Chain of Functions: A Programmatic Pipeline for Fine-Grained Chart Reasoning Data
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Zijian, Fu, Jingjing, Song, Lei, Bian, Jiang, Zhang, Jun, Wang, Rui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images
by: Zhang, Shuoshuo, et al.
Published: (2025)
by: Zhang, Shuoshuo, et al.
Published: (2025)
VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning
by: Huang, Muye, et al.
Published: (2024)
by: Huang, Muye, et al.
Published: (2024)
ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch
by: Liu, Zheng, et al.
Published: (2026)
by: Liu, Zheng, et al.
Published: (2026)
See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning
by: Zhang, Shuoshuo, et al.
Published: (2025)
by: Zhang, Shuoshuo, et al.
Published: (2025)
Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
by: Jiang, Jingjing, et al.
Published: (2025)
by: Jiang, Jingjing, et al.
Published: (2025)
SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More
by: Huang, Muye, et al.
Published: (2026)
by: Huang, Muye, et al.
Published: (2026)
MM-CondChain: A Programmatically Verified Benchmark for Visually Grounded Deep Compositional Reasoning
by: Shen, Haozhan, et al.
Published: (2026)
by: Shen, Haozhan, et al.
Published: (2026)
Chart-R1: Chain-of-Thought Supervision and Reinforcement for Advanced Chart Reasoner
by: Chen, Lei, et al.
Published: (2025)
by: Chen, Lei, et al.
Published: (2025)
ChartM$^3$: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension
by: Xu, Duo, et al.
Published: (2025)
by: Xu, Duo, et al.
Published: (2025)
Geometry-Guided Self-Supervision for Ultra-Fine-Grained Recognition with Limited Data
by: Wang, Shijie, et al.
Published: (2026)
by: Wang, Shijie, et al.
Published: (2026)
Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts
by: Pan, Hongkun, et al.
Published: (2026)
by: Pan, Hongkun, et al.
Published: (2026)
ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart Understanding
by: Huang, Muye, et al.
Published: (2025)
by: Huang, Muye, et al.
Published: (2025)
OMGM: Orchestrate Multiple Granularities and Modalities for Efficient Multimodal Retrieval
by: Yang, Wei, et al.
Published: (2025)
by: Yang, Wei, et al.
Published: (2025)
ChartAct: A Benchmark for Dynamic Chart Understanding
by: Huang, Muye, et al.
Published: (2026)
by: Huang, Muye, et al.
Published: (2026)
DA-HFNet: Progressive Fine-Grained Forgery Image Detection and Localization Based on Dual Attention
by: Liu, Yang, et al.
Published: (2024)
by: Liu, Yang, et al.
Published: (2024)
VistaGEN: Consistent Driving Video Generation with Fine-Grained Control Using Multiview Visual-Language Reasoning
by: Chen, Li-Heng, et al.
Published: (2026)
by: Chen, Li-Heng, et al.
Published: (2026)
Unveiling Fine-Grained Visual Traces: Evaluating Multimodal Interleaved Reasoning Chains in Multimodal STEM Tasks
by: Jin, Jing, et al.
Published: (2026)
by: Jin, Jing, et al.
Published: (2026)
RoadBench: Benchmarking MLLMs on Fine-Grained Spatial Understanding and Reasoning under Urban Road Scenarios
by: Zhang, Jun, et al.
Published: (2025)
by: Zhang, Jun, et al.
Published: (2025)
Beyond Illumination: Fine-Grained Detail Preservation in Extreme Dark Image Restoration
by: Zhang, Tongshun, et al.
Published: (2025)
by: Zhang, Tongshun, et al.
Published: (2025)
PRISM: Programmatic Reasoning with Image Sequence Manipulation for LVLM Jailbreaking
by: Zou, Quanchen, et al.
Published: (2025)
by: Zou, Quanchen, et al.
Published: (2025)
GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering
by: Zhang, Lingling, et al.
Published: (2024)
by: Zhang, Lingling, et al.
Published: (2024)
ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning
by: Xia, Renqiu, et al.
Published: (2024)
by: Xia, Renqiu, et al.
Published: (2024)
ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps
by: Feng, Sicheng, et al.
Published: (2025)
by: Feng, Sicheng, et al.
Published: (2025)
Progressively Exploring and Exploiting Inference Data to Break Fine-Grained Classification Barrier
by: Zhao, Li-Jun, et al.
Published: (2024)
by: Zhao, Li-Jun, et al.
Published: (2024)
ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation
by: Li, Zhen, et al.
Published: (2025)
by: Li, Zhen, et al.
Published: (2025)
A Visual RAG Pipeline for Few-Shot Fine-Grained Product Classification
by: Lamm, Bianca, et al.
Published: (2025)
by: Lamm, Bianca, et al.
Published: (2025)
3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis
by: Wang, Ziyue, et al.
Published: (2026)
by: Wang, Ziyue, et al.
Published: (2026)
Multi-Scale Gaussian-Language Map for Zero-shot Embodied Navigation and Reasoning
by: Zhang, Sixian, et al.
Published: (2026)
by: Zhang, Sixian, et al.
Published: (2026)
ChartQA-X: Generating Explanations for Visual Chart Reasoning
by: Hegde, Shamanthak, et al.
Published: (2025)
by: Hegde, Shamanthak, et al.
Published: (2025)
ChartBench: A Benchmark for Complex Visual Reasoning in Charts
by: Xu, Zhengzhuo, et al.
Published: (2023)
by: Xu, Zhengzhuo, et al.
Published: (2023)
Chart Specification: Structural Representations for Incentivizing VLM Reasoning in Chart-to-Code Generation
by: He, Minggui, et al.
Published: (2026)
by: He, Minggui, et al.
Published: (2026)
Skeleton-Guided Instance Separation for Fine-Grained Segmentation in Microscopy
by: Wang, Jun, et al.
Published: (2024)
by: Wang, Jun, et al.
Published: (2024)
ProVision: Programmatically Scaling Vision-centric Instruction Data for Multimodal Language Models
by: Zhang, Jieyu, et al.
Published: (2024)
by: Zhang, Jieyu, et al.
Published: (2024)
VER-Bench: Evaluating MLLMs on Reasoning with Fine-Grained Visual Evidence
by: Qiang, Chenhui, et al.
Published: (2025)
by: Qiang, Chenhui, et al.
Published: (2025)
FineState-Bench: A Comprehensive Benchmark for Fine-Grained State Control in GUI Agents
by: Ji, Fengxian, et al.
Published: (2025)
by: Ji, Fengxian, et al.
Published: (2025)
ASPO: Adaptive Sentence-Level Preference Optimization for Fine-Grained Multimodal Reasoning
by: Wang, Yeyuan, et al.
Published: (2025)
by: Wang, Yeyuan, et al.
Published: (2025)
Hierarchical Visual Agent: Managing Contexts in Joint Image-Text Space for Advanced Chart Reasoning
by: Dong, Qihua, et al.
Published: (2026)
by: Dong, Qihua, et al.
Published: (2026)
ChartAgent: A Chart Understanding Framework with Tool Integrated Reasoning
by: Wang, Boran, et al.
Published: (2025)
by: Wang, Boran, et al.
Published: (2025)
Rex-Thinker: Grounded Object Referring via Chain-of-Thought Reasoning
by: Jiang, Qing, et al.
Published: (2025)
by: Jiang, Qing, et al.
Published: (2025)
GeoSolver: Scaling Test-Time Reasoning in Remote Sensing with Fine-Grained Process Supervision
by: Sun, Lang, et al.
Published: (2026)
by: Sun, Lang, et al.
Published: (2026)
Similar Items
-
PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images
by: Zhang, Shuoshuo, et al.
Published: (2025) -
VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning
by: Huang, Muye, et al.
Published: (2024) -
ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch
by: Liu, Zheng, et al.
Published: (2026) -
See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning
by: Zhang, Shuoshuo, et al.
Published: (2025) -
Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
by: Jiang, Jingjing, et al.
Published: (2025)