yren12138 commited on
Commit
703002d
·
verified ·
1 Parent(s): 88a22fd

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +77 -0
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ pipeline_tag: image-text-to-text
5
+ library_name: transformers
6
+ extra_gated_fields:
7
+ First name: text
8
+ Last name: text
9
+ Affiliation: text
10
+ Job title: text
11
+ Email: text
12
+ Country: country
13
+ I want to use this model for:
14
+ type: select
15
+ options:
16
+ - Research
17
+ - Education
18
+ - label: Other
19
+ value: other
20
+ I agree to use this model for non-commercial use ONLY: checkbox
21
+
22
+ ---
23
+
24
+
25
+ # FinSeer Model Card
26
+
27
+ ## Model details
28
+
29
+ **Model type:**
30
+
31
+ This is our first dedicated retriever for financial time-series forecasting, Financial TimeSeries Retriever (FinSeer).
32
+
33
+ **Paper or resources for more information:**
34
+
35
+ https://arxiv.org/pdf/2502.05878
36
+
37
+
38
+ ## Intended use
39
+ **Primary intended uses:**
40
+ The primary use of FinSeer is research on financial time-series forecasting using retrieval-augmented generation (RAG) framework.
41
+
42
+ # How to use
43
+
44
+ ## Installation
45
+
46
+ Install Package
47
+
48
+ ```shell
49
+ pip install InstructorEmbedding
50
+ pip install -U FlagEmbedding
51
+ pip install sentence-transformers==2.2.2
52
+ pip install protobuf==3.20.0
53
+ pip install yahoo-finance
54
+ python -m pip install -U angle-emb
55
+ pip install transformers==4.33.2 # UAE
56
+ ```
57
+
58
+ ## Disclaimer
59
+
60
+ This repository and its contents are provided for academic and educational purposes only. None of the material constitutes financial, legal, or investment advice. No warranties, express or implied, are offered regarding the accuracy, completeness, or utility of the content. The authors and contributors are not responsible for any errors, omissions, or any consequences arising from the use of the information herein. Users should exercise their own judgment and consult professionals before making any financial, legal, or investment decisions. The use of the software and information contained in this repository is entirely at the user's own risk.
61
+
62
+ By using or accessing the information in this repository, you agree to indemnify, defend, and hold harmless the authors, contributors, and any affiliated organizations or persons from any and all claims or damages.
63
+
64
+ ## Citaion
65
+
66
+ ```bibtex
67
+ @misc{xiao2025enhancingfinancialtimeseriesforecasting,
68
+ title={Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models},
69
+ author={Mengxi Xiao and Zihao Jiang and Lingfei Qian and Zhengyu Chen and Yueru He and Yijing Xu and Yuecheng Jiang and Dong Li and Ruey-Ling Weng and Min Peng and Jimin Huang and Sophia Ananiadou and Qianqian Xie},
70
+ year={2025},
71
+ eprint={2502.05878},
72
+ archivePrefix={arXiv},
73
+ primaryClass={cs.CL},
74
+ url={https://arxiv.org/abs/2502.05878},
75
+ }
76
+ ```
77
+