MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models | Paper Citation Record

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites D.; and Ammanabrolu, P.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models D.; and Ammanabrolu, P

Reference 4

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites S.; Bahaj, S.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models S.; Bahaj, S

Reference 6

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This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

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This paper cites Qwen2.5-VL Technical Report.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Qwen2.5-VL Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 12

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites Training Verifiers to Solve Math Word Problems.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Training Verifiers to Solve Math Word Problems

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This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

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This paper cites OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Reference 18

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning

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This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Measuring Mathematical Problem Solving With the MATH Dataset

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Benchmarking LLMs' Mathematical Reasoning with Unseen Random Variables Questions

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models OCR-Reasoning Benchmark: Unveiling the True Capabilities of MLLMs in Complex Text-Rich Image Reasoning

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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This paper cites VisOnlyQA: Large Vision Language Models Still Struggle with Visual Perception of Geometric Information.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models VisOnlyQA: Large Vision Language Models Still Struggle with Visual Perception of Geometric Information

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models DeepSeek-V3 Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Focus Anywhere for Fine-grained Multi-page Document Understanding

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Skywork-R1V3 Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models W.; Tay, Y.; Ruder, S.; Zhou, D.; et al

Reference 44

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models MiMo-VL Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Gemma 3 Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Kimi-VL Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Kwai Keye-VL Technical Report

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MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

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Observation f055fe9b-4553-40eb-bc57-d58d410b375a · outbound

This paper cites SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement

Reference 55

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41cbcac5-d37f-48cf-91ae-e0388f1b2d00 · outbound

This paper cites an unresolved cited work.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.137008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bd96295-23af-4c3e-a5db-9dc5ee03bd66 · outbound

This paper cites Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-08-05T23:03:10.382590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4fb2e29a-2ccb-4639-9c21-9808a76826c5 · outbound

This paper cites an unresolved cited work.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.142900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ce07fde-0d99-462f-9dcc-29e2e4c88fe9 · outbound

This paper cites an unresolved cited work.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:03:10.893404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a7d2f13b-9698-4f37-8ec8-bb2072bd816f · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.149147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d42b273b-e04a-4d0d-b3fa-ccdea184d038 · outbound

This paper cites SuperCLUE-Math6: Graded Multi-Step Math Reasoning Benchmark for LLMs in Chinese.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models SuperCLUE-Math6: Graded Multi-Step Math Reasoning Benchmark for LLMs in Chinese

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.152722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac6f4c5d-f2f3-4688-ac28-1377088bed02 · outbound

This paper cites Qwen3 Technical Report.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Qwen3 Technical Report

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.155851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81f9e82d-4567-4976-9de0-b0ba9a4a3bb7 · outbound

This paper cites WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models WeThink: Toward General-purpose Vision-Language Reasoning via Reinforcement Learning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.158919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2729ac-0c6d-42a0-a2a7-401f20bcb0e0 · outbound

This paper cites CC-OCR: A Comprehensive and Challenging OCR Benchmark for Evaluating Large Multimodal Models in Literacy.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models CC-OCR: A Comprehensive and Challenging OCR Benchmark for Evaluating Large Multimodal Models in Literacy

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.162023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab2b6813-c8b3-4b9b-b62b-dc614589eade · outbound

This paper cites Benchmarking Reasoning Robustness in Large Language Models.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Benchmarking Reasoning Robustness in Large Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.164969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91144bb5-3f36-47df-adb1-01aa8ccf59ce · outbound

This paper cites an unresolved cited work.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:03:10.885047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3547a3a2-b23f-4526-acf2-6c9d0fb60d39 · outbound

This paper cites an unresolved cited work.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-05T23:03:10.875416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1cf70cc8-b296-4921-858d-26877ae6012a · outbound

This paper cites Multimodal Table Understanding.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models Multimodal Table Understanding

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.173220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7cda48d-4955-4a87-b877-5afcf3d4c5f3 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.175885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803706d1-06d3-4b48-8f87-64fdea209998 · outbound

This paper cites DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models.

MathReal: We Keep It Real! A Real Scene Benchmark for Evaluating Math Reasoning in Multimodal Large Language Models DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-05T23:03:10.178730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Reference resolution

Outbound references

Pith citing papers