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20212025
most citedIconQA: A New Benchmark for Abstract Diagram Understanding and Visual Language Reasoning

10 citations · 32 across the 9 of their papers we have counts for

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5 papers · 1 filter

cs.AI2025

SeePhys: Does Seeing Help Thinking? -- Benchmarking Vision-Based Physics Reasoning

Kun Xiang, Heng Li, Terry Jingchen Zhang +11

We present SeePhys, a large-scale multimodal benchmark for LLM reasoning grounded in physics questions ranging from middle school to PhD qualifying exams. The benchmark covers 7 fu…

cs.AI2024★ 6 cited

MapGPT: Map-Guided Prompting with Adaptive Path Planning for Vision-and-Language Navigation

Jiaqi Chen, Bingqian Lin, Ran Xu +3

Embodied agents equipped with GPT as their brains have exhibited extraordinary decision-making and generalization abilities across various tasks. However, existing zero-shot agents…

cs.AI2022★ 2 cited

UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression

Jiaqi Chen, Tong Li, Jinghui Qin +4

Geometry problem solving is a well-recognized testbed for evaluating the high-level multi-modal reasoning capability of deep models. In most existing works, two main geometry probl…

cs.AI2022★ 9 cited

Unbiased Math Word Problems Benchmark for Mitigating Solving Bias

Zhicheng Yang, Jinghui Qin, Jiaqi Chen +1

In this paper, we revisit the solving bias when evaluating models on current Math Word Problem (MWP) benchmarks. However, current solvers exist solving bias which consists of data…

cs.AI2022★ 1 cited

LogicSolver: Towards Interpretable Math Word Problem Solving with Logical Prompt-enhanced Learning

Zhicheng Yang, Jinghui Qin, Jiaqi Chen +2

Recently, deep learning models have made great progress in MWP solving on answer accuracy. However, they are uninterpretable since they mainly rely on shallow heuristics to achieve…