873-446c-be17-c21781099fba · outbound

This paper cites Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration.

Towards Geometry Problem Solving in the Large Model Era: A Survey Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:41.079227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afcdaf34-1ed6-4b05-9134-81306b5e4e6e · outbound

This paper cites and Xing, E.

Towards Geometry Problem Solving in the Large Model Era: A Survey and Xing, E

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:22:43.485647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c895d723-4fff-481a-b553-d0a3321e7bdc · outbound

This paper cites Tangram: Benchmark for Evaluating Geometric Element Recognition in Large Multimodal Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey Tangram: Benchmark for Evaluating Geometric Element Recognition in Large Multimodal Models

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:22:42.284121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cf8dc641-b5a9-4c91-98c5-c2a9fbf0cc83 · outbound

This paper cites GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:22:42.124494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 345bfb6c-821c-43c4-a8db-e034df735c44 · outbound

This paper cites GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:41.553144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 440473a2-487e-4a2d-9142-9c275c8f5343 · outbound

This paper cites GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:41.612534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 883bd9c9-8ef6-468d-bce5-508d5b03e528 · outbound

This paper cites A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram.

Towards Geometry Problem Solving in the Large Model Era: A Survey A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:41.682159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae8ae664-9284-4460-972e-9f437d7b69d8 · outbound

This paper cites an unresolved cited work.

Towards Geometry Problem Solving in the Large Model Era: A Survey Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:22:43.119846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a6d5bf9-03d9-4c03-aaa1-1891a69ca63b · outbound

This paper cites GeoGPT4V: Towards Geometric Multi-modal Large Language Models with Geometric Image Generation.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoGPT4V: Towards Geometric Multi-modal Large Language Models with Geometric Image Generation

Reference 1964

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.715943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d91022e6-fa6f-4a25-8ac0-94cb4ff169ec · outbound

This paper cites Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning.

Towards Geometry Problem Solving in the Large Model Era: A Survey Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning

Reference 1996

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.790305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5ea7692-7fda-44b7-9440-7db6018b067e · outbound

This paper cites G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model.

Towards Geometry Problem Solving in the Large Model Era: A Survey G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Reference 2006

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.808234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93b431ce-db5c-4db2-a7c3-cd06c7b95a98 · outbound

This paper cites The Llama 3 Herd of Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey The Llama 3 Herd of Models

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.833915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1260a6e8-2921-459b-b076-3d463156a96d · outbound

This paper cites GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models

Reference 2014

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:22:42.444013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6124a974-498c-4543-b503-b55c8ecaca56 · outbound

This paper cites Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning.

Towards Geometry Problem Solving in the Large Model Era: A Survey Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.923802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56008e09-f699-41ea-af7f-1dd204e2d2c3 · outbound

This paper cites Solving geometry problems: Combining text and diagram interpretation.

Towards Geometry Problem Solving in the Large Model Era: A Survey Solving geometry problems: Combining text and diagram interpretation

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:22:43.364612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fe5c4db8-3aee-4f29-9f22-65cfca5254ff · outbound

This paper cites UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression.

Towards Geometry Problem Solving in the Large Model Era: A Survey UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.730330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9cf355f-0040-4426-9d0d-eb9c92452fac · outbound

This paper cites GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.721234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81e1b841-6140-42e8-836a-4423e1b5ec1a · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Towards Geometry Problem Solving in the Large Model Era: A Survey From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.893879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baae7a13-0103-413b-aaa1-88f80f3f2789 · outbound

This paper cites Qwen Technical Report.

Towards Geometry Problem Solving in the Large Model Era: A Survey Qwen Technical Report

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.710002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37611f71-448d-4789-80be-a7fad3401ef7 · outbound

This paper cites GeoUni: A Unified Model for Generating Geometry Diagrams, Problems and Problem Solutions.

Towards Geometry Problem Solving in the Large Model Era: A Survey GeoUni: A Unified Model for Generating Geometry Diagrams, Problems and Problem Solutions

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T11:22:40.752843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b848d410-7157-40a0-8aa7-2eeb435acf63 · inbound

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction cites this paper.

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction Towards Geometry Problem Solving in the Large Model Era: A Survey

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:09:41.570162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.