Imagen de Portada

Uncovering Representation Bias for Investment Decisions in Open-Source Large Language Models

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Dimino, Fabrizio, Saxena, Krati, Sarmah, Bhaskarjit, Pasquali, Stefano
Formato:	Preprint
Publicado:	2025
Materias:	Computational Finance Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Tracing Positional Bias in Financial Decision-Making: Mechanistic Insights from Qwen2.5
por: Dimino, Fabrizio, et al.
Publicado: (2025)

Risk-Adjusted Harm Scoring for Automated Red Teaming for LLMs in Financial Services
por: Dimino, Fabrizio, et al.
Publicado: (2026)

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

FINCH: Financial Intelligence using Natural language for Contextualized SQL Handling
por: Singh, Avinash Kumar, et al.
Publicado: (2025)

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

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

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

A Comparative Study of DSPy Teleprompter Algorithms for Aligning Large Language Models Evaluation Metrics to Human Evaluation
por: Sarmah, Bhaskarjit, et al.
Publicado: (2024)

Benchmarking Open-Source Safety Guard Models: A Comprehensive Evaluation
por: Harsh, Reetu Raj, et al.
Publicado: (2026)

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

Enhanced Local Explainability and Trust Scores with Random Forest Proximities
por: Rosaler, Joshua, et al.
Publicado: (2023)

How to Choose a Threshold for an Evaluation Metric for Large Language Models
por: Sarmah, Bhaskarjit, et al.
Publicado: (2024)

Large Investment Model
por: Guo, Jian, et al.
Publicado: (2024)

HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction
por: Sarmah, Bhaskarjit, et al.
Publicado: (2024)

AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions
por: Zhao, Tianjiao, et al.
Publicado: (2025)

RiskLabs: Predicting Financial Risk Using Large Language Model based on Multimodal and Multi-Sources Data
por: Cao, Yupeng, et al.
Publicado: (2024)

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

Temporal Representation Learning for Stock Similarities and Its Applications in Investment Management
por: Hwang, Yoontae, et al.
Publicado: (2024)

Decision-informed Neural Networks with Large Language Model Integration for Portfolio Optimization
por: Hwang, Yoontae, et al.
Publicado: (2025)

QuantBench: Benchmarking AI Methods for Quantitative Investment
por: Wang, Saizhuo, et al.
Publicado: (2025)

The Economic Implications of Large Language Model Selection on Earnings and Return on Investment: A Decision Theoretic Model
por: Xexéo, Geraldo, et al.
Publicado: (2024)

The LLM Pro Finance Suite: Multilingual Large Language Models for Financial Applications
por: Caillaut, Gaëtan, et al.
Publicado: (2025)

A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges
por: Nie, Yuqi, et al.
Publicado: (2024)

Alpha-GPT 2.0: Human-in-the-Loop AI for Quantitative Investment
por: Yuan, Hang, et al.
Publicado: (2024)

Quokka: An Open-source Large Language Model ChatBot for Material Science
por: Yang, Xianjun, et al.
Publicado: (2024)

An Open-Source Knowledge Graph Ecosystem for the Life Sciences
por: Callahan, Tiffany J., et al.
Publicado: (2023)

QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model
por: Wang, Saizhuo, et al.
Publicado: (2024)

Do LLM Personas Dream of Bull Markets? Comparing Human and AI Investment Strategies Through the Lens of the Five-Factor Model
por: Borman, Harris, et al.
Publicado: (2024)

Summoning the Oracle to Slay It: Mitigating Look-Ahead Bias in Financial Backtesting with Large Language Models
por: Li, Weixian Waylon, et al.
Publicado: (2026)

Integrating Large Language Models in Financial Investments and Market Analysis: A Survey
por: Mahdavi, Sedigheh, et al.
Publicado: (2025)

Alpha-GPT: Human-AI Interactive Alpha Mining for Quantitative Investment
por: Wang, Saizhuo, et al.
Publicado: (2023)

Representation Without Control: Testing the Realization Effect in Language Models
por: Walsh, Ciarán, et al.
Publicado: (2026)

Exploring the Synergy of Quantitative Factors and Newsflow Representations from Large Language Models for Stock Return Prediction
por: Guo, Tian, et al.
Publicado: (2025)

Memoria: A Scalable Agentic Memory Framework for Personalized Conversational AI
por: Sarin, Samarth, et al.
Publicado: (2025)

Enhancing Profitability and Investor Confidence through Interpretable AI Models for Investment Decisions
por: Arshad, Sahar, et al.
Publicado: (2023)

Are Large Language Models Good In-context Learners for Financial Sentiment Analysis?
por: Wei, Xinyu, et al.
Publicado: (2025)

Aligning Large Language Models and Geometric Deep Models for Protein Representation
por: Shu, Dong, et al.
Publicado: (2024)

PLLaMa: An Open-source Large Language Model for Plant Science
por: Yang, Xianjun, et al.
Publicado: (2024)

Financial Statement Analysis with Large Language Models
por: Kim, Alex, et al.
Publicado: (2024)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
por: Li, Haohang, et al.
Publicado: (2024)