Cover Image

FinRule-Bench: A Benchmark for Joint Reasoning over Financial Tables and Principles

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Malarkkan, Arun Vignesh, Choudhury, Manan Roy, Zhang, Guangwei, Gupta, Vivek, Wang, Qingyun, Fu, Yanjie, Zhang, Denghui
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computational Engineering, Finance, and Science Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FinReflectKG -- EvalBench: Benchmarking Financial KG with Multi-Dimensional Evaluation
by: Dimino, Fabrizio, et al.
Published: (2025)

FinTradeBench: A Financial Reasoning Benchmark for LLMs
by: Agrawal, Yogesh, et al.
Published: (2026)

Causally-Guided Diffusion for Stable Feature Selection
by: Malarkkan, Arun Vignesh, et al.
Published: (2026)

Financial sentiment analysis using FinBERT with application in predicting stock movement
by: Jiang, Tingsong, et al.
Published: (2023)

FinCARE: Financial Causal Analysis with Reasoning and Evidence
by: Michel, Alejandro, et al.
Published: (2025)

FinReflectKG -- MultiHop: Financial QA Benchmark for Reasoning with Knowledge Graph Evidence
by: Arun, Abhinav, et al.
Published: (2025)

Causally-Guided Automated Feature Engineering with Multi-Agent Reinforcement Learning
by: Malarkkan, Arun Vignesh, et al.
Published: (2026)

FinBoardBench: Benchmarking Dynamic Wealth Management and Strategic Financial Reasoning of LLMs via Board Game Simulations
by: Hu, Xuesi, et al.
Published: (2026)

FinMTM: A Multi-Turn Multimodal Benchmark for Financial Reasoning and Agent Evaluation
by: Zhang, Chenxi, et al.
Published: (2026)

BizFinBench: A Business-Driven Real-World Financial Benchmark for Evaluating LLMs
by: Lu, Guilong, et al.
Published: (2025)

FinReflectKG -- HalluBench: GraphRAG Hallucination Benchmark for Financial Question Answering Systems
by: Kumar, Mahesh, et al.
Published: (2026)

FinDocMRE: A Benchmark for Document-Level Financial Multimodal Reasoning Evaluation
by: Zhu, Jiayong, et al.
Published: (2026)

Incremental Causal Graph Learning for Online Cyberattack Detection in Cyber-Physical Infrastructures
by: Malarkkan, Arun Vignesh, et al.
Published: (2025)

DELTA: Variational Disentangled Learning for Privacy-Preserving Data Reprogramming
by: Malarkkan, Arun Vignesh, et al.
Published: (2025)

Causal Graph Profiling via Structural Divergence for Robust Anomaly Detection in Cyber-Physical Systems
by: Malarkkan, Arun Vignesh, et al.
Published: (2025)

Evolving Demonstration Optimization for Chain-of-Thought Feature Transformation
by: Wang, Xinyuan, et al.
Published: (2026)

FinReflectKG: Agentic Construction and Evaluation of Financial Knowledge Graphs
by: Arun, Abhinav, et al.
Published: (2025)

VisFinEval: A Scenario-Driven Chinese Multimodal Benchmark for Holistic Financial Understanding
by: Liu, Zhaowei, et al.
Published: (2025)

FinZero: Launching Multi-modal Financial Time Series Forecast with Large Reasoning Model
by: Wang, Yanlong, et al.
Published: (2025)

FinRL Contests: Benchmarking Data-driven Financial Reinforcement Learning Agents
by: Wang, Keyi, et al.
Published: (2025)

FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information
by: Wang, Yan, et al.
Published: (2025)

Better Call CLAUSE: A Discrepancy Benchmark for Auditing LLMs Legal Reasoning Capabilities
by: Choudhury, Manan Roy, et al.
Published: (2025)

FinBen: A Holistic Financial Benchmark for Large Language Models
by: Xie, Qianqian, et al.
Published: (2024)

Conv-FinRe: A Conversational and Longitudinal Benchmark for Utility-Grounded Financial Recommendation
by: Wang, Yan, et al.
Published: (2026)

FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making
by: Chen, Jiaxiang, et al.
Published: (2025)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
by: Huang, Jimin, et al.
Published: (2024)

FinSentLLM: Multi-LLM and Structured Semantic Signals for Enhanced Financial Sentiment Forecasting
by: Zhang, Zijian, et al.
Published: (2025)

FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
by: Hu, Yifan, et al.
Published: (2025)

QUIETT: Query-Independent Table Transformation for Robust Reasoning
by: Najpande, Gaurav, et al.
Published: (2026)

FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation
by: Tang, Zichen, et al.
Published: (2025)

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging
by: Tang, Zichen, et al.
Published: (2025)

FinML-Chain: A Blockchain-Integrated Dataset for Enhanced Financial Machine Learning
by: Chen, Jingfeng, et al.
Published: (2024)

FinAudio: A Benchmark for Audio Large Language Models in Financial Applications
by: Cao, Yupeng, et al.
Published: (2025)

FinMaster: A Holistic Benchmark for Mastering Full-Pipeline Financial Workflows with LLMs
by: Jiang, Junzhe, et al.
Published: (2025)

FinMultiTime: A Four-Modal Bilingual Dataset for Financial Time-Series Analysis
by: Xu, Wenyan, et al.
Published: (2025)

CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation
by: Tanaka, Yuki, et al.
Published: (2025)

FinLoRA: Benchmarking LoRA Methods for Fine-Tuning LLMs on Financial Datasets
by: Wang, Dannong, et al.
Published: (2025)

AI-Trader: Benchmarking Autonomous Agents in Real-Time Financial Markets
by: Fan, Tianyu, et al.
Published: (2025)

FinVerse: An Autonomous Agent System for Versatile Financial Analysis
by: An, Siyu, et al.
Published: (2024)

Open FinLLM Leaderboard: Towards Financial AI Readiness
by: Lin, Shengyuan Colin, et al.
Published: (2025)