Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 38 inbound Pith citation observations for arXiv:2105.14517.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:32:45.014068Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T22:47:26.028530Z
0 of 0 outbound references displayed
External citation measurements
No source-named external measurement is stored.
No outbound reference observations are available for this paper version.
Observation 758540ab-a712-4367-bf67-383ddfccdda3 · inbound
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1cf6766e-ec04-45d5-bad1-58fb844eb521 · inbound
MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f649d6c8-798b-4b68-9905-0aa7f810d6f1 · inbound
We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 93606d2e-aff9-4192-83a7-6235d9996db4 · inbound
MiniCPM-V: A GPT-4V Level MLLM on Your Phone GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 124d11dd-a760-42da-9c6c-962a50518033 · inbound
ElectroVizQA: How well do Multi-modal LLMs perform in Electronics Visual Question Answering? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5390b79-acb0-4daa-88f6-9b4d0cae83c2 · inbound
Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7d72d06-6794-413b-8a99-ece4719930a9 · inbound
AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e306dab6-f352-4493-b748-47771ba98683 · inbound
Chimera: Improving Generalist Model with Domain-Specific Experts GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 062308c0-b4b0-44de-9902-75f3c5f169df · inbound
Geo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91801d1a-5dd6-4d6c-a5ee-027a0dcff59e · inbound
Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 1998
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58d9216f-3ca5-4af6-ab93-28c88c5dddb8 · inbound
Slow Perception: Let's Perceive Geometric Figures Step-by-step GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17a34dd4-4b78-46a3-80d9-3d5dd6202e27 · inbound
Visual question answering: from early developments to recent advances -- a survey GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 185
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdde7c84-f3c4-4329-b3e6-6edbebb405ed · inbound
RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4371e3e0-06ad-4ccc-aa02-a9927339681a · inbound
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c239a0b-3c6a-4e05-9ba8-de94667fed2e · inbound
UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5760f9b-228f-4499-bd29-3133d095f342 · inbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edecfd91-e333-4d89-8e3a-823e99214da9 · inbound
MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation df6a3f08-498f-4318-a006-20b6057a0396 · inbound
OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1477183b-63ca-4856-ae9c-d131bec0fa6a · inbound
GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5b95091-4d9e-489c-8fea-111549d0a0ea · inbound
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 415db557-b096-48c8-ae49-f1f428093b02 · inbound
Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8abcfdfa-96fa-48c4-89b6-bf3aaa5080ed · inbound
CellVerse: Do Large Language Models Really Understand Cell Biology? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bee95ecf-2051-43e9-851f-db014439399a · inbound
NAN: A Training-Free Solution to Coefficient Estimation in Model Merging GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9b48f86-27bc-43ae-b295-ebe6533bc78d · inbound
LaViDa: A Large Diffusion Language Model for Multimodal Understanding GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c66b4bf-0e7e-434e-b2d1-9df26c205382 · inbound
Can Visual Encoder Learn to See Arrows? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eebbef18-5422-4da1-bb9e-31a4d2dd1f0f · inbound
Decomposing Elements of Problem Solving: What "Math" Does RL Teach? GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4615098-7cfd-4dfc-abb7-03ccc8f23df0 · inbound
Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9cf355f-0040-4426-9d0d-eb9c92452fac · inbound
Towards Geometry Problem Solving in the Large Model Era: A Survey GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 2022
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3077b91e-77dd-4bd3-8cfc-551ee1005f5f · inbound
MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d672599f-5a5c-4dac-9f7b-d879ef2f558f · inbound
Understanding Financial Reasoning in AI: A Multimodal Benchmark and Error Learning Approach GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47d9affc-1ceb-4e3c-8935-9b05f859fd14 · inbound
EasyARC: Evaluating Vision Language Models on True Visual Reasoning GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19b30b09-1918-4e97-9c92-8b68e719fc18 · inbound
MAGE: Multimodal Alignment and Generation Enhancement via Bridging Visual and Semantic Spaces GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20c4912d-1cd7-4772-9f91-4e218d516716 · inbound
GeoLaux: A Benchmark for Evaluating MLLMs' Geometry Performance on Long-Step Problems Requiring Auxiliary Lines GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3b5cebb5-9ff0-4f8d-88d3-4b0a296a8cf4 · inbound
Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88305b70-c8bd-4d31-8a00-36b401669396 · inbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68ad2670-c3d3-451f-b0c3-ee96b5ce74e3 · inbound
LaRe: Latent Refocusing for Multimodal Reasoning GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 96
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57f8c1da-9723-4db5-b579-3f07bfbe335f · inbound
Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3f4fdbb5-71a6-4a74-a01a-7c25f9b0c483 · inbound
Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.