Integrating Domain Knowledge for Financial QA: A Multi-Retriever RAG Approach with LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Yukun, Droguett, Stefan Elbl, Jain, Samyak |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains
by: Purbey, Jebish, et al.
Published: (2024)
by: Purbey, Jebish, et al.
Published: (2024)
EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial Statements
by: Sugiura, Issa, et al.
Published: (2025)
by: Sugiura, Issa, et al.
Published: (2025)
Demystifying Domain-adaptive Post-training for Financial LLMs
by: Ke, Zixuan, et al.
Published: (2025)
by: Ke, Zixuan, et al.
Published: (2025)
CreditARF: A Framework for Corporate Credit Rating with Annual Report and Financial Feature Integration
by: Shi, Yumeng, et al.
Published: (2025)
by: Shi, Yumeng, et al.
Published: (2025)
SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation
by: Wu, Qilong, et al.
Published: (2024)
by: Wu, Qilong, et al.
Published: (2024)
Financial Wind Tunnel: A Retrieval-Augmented Market Simulator
by: Cao, Bokai, et al.
Published: (2025)
by: Cao, Bokai, et al.
Published: (2025)
When Dimensionality Hurts: The Role of LLM Embedding Compression for Noisy Regression Tasks
by: Drinkall, Felix, et al.
Published: (2025)
by: Drinkall, Felix, et al.
Published: (2025)
Parameter-Efficient Instruction Tuning of Large Language Models For Extreme Financial Numeral Labelling
by: Khatuya, Subhendu, et al.
Published: (2024)
by: Khatuya, Subhendu, et al.
Published: (2024)
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
by: Xiao, Hengbo, et al.
Published: (2025)
by: Xiao, Hengbo, et al.
Published: (2025)
Enhancing Financial Market Predictions: Causality-Driven Feature Selection
by: Liang, Wenhao, et al.
Published: (2024)
by: Liang, Wenhao, et al.
Published: (2024)
Real-Time Online Stock Forecasting Utilizing Integrated Quantitative and Qualitative Analysis
by: Bathini, Sai Akash, et al.
Published: (2023)
by: Bathini, Sai Akash, et al.
Published: (2023)
A Role-Aware Multi-Agent Framework for Financial Education Question Answering with LLMs
by: Zhu, Andy, et al.
Published: (2025)
by: Zhu, Andy, et al.
Published: (2025)
MASCA: LLM based-Multi Agents System for Credit Assessment
by: Jajoo, Gautam, et al.
Published: (2025)
by: Jajoo, Gautam, et al.
Published: (2025)
SMARTFinRAG: Interactive Modularized Financial RAG Benchmark
by: Zha, Yiwei
Published: (2025)
by: Zha, Yiwei
Published: (2025)
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
by: Huang, Jimin, et al.
Published: (2024)
by: Huang, Jimin, et al.
Published: (2024)
Detection of Temporality at Discourse Level on Financial News by Combining Natural Language Processing and Machine Learning
by: García-Méndez, Silvia, et al.
Published: (2024)
by: García-Méndez, Silvia, et al.
Published: (2024)
FinTeam: A Multi-Agent Collaborative Intelligence System for Comprehensive Financial Scenarios
by: Wu, Yingqian, et al.
Published: (2025)
by: Wu, Yingqian, et al.
Published: (2025)
Domain-Agnostic Molecular Generation with Chemical Feedback
by: Fang, Yin, et al.
Published: (2023)
by: Fang, Yin, et al.
Published: (2023)
FLAG: Financial Long Document Classification via AMR-based GNN
by: Xia, Bolun "Namir", et al.
Published: (2024)
by: Xia, Bolun "Namir", et al.
Published: (2024)
Instruction-Guided Bullet Point Summarization of Long Financial Earnings Call Transcripts
by: Khatuya, Subhendu, et al.
Published: (2024)
by: Khatuya, Subhendu, et al.
Published: (2024)
Parametric Knowledge and Retrieval Behavior in RAG Fine-Tuning for Electronic Design Automation
by: Oestreich, Julian, et al.
Published: (2026)
by: Oestreich, Julian, et al.
Published: (2026)
A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction
by: Cheng, Yu, et al.
Published: (2025)
by: Cheng, Yu, et al.
Published: (2025)
RAAD-LLM: Adaptive Anomaly Detection Using LLMs and RAG Integration
by: Russell-Gilbert, Alicia, et al.
Published: (2025)
by: Russell-Gilbert, Alicia, et al.
Published: (2025)
FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval
by: Li, Ying, et al.
Published: (2025)
by: Li, Ying, et al.
Published: (2025)
HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kong
by: Han, Sirui, et al.
Published: (2025)
by: Han, Sirui, et al.
Published: (2025)
Impact of Domain Knowledge and Multi-Modality on Intelligent Molecular Property Prediction: A Systematic Survey
by: Kuang, Taojie, et al.
Published: (2024)
by: Kuang, Taojie, et al.
Published: (2024)
FiMI: A Domain-Specific Language Model for Indian Finance Ecosystem
by: Kathar, Aboli, et al.
Published: (2026)
by: Kathar, Aboli, et al.
Published: (2026)
Transformer Encoder and Multi-features Time2Vec for Financial Prediction
by: Bui, Nguyen Kim Hai, et al.
Published: (2025)
by: Bui, Nguyen Kim Hai, et al.
Published: (2025)
Economy Watchers Survey Provides Datasets and Tasks for Japanese Financial Domain
by: Suzuki, Masahiro, et al.
Published: (2024)
by: Suzuki, Masahiro, et al.
Published: (2024)
PARROT: Persuasion and Agreement Robustness Rating of Output Truth -- A Sycophancy Robustness Benchmark for LLMs
by: Çelebi, Yusuf, et al.
Published: (2025)
by: Çelebi, Yusuf, et al.
Published: (2025)
Four Guiding Principles for Modeling Causal Domain Knowledge: A Case Study on Brainstorming Approaches for Urban Blight Analysis
by: Razouk, Houssam, et al.
Published: (2024)
by: Razouk, Houssam, et al.
Published: (2024)
When Single Answer Is Not Enough: Rethinking Single-Step Retrosynthesis Benchmarks for LLMs
by: Zagribelnyy, Bogdan, et al.
Published: (2026)
by: Zagribelnyy, Bogdan, et al.
Published: (2026)
MOOSE-Star: Unlocking Tractable Training for Scientific Discovery by Breaking the Complexity Barrier
by: Yang, Zonglin, et al.
Published: (2026)
by: Yang, Zonglin, et al.
Published: (2026)
Three-Class Text Sentiment Analysis Based on LSTM
by: Qixuan, Yin
Published: (2024)
by: Qixuan, Yin
Published: (2024)
Distilled ChatGPT Topic & Sentiment Modeling with Applications in Finance
by: Gandouet, Olivier, et al.
Published: (2024)
by: Gandouet, Olivier, et al.
Published: (2024)
StockBot 2.0: Vanilla LSTMs Outperform Transformer-based Forecasting for Stock Prices
by: Mohanty, Shaswat
Published: (2026)
by: Mohanty, Shaswat
Published: (2026)
InstructPro: Natural Language Guided Ligand-Binding Protein Design
by: Song, Zhenqiao, et al.
Published: (2025)
by: Song, Zhenqiao, et al.
Published: (2025)
Studying the Soupability of Documents in State Space Models
by: Jafari, Yasaman, et al.
Published: (2025)
by: Jafari, Yasaman, et al.
Published: (2025)
UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models
by: Yang, Yuzhe, et al.
Published: (2024)
by: Yang, Yuzhe, et al.
Published: (2024)
CardioRAG: A Retrieval-Augmented Generation Framework for Multimodal Chagas Disease Detection
by: Shen, Zhengyang, et al.
Published: (2025)
by: Shen, Zhengyang, et al.
Published: (2025)
Similar Items
-
SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains
by: Purbey, Jebish, et al.
Published: (2024) -
EDINET-Bench: Evaluating LLMs on Complex Financial Tasks using Japanese Financial Statements
by: Sugiura, Issa, et al.
Published: (2025) -
Demystifying Domain-adaptive Post-training for Financial LLMs
by: Ke, Zixuan, et al.
Published: (2025) -
CreditARF: A Framework for Corporate Credit Rating with Annual Report and Financial Feature Integration
by: Shi, Yumeng, et al.
Published: (2025) -
SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation
by: Wu, Qilong, et al.
Published: (2024)