danielsteinigen
commited on
Commit
•
d8809cb
1
Parent(s):
ac775f9
Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,163 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
license: mit
|
3 |
+
datasets:
|
4 |
+
- danielsteinigen/KeyFiTax
|
5 |
+
language:
|
6 |
+
- de
|
7 |
+
library_name: transformers
|
8 |
+
tags:
|
9 |
+
- legal
|
10 |
+
- tax law
|
11 |
+
- relation extraction
|
12 |
+
- entity extraction
|
13 |
+
---
|
14 |
+
|
15 |
+
# Model Card for Model ID
|
16 |
+
|
17 |
+
<!-- Provide a quick summary of what the model is/does. -->
|
18 |
+
|
19 |
+
## Model Details
|
20 |
+
|
21 |
+
### Model Description
|
22 |
+
|
23 |
+
<!-- Provide a longer summary of what this model is. -->
|
24 |
+
|
25 |
+
|
26 |
+
- **Developed by:** [More Information Needed]
|
27 |
+
- **Model type:** [More Information Needed]
|
28 |
+
- **Language(s) (NLP):** [More Information Needed]
|
29 |
+
- **License:** [More Information Needed]
|
30 |
+
- **Finetuned from model [optional]:** [More Information Needed]
|
31 |
+
|
32 |
+
### Model Sources [optional]
|
33 |
+
|
34 |
+
<!-- Provide the basic links for the model. -->
|
35 |
+
|
36 |
+
- **Repository:** https://github.com/danielsteinigen/nlp-legal-texts
|
37 |
+
- **Paper:** [More Information Needed]
|
38 |
+
- **Demo:** https://huggingface.co/spaces/danielsteinigen/NLP-Legal-Texts
|
39 |
+
|
40 |
+
## Uses
|
41 |
+
```
|
42 |
+
from transformers import AutoTokenizer, AutoModelForTokenClassification
|
43 |
+
from transformers import pipeline
|
44 |
+
|
45 |
+
tokenizer = AutoTokenizer.from_pretrained("danielsteinigen/KeyFiTax")
|
46 |
+
model = AutoModelForTokenClassification.from_pretrained("danielsteinigen/KeyFiTax")
|
47 |
+
|
48 |
+
nlp = pipeline("ner", model=model, tokenizer=tokenizer)
|
49 |
+
key_figures = "[GRP-01]EStG § 66 Höhe des Kindergeldes, Zahlungszeitraum (1) Das Kindergeld beträgt monatlich für das erste und zweite Kind jeweils 219 Euro, für das dritte Kind 225 Euro und für das vierte und jedes weitere Kind jeweils 250 Euro."
|
50 |
+
conditions = "[GRP-00]EStG § 66 Höhe des Kindergeldes, Zahlungszeitraum (1) Das Kindergeld beträgt monatlich für das erste und zweite Kind jeweils 219 Euro, für das dritte Kind 225 Euro und für das vierte und jedes weitere Kind jeweils 250 Euro."
|
51 |
+
relations = "[REL]EStG § 66 Höhe des Kindergeldes, Zahlungszeitraum (1) Das Kindergeld beträgt monatlich für das erste und zweite Kind jeweils 219 Euro, für das dritte Kind 225 Euro und für das vierte und jedes weitere Kind jeweils 250 Euro."
|
52 |
+
|
53 |
+
results_key_figures = nlp(key_figures)
|
54 |
+
results_conditions = nlp(conditions)
|
55 |
+
results_relations = nlp(relations)
|
56 |
+
print(results_key_figures)
|
57 |
+
print(results_conditions)
|
58 |
+
print(results_relations)
|
59 |
+
|
60 |
+
|
61 |
+
```
|
62 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
63 |
+
|
64 |
+
### Direct Use
|
65 |
+
|
66 |
+
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
|
67 |
+
|
68 |
+
[More Information Needed]
|
69 |
+
|
70 |
+
### Downstream Use [optional]
|
71 |
+
|
72 |
+
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
73 |
+
|
74 |
+
[More Information Needed]
|
75 |
+
|
76 |
+
### Out-of-Scope Use
|
77 |
+
|
78 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
79 |
+
|
80 |
+
[More Information Needed]
|
81 |
+
|
82 |
+
## Bias, Risks, and Limitations
|
83 |
+
|
84 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
85 |
+
|
86 |
+
[More Information Needed]
|
87 |
+
|
88 |
+
### Recommendations
|
89 |
+
|
90 |
+
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
|
91 |
+
|
92 |
+
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
|
93 |
+
|
94 |
+
## How to Get Started with the Model
|
95 |
+
|
96 |
+
Use the code below to get started with the model.
|
97 |
+
|
98 |
+
[More Information Needed]
|
99 |
+
|
100 |
+
## Training Details
|
101 |
+
|
102 |
+
### Training Data
|
103 |
+
|
104 |
+
<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
|
105 |
+
|
106 |
+
[More Information Needed]
|
107 |
+
|
108 |
+
### Training Procedure
|
109 |
+
|
110 |
+
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
|
111 |
+
|
112 |
+
|
113 |
+
#### Training Hyperparameters
|
114 |
+
|
115 |
+
- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
|
116 |
+
|
117 |
+
|
118 |
+
## Evaluation
|
119 |
+
|
120 |
+
<!-- This section describes the evaluation protocols and provides the results. -->
|
121 |
+
|
122 |
+
### Testing Data, Factors & Metrics
|
123 |
+
|
124 |
+
#### Testing Data
|
125 |
+
|
126 |
+
<!-- This should link to a Data Card if possible. -->
|
127 |
+
|
128 |
+
[More Information Needed]
|
129 |
+
|
130 |
+
#### Factors
|
131 |
+
|
132 |
+
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
|
133 |
+
|
134 |
+
[More Information Needed]
|
135 |
+
|
136 |
+
#### Metrics
|
137 |
+
|
138 |
+
<!-- These are the evaluation metrics being used, ideally with a description of why. -->
|
139 |
+
|
140 |
+
[More Information Needed]
|
141 |
+
|
142 |
+
### Results
|
143 |
+
|
144 |
+
[More Information Needed]
|
145 |
+
|
146 |
+
#### Summary
|
147 |
+
|
148 |
+
|
149 |
+
## Citation [optional]
|
150 |
+
|
151 |
+
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
|
152 |
+
|
153 |
+
**BibTeX:**
|
154 |
+
|
155 |
+
[More Information Needed]
|
156 |
+
|
157 |
+
**APA:**
|
158 |
+
|
159 |
+
[More Information Needed]
|
160 |
+
|
161 |
+
## Model Card Contact
|
162 |
+
|
163 |
+
[More Information Needed]
|