FinSentLLM: Multi-LLM and Structured Semantic Signals for Enhanced Financial Sentiment Forecasting
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Zijian, Fu, Rong, He, Yangfan, Shen, Xinze, Wang, Yanlong, Du, Xiaojing, You, Haochen, Shi, Jiazhao, Fong, Simon |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FinZero: Launching Multi-modal Financial Time Series Forecast with Large Reasoning Model
by: Wang, Yanlong, et al.
Published: (2025)
by: Wang, Yanlong, et al.
Published: (2025)
FinSentiment: Predicting Financial Sentiment Through Transfer Learning
by: Zehra Erva Ergun, et al.
Published: (2025)
by: Zehra Erva Ergun, et al.
Published: (2025)
Open FinLLM Leaderboard: Towards Financial AI Readiness
by: Lin, Shengyuan Colin, et al.
Published: (2025)
by: Lin, Shengyuan Colin, et al.
Published: (2025)
FinMarBa: A Market-Informed Dataset for Financial Sentiment Classification
by: Lefort, Baptiste, et al.
Published: (2025)
by: Lefort, Baptiste, et al.
Published: (2025)
Financial Sentiment Analysis on News and Reports Using Large Language Models and FinBERT
by: Shen, Yanxin, et al.
Published: (2024)
by: Shen, Yanxin, et al.
Published: (2024)
Designing Heterogeneous LLM Agents for Financial Sentiment Analysis
by: Xing, Frank
Published: (2024)
by: Xing, Frank
Published: (2024)
FinLlama: Financial Sentiment Classification for Algorithmic Trading Applications
by: Konstantinidis, Thanos, et al.
Published: (2024)
by: Konstantinidis, Thanos, et al.
Published: (2024)
CatMemo at the FinLLM Challenge Task: Fine-Tuning Large Language Models using Data Fusion in Financial Applications
by: Cao, Yupeng, et al.
Published: (2024)
by: Cao, Yupeng, et al.
Published: (2024)
BioFinBERT: Finetuning Large Language Models (LLMs) to Analyze Sentiment of Press Releases and Financial Text Around Inflection Points of Biotech Stocks
by: Aparicio, Valentina, et al.
Published: (2024)
by: Aparicio, Valentina, et al.
Published: (2024)
FinCast: A Foundation Model for Financial Time-Series Forecasting
by: Zhu, Zhuohang, et al.
Published: (2025)
by: Zhu, Zhuohang, et al.
Published: (2025)
Fusing Narrative Semantics for Financial Volatility Forecasting
by: Kong, Yaxuan, et al.
Published: (2025)
by: Kong, Yaxuan, et al.
Published: (2025)
Beyond the Numbers: Causal Effects of Financial Report Sentiment on Bank Profitability
by: Neupane, Krishna, et al.
Published: (2026)
by: Neupane, Krishna, et al.
Published: (2026)
L3iTC at the FinLLM Challenge Task: Quantization for Financial Text Classification & Summarization
by: Pontes, Elvys Linhares, et al.
Published: (2024)
by: Pontes, Elvys Linhares, et al.
Published: (2024)
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
by: Hu, Yifan, et al.
Published: (2025)
by: Hu, Yifan, et al.
Published: (2025)
FinDPO: Financial Sentiment Analysis for Algorithmic Trading through Preference Optimization of LLMs
by: Iacovides, Giorgos, et al.
Published: (2025)
by: Iacovides, Giorgos, et al.
Published: (2025)
Transformers Beyond Order: A Chaos-Markov-Gaussian Framework for Short-Term Sentiment Forecasting of Any Financial OHLC timeseries Data
by: Pathan, Arif
Published: (2025)
by: Pathan, Arif
Published: (2025)
Beyond Polarity: Multi-Dimensional LLM Sentiment Signals for WTI Crude Oil Futures Return Prediction
by: Dai, Dehao, et al.
Published: (2026)
by: Dai, Dehao, et al.
Published: (2026)
Diagram-to-Circuit QNLP for Financial Sentiment Analysis
by: Sakuma, Takayuki
Published: (2025)
by: Sakuma, Takayuki
Published: (2025)
An Empirical Analysis on Financial Markets: Insights from the Application of Statistical Physics
by: Li, Haochen, et al.
Published: (2023)
by: Li, Haochen, et al.
Published: (2023)
A Financial Brain Scan of the LLM
by: Chen, Hui, et al.
Published: (2025)
by: Chen, Hui, et al.
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)
Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG
by: Wang, Jingru, et al.
Published: (2025)
by: Wang, Jingru, et al.
Published: (2025)
FinArena: A Human-Agent Collaboration Framework for Financial Market Analysis and Forecasting
by: Xu, Congluo, et al.
Published: (2025)
by: Xu, Congluo, et al.
Published: (2025)
FinTrace: Holistic Trajectory-Level Evaluation of LLM Tool Calling for Long-Horizon Financial Tasks
by: Cao, Yupeng, et al.
Published: (2026)
by: Cao, Yupeng, et al.
Published: (2026)
The LLM Pro Finance Suite: Multilingual Large Language Models for Financial Applications
by: Caillaut, Gaëtan, et al.
Published: (2025)
by: Caillaut, Gaëtan, et al.
Published: (2025)
FinTagging: Benchmarking LLMs for Extracting and Structuring Financial Information
by: Wang, Yan, et al.
Published: (2025)
by: Wang, Yan, et al.
Published: (2025)
FinCARE: Financial Causal Analysis with Reasoning and Evidence
by: Michel, Alejandro, et al.
Published: (2025)
by: Michel, Alejandro, et al.
Published: (2025)
Integrative Analysis of Financial Market Sentiment Using CNN and GRU for Risk Prediction and Alert Systems
by: Wu, You, et al.
Published: (2024)
by: Wu, You, et al.
Published: (2024)
Event-Aware Sentiment Factors from LLM-Augmented Financial Tweets: A Transparent Framework for Interpretable Quant Trading
by: Wang, Yueyi, et al.
Published: (2025)
by: Wang, Yueyi, et al.
Published: (2025)
Financial sentiment analysis using FinBERT with application in predicting stock movement
by: Jiang, Tingsong, et al.
Published: (2023)
by: Jiang, Tingsong, et al.
Published: (2023)
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation
by: Tanaka, Yuki, et al.
Published: (2025)
by: Tanaka, Yuki, et al.
Published: (2025)
Financial News-Driven LLM Reinforcement Learning for Portfolio Management
by: Unnikrishnan, Ananya
Published: (2024)
by: Unnikrishnan, Ananya
Published: (2024)
Cross-Stock Predictability via LLM-Augmented Semantic Networks
by: Huang, Yikuan, et al.
Published: (2026)
by: Huang, Yikuan, et al.
Published: (2026)
Market-Derived Financial Sentiment Analysis: Context-Aware Language Models for Crypto Forecasting
by: Moradi-Kamali, Hamid, et al.
Published: (2025)
by: Moradi-Kamali, Hamid, et al.
Published: (2025)
FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging
by: Tang, Zichen, et al.
Published: (2025)
by: Tang, Zichen, et al.
Published: (2025)
FinVerse: An Autonomous Agent System for Versatile Financial Analysis
by: An, Siyu, et al.
Published: (2024)
by: An, Siyu, et al.
Published: (2024)
INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent
by: Li, Haohang, et al.
Published: (2024)
by: Li, Haohang, et al.
Published: (2024)
Enhancing Inflation Nowcasting with LLM: Sentiment Analysis on News
by: Allard, Marc-Antoine, et al.
Published: (2024)
by: Allard, Marc-Antoine, 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)
FinReflectKG: Agentic Construction and Evaluation of Financial Knowledge Graphs
by: Arun, Abhinav, et al.
Published: (2025)
by: Arun, Abhinav, et al.
Published: (2025)
Similar Items
-
FinZero: Launching Multi-modal Financial Time Series Forecast with Large Reasoning Model
by: Wang, Yanlong, et al.
Published: (2025) -
FinSentiment: Predicting Financial Sentiment Through Transfer Learning
by: Zehra Erva Ergun, et al.
Published: (2025) -
Open FinLLM Leaderboard: Towards Financial AI Readiness
by: Lin, Shengyuan Colin, et al.
Published: (2025) -
FinMarBa: A Market-Informed Dataset for Financial Sentiment Classification
by: Lefort, Baptiste, et al.
Published: (2025) -
Financial Sentiment Analysis on News and Reports Using Large Language Models and FinBERT
by: Shen, Yanxin, et al.
Published: (2024)