Cover Image

Structure First, Reason Next: Enhancing a Large Language Model using Knowledge Graph for Numerical Reasoning in Financial Documents

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mishra, Aryan, Anil, Akash
Format:	Preprint
Published:	2026
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models
by: Luo, Linhao, et al.
Published: (2024)

KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph
by: Guo, Tiezheng, et al.
Published: (2023)

Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning
by: Han, Haoyu, et al.
Published: (2025)

Knowledge Graph-Infused Fine-Tuning for Structured Reasoning in Large Language Models
by: Zhang, Wuyang, et al.
Published: (2025)

Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs
by: Huang, Yuxuan
Published: (2023)

Advancing Reasoning in Large Language Models: Promising Methods and Approaches
by: Patil, Avinash, et al.
Published: (2025)

Knowledge Distillation for Temporal Knowledge Graph Reasoning with Large Language Models
by: Xing, Wang, et al.
Published: (2026)

Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph
by: Sun, Jiashuo, et al.
Published: (2023)

Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2024)

MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2025)

Knowledge Reasoning Language Model: Unifying Knowledge and Language for Inductive Knowledge Graph Reasoning
by: Zhuo, Xingrui, et al.
Published: (2025)

Causal Reasoning in Large Language Models: A Knowledge Graph Approach
by: Kim, Yejin, et al.
Published: (2024)

GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation
by: He, Jiashu, et al.
Published: (2024)

Document-Level Numerical Reasoning across Single and Multiple Tables in Financial Reports
by: Wang, Yi-Cheng, et al.
Published: (2026)

Knowledge Reasoning of Large Language Models Integrating Graph-Structured Information for Pest and Disease Control in Tobacco
by: Li, Siyu, et al.
Published: (2025)

Search-on-Graph: Iterative Informed Navigation for Large Language Model Reasoning on Knowledge Graphs
by: Sun, Jia Ao, et al.
Published: (2025)

Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion
by: He, Qiyuan, et al.
Published: (2025)

Reasoning Factual Knowledge in Structured Data with Large Language Models
by: Huang, Sirui, et al.
Published: (2024)

GreenMind: A Next-Generation Vietnamese Large Language Model for Structured and Logical Reasoning
by: Tung, Luu Quy, et al.
Published: (2025)

Enhancing Large Language Models through Structured Reasoning
by: Dong, Yubo, et al.
Published: (2025)

From Next-Token to Mathematics: The Learning Dynamics of Mathematical Reasoning in Language Models
by: Mishra, Shubhra, et al.
Published: (2024)

FinEval-KR: A Financial Domain Evaluation Framework for Large Language Models' Knowledge and Reasoning
by: Dou, Shaoyu, et al.
Published: (2025)

Structured Reasoning for Large Language Models
by: Han, Jinyi, et al.
Published: (2026)

Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
by: Liu, Runxuan, et al.
Published: (2026)

Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs
by: Zhang, Yifei, et al.
Published: (2024)

KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision
by: Wu, Rong, et al.
Published: (2025)

Knowledge Vector of Logical Reasoning in Large Language Models
by: Wang, Zixuan, et al.
Published: (2026)

Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
by: Luo, Linhao, et al.
Published: (2023)

Large Language Models are In-context Teachers for Knowledge Reasoning
by: Zhao, Jiachen, et al.
Published: (2023)

Structured Event Reasoning with Large Language Models
by: Zhang, Li
Published: (2024)

Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
by: Wang, Jiapu, et al.
Published: (2024)

Enhancing Multi-hop Reasoning through Knowledge Erasure in Large Language Model Editing
by: Zhang, Mengqi, et al.
Published: (2024)

A Survey of Multilingual Reasoning in Language Models
by: Ghosh, Akash, et al.
Published: (2025)

Physics Reasoner: Knowledge-Augmented Reasoning for Solving Physics Problems with Large Language Models
by: Pang, Xinyu, et al.
Published: (2024)

Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes
by: Wang, Dingzirui, et al.
Published: (2024)

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2025)

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data
by: Wu, Xue, et al.
Published: (2024)

Financial Knowledge Large Language Model
by: Yang, Cehao, et al.
Published: (2024)

A Large Language Model Based Method for Complex Logical Reasoning over Knowledge Graphs
by: Zhang, Ziyan, et al.
Published: (2025)

NUMCoT: Numerals and Units of Measurement in Chain-of-Thought Reasoning using Large Language Models
by: Xu, Ancheng, et al.
Published: (2024)