kornwtp commited on
Commit
0f021ff
1 Parent(s): b00d7c0

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +60 -0
README.md ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ pipeline_tag: sentence-similarity
3
+ license: apache-2.0
4
+ tags:
5
+ - sentence-transformers
6
+ - feature-extraction
7
+ - sentence-similarity
8
+ - transformers
9
+ ---
10
+
11
+ # kornwtp/ConGen-MiniLM-L6
12
+
13
+ This is a [ConGen](https://github.com/KornWtp/ConGen) model: It maps sentences to a 384 dimensional dense vector space and can be used for tasks like semantic search.
14
+
15
+
16
+
17
+ ## Usage
18
+
19
+ Using this model becomes easy when you have [ConGen](https://github.com/KornWtp/ConGen) installed:
20
+
21
+ ```
22
+ pip install -U git+https://github.com/KornWtp/ConGen.git
23
+ ```
24
+
25
+ Then you can use the model like this:
26
+
27
+ ```python
28
+ from sentence_transformers import SentenceTransformer
29
+ sentences = ["This is an example sentence", "Each sentence is converted"]
30
+
31
+ model = SentenceTransformer('kornwtp/ConGen-MiniLM-L6')
32
+ embeddings = model.encode(sentences)
33
+ print(embeddings)
34
+ ```
35
+
36
+
37
+
38
+ ## Evaluation Results
39
+
40
+
41
+
42
+ For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [Semantic Textual Similarity](https://github.com/KornWtp/ConGen#main-results---sts)
43
+
44
+
45
+ ## Citing & Authors
46
+
47
+ ```bibtex
48
+ @inproceedings{limkonchotiwat-etal-2022-congen,
49
+ title = "{ConGen}: Unsupervised Control and Generalization Distillation For Sentence Representation",
50
+ author = "Limkonchotiwat, Peerat and
51
+ Ponwitayarat, Wuttikorn and
52
+ Lowphansirikul, Lalita and
53
+ Udomcharoenchaikit, Can and
54
+ Chuangsuwanich, Ekapol and
55
+ Nutanong, Sarana",
56
+ booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2022",
57
+ year = "2022",
58
+ publisher = "Association for Computational Linguistics",
59
+ }
60
+ ```