PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance

8 June 2023

Papers citing "PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance"

50 / 97 papers shown

Title
Evaluating Financial Sentiment Analysis with Annotators Instruction Assisted Prompting: Enhancing Contextual Interpretation and Stock Prediction Accuracy A M Muntasir Rahman Ajim Uddin Guiling Wang 18 0 0 09 May 2025
COSMOS: Predictable and Cost-Effective Adaptation of LLMs Jiayu Wang Aws Albarghouthi Frederic Sala 47 0 0 30 Apr 2025
DianJin-R1: Evaluating and Enhancing Financial Reasoning in Large Language Models Jie Zhu Qian Chen Huaixia Dou Junhui Li Lifan Guo Feng-Xiang Chen C. Zhang LRM 34 0 0 22 Apr 2025
CLASH: Evaluating Language Models on Judging High-Stakes Dilemmas from Multiple Perspectives Ayoung Lee Ryan Sungmo Kwon Peter Railton Lu Wang ELM 51 0 0 15 Apr 2025
DBOT: Artificial Intelligence for Systematic Long-Term Investing Vasant Dhar João Sedoc 35 0 0 08 Apr 2025
Beyond the Reported Cutoff: Where Large Language Models Fall Short on Financial Knowledge Agam Shah Liqin Ye Sebastian Jaskowski Wei Xu S. Chava AIFin 33 0 0 30 Mar 2025
From Deep Learning to LLMs: A survey of AI in Quantitative Investment Bokai Cao Saizhuo Wang Xinyi Lin Xiaojun Wu Haohan Zhang L. Ni Jian Guo AIFin 57 0 0 27 Mar 2025
MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question Answering Jialin Chen Aosong Feng Ziyu Zhao Juan Garza Gaukhar Nurbek Cheng Qin Ali Maatouk Leandros Tassiulas Yifeng Gao Rex Ying AI4TS 45 0 0 21 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 41 0 0 14 Mar 2025
Exposing Product Bias in LLM Investment Recommendation Yuhan Zhi Xiaoyu Zhang Longtian Wang Shumin Jiang Shiqing Ma Xiaohong Guan Chao Shen 56 0 0 11 Mar 2025
Filtered not Mixed: Stochastic Filtering-Based Online Gating for Mixture of Large Language Models Raeid Saqur Anastasis Kratsios Florian Krach Yannick Limmer Jacob-Junqi Tian John Willes Blanka Horvath Frank Rudzicz MoE 50 0 0 24 Feb 2025
Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation Jaskaran Singh Walia Aarush Sinha Srinitish Srinivasan Srihari Unnikrishnan 49 0 0 24 Feb 2025
FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading Guojun Xiong Zhiyang Deng Keyi Wang Yupeng Cao Haohang Li ... Kaleb Smith Xiao-Yang Liu J. Huang Sophia Ananiadou Qianqian Xie AIFin 163 0 0 20 Feb 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey Zirui Song Bin Yan Yuhan Liu Miao Fang Mingzhe Li Rui Yan Xiuying Chen KELM LM&MA 55 5 0 15 Feb 2025
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models Mengxi Xiao Z. L. Jiang Lingfei Qian Zhengyu Chen Yueru He ... Ruey-Ling Weng Min Peng J. Huang Sophia Ananiadou Qianqian Xie RALM AIFin AI4TS 57 0 0 09 Feb 2025
FinBloom: Knowledge Grounding Large Language Model with Real-time Financial Data Ankur Sinha Chaitanya Agarwal P. Malo AIFin 47 0 0 04 Feb 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains Xu Chu Zhijie Tan Hanlin Xue Guanyu Wang Tong Mo Weiping Li ELM LRM 55 1 0 24 Jan 2025
FinSphere: A Conversational Stock Analysis Agent Equipped with Quantitative Tools based on Real-Time Database Shijie Han Changhai Zhou Yiqing Shen Tianning Sun Yuhua Zhou Xiaoxia Wang Zhixiao Yang Jingshu Zhang Hongguang Li AIFin 34 1 0 08 Jan 2025
FLAME: Financial Large-Language Model Assessment and Metrics Evaluation Jiayu Guo Yu Guo Martha Li Songtao Tan ELM 42 0 0 03 Jan 2025
INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent Haohang Li Yupeng Cao Yangyang Yu Shashidhar Reddy Javaji Zhiyang Deng ... J. Huang Lingfei Qian Xueqing Peng Qianqian Xie Jordan W. Suchow AIFin 57 5 0 24 Dec 2024
SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation Qilong Wu Xiaoneng Xiang Hejia Huang Xuan Wang Yeo Wei Jie Ranjan Satapathy Ricardo Shirota Filho Bharadwaj Veeravalli 77 1 0 14 Dec 2024
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt Peter Anderson Mano Vikash Janardhanan Jason He Wei Cheng Charlie Flanagan RALM 37 3 0 11 Nov 2024
Evaluating Large Language Models on Financial Report Summarization: An Empirical Study Xinqi Yang Scott Zang Yong Ren Dingjie Peng Zheng Wen 33 0 0 11 Nov 2024
Golden Touchstone: A Comprehensive Bilingual Benchmark for Evaluating Financial Large Language Models Xiaojun Wu Junxi Liu Huanyi Su Zhouchi Lin Yiyan Qi ... Fuwei Wang Saizhuo Wang Fengrui Hua Jia Li Jian Guo 50 0 0 09 Nov 2024
Boardwalk Empire: How Generative AI is Revolutionizing Economic Paradigms Subramanyam Sahoo Kamlesh Dutta 33 1 0 19 Oct 2024
Assistive AI for Augmenting Human Decision-making Natabara Máté Gyöngyössy Bernát Török Csilla Farkas Laura Lucaj Attila Menyhárd Krisztina Menyhárd-Balázs András Simonyi Patrick van der Smagt Zsolt Ződi András Lőrincz 39 0 0 18 Oct 2024
UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models Yuzhe Yang Yifei Zhang Yan Hu Y. Guo Ruoli Gan ... Haining Wang Qianqian Xie Jimin Huang Honghai Yu Benyou Wang ELM AIFin 42 2 0 17 Oct 2024
TradExpert: Revolutionizing Trading with Mixture of Expert LLMs Qianggang Ding Haochen Shi Jiadong Guo Bang Liu AIFin 40 3 0 16 Oct 2024
Exploring the Readiness of Prominent Small Language Models for the Democratization of Financial Literacy Tagore Rao Kosireddy Jeffrey D. Wall Evan Lucas 29 1 0 09 Oct 2024
RoQLlama: A Lightweight Romanian Adapted Language Model George-Andrei Dima Andrei-Marius Avram Cristian-George Crăciun Dumitru-Clementin Cercel 26 2 0 05 Oct 2024
A Dutch Financial Large Language Model Sander Noels Jorne De Blaere Tijl De Bie 26 0 0 03 Oct 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 44 3 0 30 Sep 2024
FMDLlama: Financial Misinformation Detection based on Large Language Models Zhiwei Liu Xin Zhang Kailai Yang Qianqian Xie Jimin Huang Sophia Ananiadou ALM 29 2 0 24 Sep 2024
ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Yuqing Huang Rongyang Zhang X. He Xuyang Zhi Hao Wang ... Guoping Hu Guiquan Liu Qi Liu Defu Lian Enhong Chen ELM 29 4 0 21 Sep 2024
StockTime: A Time Series Specialized Large Language Model Architecture for Stock Price Prediction Shengkun Wang Taoran Ji Linhan Wang Yanshen Sun Shang-Ching Liu Amit Kumar Chang-Tien Lu AIFin AI4TS 32 2 0 25 Aug 2024
Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications Qianqian Xie Dong Li Mengxi Xiao Zihao Jiang Ruoyu Xiang ... Benyou Wang Alejandro Lopez-Lira Qianqian Xie Sophia Ananiadou Junichi Tsujii AIFin AI4TS 33 14 0 20 Aug 2024
'Finance Wizard' at the FinLLM Challenge Task: Financial Text Summarization Meisin Lee Soon Lay-Ki 34 2 0 07 Aug 2024
AnyTaskTune: Advanced Domain-Specific Solutions through Task-Fine-Tuning Jiaxi Cui Wentao Zhang Jing Tang Xudong Tong Zhenwei Zhang Amie Jing Wen Rongsheng Wang Pengfei Wu 34 1 0 09 Jul 2024
CFinBench: A Comprehensive Chinese Financial Benchmark for Large Language Models Ying Nie Binwei Yan Tianyu Guo Hao Liu Haoyu Wang ... Weihao Wang Qiang Li Weijian Sun Yunhe Wang Dacheng Tao ELM 47 2 0 02 Jul 2024
EconNLI: Evaluating Large Language Models on Economics Reasoning Yue Guo Yi Yang 32 4 0 01 Jul 2024
Simulating Financial Market via Large Language Model based Agents Shen Gao Yuntao Wen Minghang Zhu Jianing Wei Yuhan Cheng Qunzi Zhang Shuo Shang AIFin 34 12 0 28 Jun 2024
70B-parameter large language models in Japanese medical question-answering Issey Sukeda Risa Kishikawa Satoshi Kodera LM&MA 44 3 0 21 Jun 2024
What Teaches Robots to Walk, Teaches Them to Trade too -- Regime Adaptive Execution using Informed Data and LLMs Raeid Saqur 31 3 0 20 Jun 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 37 3 0 17 Jun 2024
Can LLMs Learn Macroeconomic Narratives from Social Media? Almog Gueta Amir Feder Zorik Gekhman Ariel Goldstein Roi Reichart 26 4 0 17 Jun 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 45 42 0 15 Jun 2024
FoodSky: A Food-oriented Large Language Model that Passes the Chef and Dietetic Examination Pengfei Zhou Weiqing Min Chaoran Fu Ying Jin Mingyu Huang Xiangyang Li Shuhuan Mei Shuqiang Jiang 38 8 0 11 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 40 9 0 10 Jun 2024
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration Ziqian Zeng Jianwei Wang Zhengdong Lu Huiping Zhuang Cen Chen RALM KELM 45 7 0 03 Jun 2024
A Survey of Useful LLM Evaluation Ji-Lun Peng Sijia Cheng Egil Diau Yung-Yu Shih Po-Heng Chen Yen-Ting Lin Yun-Nung Chen LLMAG ELM 31 12 0 03 Jun 2024