Cover Image

AgroCoT: A Chain-of-Thought Benchmark for Evaluating Reasoning in Vision-Language Models for Agriculture

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wen, Yibin, Li, Qingmei, Ye, Zi, Zhang, Jiarui, Fan, Xiaoya, Mai, Zurong, Wu, Jing, Lou, Shuohong, Chen, Yuhang, Huang, Henglian, Zhang, Yang, Gu, Defeng, Zhao, Lingyuan, Lu, Yutong, Fu, Haohuan, Huang, Jianxi, Zheng, Juepeng
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AgroNVILA: Perception-Reasoning Decoupling for Multi-view Agricultural Multimodal Large Language Models
by: Zhang, Jiarui, et al.
Published: (2026)

Can Large Multimodal Models Understand Agricultural Scenes? Benchmarking with AgroMind
by: Li, Qingmei, et al.
Published: (2025)

AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture
by: Ye, Zi, et al.
Published: (2026)

A Comprehensive Review of Agricultural Parcel and Boundary Delineation from Remote Sensing Images: Recent Progress and Future Perspectives
by: Zheng, Juepeng, et al.
Published: (2025)

HM-Bench: A Comprehensive Benchmark for Multimodal Large Language Models in Hyperspectral Remote Sensing
by: Zhang, Xinyu, et al.
Published: (2026)

AgroVG: A Large-Scale Multi-Source Benchmark for Agricultural Visual Grounding
by: Li, Haocheng, et al.
Published: (2026)

GTPBD: A Fine-Grained Global Terraced Parcel and Boundary Dataset
by: Zhang, Zhiwei, et al.
Published: (2025)

GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation
by: Zheng, Juepeng, et al.
Published: (2025)

SAGE: Style-Adaptive Generalization for Privacy-Constrained Semantic Segmentation Across Domains
by: Li, Qingmei, et al.
Published: (2025)

Low Saturation Confidence Distribution-based Test-Time Adaptation for Cross-Domain Remote Sensing Image Classification
by: Liang, Yu, et al.
Published: (2024)

Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain Adaptation
by: Zheng, Juepeng, et al.
Published: (2024)

GTPBD-MM: A Global Terraced Parcel and Boundary Dataset with Multi-Modality
by: Zhang, Zhiwei, et al.
Published: (2026)

Parameter-Efficient Modality-Balanced Symmetric Fusion for Multimodal Remote Sensing Semantic Segmentation
by: Li, Haocheng, et al.
Published: (2026)

From Noisy Historical Maps to Time-Series Oil Palm Mapping Without Annotation in Malaysia and Indonesia (2020-2024)
by: Kuapanich, Nuttaset, et al.
Published: (2026)

AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning
by: Zhang, Peifeng, et al.
Published: (2026)

AgroBench: Vision-Language Model Benchmark in Agriculture
by: Shinoda, Risa, et al.
Published: (2025)

Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning
by: Wang, Yibin, et al.
Published: (2025)

DeepLight: Reconstructing High-Resolution Observations of Nighttime Light With Multi-Modal Remote Sensing Data
by: Zhang, Lixian, et al.
Published: (2024)

Optimizing Chain-of-Thought Reasoning: Tackling Arranging Bottleneck via Plan Augmentation
by: Qiu, Yuli, et al.
Published: (2024)

AgroFlux: A Spatial-Temporal Benchmark for Carbon and Nitrogen Flux Prediction in Agricultural Ecosystems
by: Cheng, Qi, et al.
Published: (2026)

The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2026)

Beyond the Prompt in Large Language Models: Comprehension, In-Context Learning, and Chain-of-Thought
by: Jiao, Yuling, et al.
Published: (2026)

SIM-CoT: Supervised Implicit Chain-of-Thought
by: Wei, Xilin, et al.
Published: (2025)

FinChain: A Symbolic Benchmark for Verifiable Chain-of-Thought Financial Reasoning
by: Xie, Zhuohan, et al.
Published: (2025)

Pseudo Strong Labels from Frame-Level Predictions for Weakly Supervised Sound Event Detection
by: Zhang, Yuliang, et al.
Published: (2025)

Impact of Noisy Labels on Sound Event Detection: Deletion Errors Are More Detrimental Than Insertion Errors
by: Zhang, Yuliang, et al.
Published: (2024)

Output Feedback Robust EMPC of Constrained Nonlinear Systems Using Set‐Valued Estimation
by: Yuanchi Huang, et al.
Published: (2025)

Optimizing Chain-of-Thought Reasoners via Gradient Variance Minimization in Rejection Sampling and RL
by: Yao, Jiarui, et al.
Published: (2025)

A Logically Consistent Chain-of-Thought Approach for Stance Detection
by: Zhang, Bowen, et al.
Published: (2023)

Building Bridges across Spatial and Temporal Resolutions: Reference-Based Super-Resolution via Change Priors and Conditional Diffusion Model
by: Dong, Runmin, et al.
Published: (2024)

FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
by: Yuan, Shuai, et al.
Published: (2024)

Rethinking Chain-of-Thought Reasoning for Videos
by: Zhong, Yiwu, et al.
Published: (2025)

Supervised Chain of Thought
by: Zhang, Xiang, et al.
Published: (2024)

Intersectional Impact of Allosexism Experiences on Non‐Suicidal Self‐Injury Among Asexual Youth
by: Zurong Liang, et al.
Published: (2025)

Longitudinal associations between internalized homophobia trajectories and psychological distress among sexual minority adults: A growth mixture model
by: Jingtao Yu, et al.
Published: (2026)

AgriBench: A Hierarchical Agriculture Benchmark for Multimodal Large Language Models
by: Zhou, Yutong, et al.
Published: (2024)

Upfront Chain-of-Thought: A Cooperative Framework for Chain-of-Thought Compression
by: Li, Chengzhengxu, et al.
Published: (2025)

Less is More: Selective Reflection for Compatible and Efficient Knowledge Distillation in Large Language Models
by: Liu, Lingyuan, et al.
Published: (2025)

Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query Expansion
by: Liu, Lingyuan, et al.
Published: (2025)

GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information Retrieval
by: Liu, Lingyuan, et al.
Published: (2025)