From 34ebe4a786f329e983505d084460fafb07cc5313 Mon Sep 17 00:00:00 2001
From: Martino Mensio <martino.mensio@open.ac.uk>
Date: Sun, 7 Mar 2021 18:44:37 +0100
Subject: [PATCH] updated link on pypi

---
 README.md                                     | 38 +++++++++----------
 build_models.sh                               |  2 +-
 setup.cfg                                     |  4 +-
 .../meta/en_bert_base_nli_cls_token.json      |  4 +-
 .../meta/en_bert_base_nli_max_tokens.json     |  4 +-
 .../meta/en_bert_base_nli_mean_tokens.json    |  4 +-
 .../en_bert_base_nli_stsb_mean_tokens.json    |  4 +-
 .../meta/en_bert_large_nli_cls_token.json     |  4 +-
 .../meta/en_bert_large_nli_max_tokens.json    |  4 +-
 .../meta/en_bert_large_nli_mean_tokens.json   |  4 +-
 .../en_bert_large_nli_stsb_mean_tokens.json   |  4 +-
 .../en_distilbert_base_nli_mean_tokens.json   |  4 +-
 ..._distilbert_base_nli_stsb_mean_tokens.json |  4 +-
 .../meta/en_roberta_base_nli_mean_tokens.json |  4 +-
 .../en_roberta_base_nli_stsb_mean_tokens.json |  4 +-
 .../en_roberta_large_nli_mean_tokens.json     |  4 +-
 ...en_roberta_large_nli_stsb_mean_tokens.json |  4 +-
 .../xx_distiluse_base_multilingual_cased.json |  4 +-
 .../meta/xx_xlm_r_base_en_ko_nli_ststb.json   |  4 +-
 .../meta/xx_xlm_r_large_en_ko_nli_ststb.json  |  4 +-
 20 files changed, 56 insertions(+), 56 deletions(-)

diff --git a/README.md b/README.md
index c9bd2ca..03a85d4 100644
--- a/README.md
+++ b/README.md
@@ -23,23 +23,23 @@ From the [full list of models](https://docs.google.com/spreadsheets/d/14QplCdTCD
 
 |  sentence-BERT name                    |  spacy model name  |  dimensions          |  language  | STS benchmark | standalone install |
 |----------------------------------------|--------------------|----------------------|------------|---------------|---------|
-| `bert-base-nli-mean-tokens`            | `en_bert_base_nli_mean_tokens`            |  768 | en | 77.12          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_base_nli_mean_tokens-0.1.0.tar.gz#en_bert_base_nli_mean_tokens-0.1.0`  |
-| `bert-base-nli-max-tokens`             | `en_bert_base_nli_max_tokens`             |  768 | en | 77.21          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_base_nli_max_tokens-0.1.0.tar.gz#en_bert_base_nli_max_tokens-0.1.0`  |
-| `bert-base-nli-cls-token`              | `en_bert_base_nli_cls_token`              |  768 | en | 76.30          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_base_nli_cls_token-0.1.0.tar.gz#en_bert_base_nli_cls_token-0.1.0`  |
-| `bert-large-nli-mean-tokens`           | `en_bert_large_nli_mean_tokens`           | 1024 | en | 79.19          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_large_nli_mean_tokens-0.1.0.tar.gz#en_bert_large_nli_mean_tokens-0.1.0`  |
-| `bert-large-nli-max-tokens`            | `en_bert_large_nli_max_tokens`            | 1024 | en | 78.41          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_large_nli_max_tokens-0.1.0.tar.gz#en_bert_large_nli_max_tokens-0.1.0`  |
-| `bert-large-nli-cls-token`             | `en_bert_large_nli_max_tokens`            | 1024 | en | 78.29          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_large_nli_max_tokens-0.1.0.tar.gz#en_bert_large_nli_max_tokens-0.1.0`  |
-| `roberta-base-nli-mean-tokens`         | `en_roberta_base_nli_mean_tokens`         |  768 | en | 77.49          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_roberta_base_nli_mean_tokens-0.1.0.tar.gz#en_roberta_base_nli_mean_tokens-0.1.0`  |
-| `roberta-large-nli-mean-tokens`        | `en_roberta_large_nli_mean_tokens`        | 1024 | en | 78.69          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_roberta_large_nli_mean_tokens-0.1.0.tar.gz#en_roberta_large_nli_mean_tokens-0.1.0`  |
-| `distilbert-base-nli-mean-tokens`      | `en_distilbert_base_nli_mean_tokens`      |  768 | en | 76.97          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_distilbert_base_nli_mean_tokens-0.1.0.tar.gz#en_distilbert_base_nli_mean_tokens-0.1.0`  |
-| `bert-base-nli-stsb-mean-tokens`       | `en_bert_base_nli_stsb_mean_tokens`       |  768 | en | 85.14          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_base_nli_stsb_mean_tokens-0.1.0.tar.gz#en_bert_base_nli_stsb_mean_tokens-0.1.0`  |
-| `bert-large-nli-stsb-mean-tokens`      | `en_bert_large_nli_stsb_mean_tokens`      | 1024 | en | 85.29          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_bert_large_nli_stsb_mean_tokens-0.1.0.tar.gz#en_bert_large_nli_stsb_mean_tokens-0.1.0`  |
-| `roberta-base-nli-stsb-mean-tokens`    | `en_roberta_base_nli_stsb_mean_tokens`    |  768 | en | 85.40          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_roberta_base_nli_stsb_mean_tokens-0.1.0.tar.gz#en_roberta_base_nli_stsb_mean_tokens-0.1.0`  |
-| `roberta-large-nli-stsb-mean-tokens`   | `en_roberta_large_nli_stsb_mean_tokens`   | 1024 | en | 86.31          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_roberta_large_nli_stsb_mean_tokens-0.1.0.tar.gz#en_roberta_large_nli_stsb_mean_tokens-0.1.0`  |
-| `distilbert-base-nli-stsb-mean-tokens` | `en_distilbert_base_nli_stsb_mean_tokens` |  768 | en | 84.38          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_distilbert_base_nli_stsb_mean_tokens-0.1.0.tar.gz#en_distilbert_base_nli_stsb_mean_tokens-0.1.0`  |
-| `distiluse-base-multilingual-cased`    | `xx_distiluse_base_multilingual_cased`    |  512 | Arabic, Chinese, Dutch, English, French, German, Italian, Korean, Polish, Portuguese, Russian, Spanish, Turkish | 80.10 | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/xx_distiluse_base_multilingual_cased-0.1.0.tar.gz#xx_distiluse_base_multilingual_cased-0.1.0`  |
-| `xlm-r-base-en-ko-nli-ststb`           | `xx_xlm_r_base_en_ko_nli_ststb`           |  768 | en,ko | 81.47       | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/xx_xlm_r_base_en_ko_nli_ststb-0.1.0.tar.gz#xx_xlm_r_base_en_ko_nli_ststb-0.1.0`  |
-| `xlm-r-large-en-ko-nli-ststb`          | `xx_xlm_r_base_en_ko_nli_ststb`           | 1024 | en,ko | 84.05       | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/xx_xlm_r_base_en_ko_nli_ststb-0.1.0.tar.gz#xx_xlm_r_base_en_ko_nli_ststb-0.1.0`  |
+| `bert-base-nli-mean-tokens`            | `en_bert_base_nli_mean_tokens`            |  768 | en | 77.12          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_base_nli_mean_tokens-0.1.1.tar.gz#en_bert_base_nli_mean_tokens-0.1.1`  |
+| `bert-base-nli-max-tokens`             | `en_bert_base_nli_max_tokens`             |  768 | en | 77.21          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_base_nli_max_tokens-0.1.1.tar.gz#en_bert_base_nli_max_tokens-0.1.1`  |
+| `bert-base-nli-cls-token`              | `en_bert_base_nli_cls_token`              |  768 | en | 76.30          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_base_nli_cls_token-0.1.1.tar.gz#en_bert_base_nli_cls_token-0.1.1`  |
+| `bert-large-nli-mean-tokens`           | `en_bert_large_nli_mean_tokens`           | 1024 | en | 79.19          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_large_nli_mean_tokens-0.1.1.tar.gz#en_bert_large_nli_mean_tokens-0.1.1`  |
+| `bert-large-nli-max-tokens`            | `en_bert_large_nli_max_tokens`            | 1024 | en | 78.41          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_large_nli_max_tokens-0.1.1.tar.gz#en_bert_large_nli_max_tokens-0.1.1`  |
+| `bert-large-nli-cls-token`             | `en_bert_large_nli_max_tokens`            | 1024 | en | 78.29          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_large_nli_max_tokens-0.1.1.tar.gz#en_bert_large_nli_max_tokens-0.1.1`  |
+| `roberta-base-nli-mean-tokens`         | `en_roberta_base_nli_mean_tokens`         |  768 | en | 77.49          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_roberta_base_nli_mean_tokens-0.1.1.tar.gz#en_roberta_base_nli_mean_tokens-0.1.1`  |
+| `roberta-large-nli-mean-tokens`        | `en_roberta_large_nli_mean_tokens`        | 1024 | en | 78.69          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_roberta_large_nli_mean_tokens-0.1.1.tar.gz#en_roberta_large_nli_mean_tokens-0.1.1`  |
+| `distilbert-base-nli-mean-tokens`      | `en_distilbert_base_nli_mean_tokens`      |  768 | en | 76.97          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_distilbert_base_nli_mean_tokens-0.1.1.tar.gz#en_distilbert_base_nli_mean_tokens-0.1.1`  |
+| `bert-base-nli-stsb-mean-tokens`       | `en_bert_base_nli_stsb_mean_tokens`       |  768 | en | 85.14          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_base_nli_stsb_mean_tokens-0.1.1.tar.gz#en_bert_base_nli_stsb_mean_tokens-0.1.1`  |
+| `bert-large-nli-stsb-mean-tokens`      | `en_bert_large_nli_stsb_mean_tokens`      | 1024 | en | 85.29          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_bert_large_nli_stsb_mean_tokens-0.1.1.tar.gz#en_bert_large_nli_stsb_mean_tokens-0.1.1`  |
+| `roberta-base-nli-stsb-mean-tokens`    | `en_roberta_base_nli_stsb_mean_tokens`    |  768 | en | 85.40          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_roberta_base_nli_stsb_mean_tokens-0.1.1.tar.gz#en_roberta_base_nli_stsb_mean_tokens-0.1.1`  |
+| `roberta-large-nli-stsb-mean-tokens`   | `en_roberta_large_nli_stsb_mean_tokens`   | 1024 | en | 86.31          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_roberta_large_nli_stsb_mean_tokens-0.1.1.tar.gz#en_roberta_large_nli_stsb_mean_tokens-0.1.1`  |
+| `distilbert-base-nli-stsb-mean-tokens` | `en_distilbert_base_nli_stsb_mean_tokens` |  768 | en | 84.38          | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_distilbert_base_nli_stsb_mean_tokens-0.1.1.tar.gz#en_distilbert_base_nli_stsb_mean_tokens-0.1.1`  |
+| `distiluse-base-multilingual-cased`    | `xx_distiluse_base_multilingual_cased`    |  512 | Arabic, Chinese, Dutch, English, French, German, Italian, Korean, Polish, Portuguese, Russian, Spanish, Turkish | 80.10 | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/xx_distiluse_base_multilingual_cased-0.1.1.tar.gz#xx_distiluse_base_multilingual_cased-0.1.1`  |
+| `xlm-r-base-en-ko-nli-ststb`           | `xx_xlm_r_base_en_ko_nli_ststb`           |  768 | en,ko | 81.47       | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/xx_xlm_r_base_en_ko_nli_ststb-0.1.1.tar.gz#xx_xlm_r_base_en_ko_nli_ststb-0.1.1`  |
+| `xlm-r-large-en-ko-nli-ststb`          | `xx_xlm_r_base_en_ko_nli_ststb`           | 1024 | en,ko | 84.05       | `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/xx_xlm_r_base_en_ko_nli_ststb-0.1.1.tar.gz#xx_xlm_r_base_en_ko_nli_ststb-0.1.1`  |
 
 
 ## Usage
@@ -51,7 +51,7 @@ import spacy_sentence_bert
 nlp = spacy_sentence_bert.load_model('en_roberta_large_nli_stsb_mean_tokens')
 ```
 
-Or if a specific standalone model is installed from GitHub (e.g., from the table above, `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.0/en_roberta_large_nli_stsb_mean_tokens-0.1.0.tar.gz#en_roberta_large_nli_stsb_mean_tokens-0.1.0`), you can load directly the model with the spaCy API:
+Or if a specific standalone model is installed from GitHub (e.g., from the table above, `pip install https://github.com/MartinoMensio/spacy-sentence-bert/releases/download/v0.1.1/en_roberta_large_nli_stsb_mean_tokens-0.1.1.tar.gz#en_roberta_large_nli_stsb_mean_tokens-0.1.1`), you can load directly the model with the spaCy API:
 
 
 ```python
@@ -91,7 +91,7 @@ print(doc_1.similarity(doc_2[0:7]))
 
 To build and upload
 ```bash
-VERSION=0.1.0
+VERSION=0.1.1
 # build the standalone models (17)
 ./build_models.sh
 # build the archive at dist/spacy_sentence_bert-${VERSION}.tar.gz
diff --git a/build_models.sh b/build_models.sh
index cf1d398..d820b01 100755
--- a/build_models.sh
+++ b/build_models.sh
@@ -1,7 +1,7 @@
 set -e
 
 
-VERSION=0.1.0
+VERSION=0.1.1
 
 for MODEL_NAME in en_bert_base_nli_cls_token en_bert_base_nli_max_tokens en_bert_base_nli_mean_tokens \
     en_bert_large_nli_mean_tokens en_bert_large_nli_max_tokens en_bert_large_nli_cls_token \
diff --git a/setup.cfg b/setup.cfg
index 90aa1f0..7687ae9 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,8 +1,8 @@
 [metadata]
-version = 0.1.0
+version = 0.1.1
 description = SpaCy models for using sentence-BERT
 description-file = README.md
-url = https://github.com/MartinoMensio/spacy-sentence-berts
+url = https://github.com/MartinoMensio/spacy-sentence-bert
 author = Martino Mensio
 author_email = martino.mensio@open.ac.uk
 
diff --git a/spacy_sentence_bert/meta/en_bert_base_nli_cls_token.json b/spacy_sentence_bert/meta/en_bert_base_nli_cls_token.json
index 4269bfd..80cd922 100644
--- a/spacy_sentence_bert/meta/en_bert_base_nli_cls_token.json
+++ b/spacy_sentence_bert/meta/en_bert_base_nli_cls_token.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_base_nli_cls_token",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_base_nli_max_tokens.json b/spacy_sentence_bert/meta/en_bert_base_nli_max_tokens.json
index fe63610..a497c30 100644
--- a/spacy_sentence_bert/meta/en_bert_base_nli_max_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_base_nli_max_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_base_nli_max_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_base_nli_mean_tokens.json b/spacy_sentence_bert/meta/en_bert_base_nli_mean_tokens.json
index 514324a..8a4b1ca 100644
--- a/spacy_sentence_bert/meta/en_bert_base_nli_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_base_nli_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_base_nli_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_base_nli_stsb_mean_tokens.json b/spacy_sentence_bert/meta/en_bert_base_nli_stsb_mean_tokens.json
index 14a4974..68832fb 100644
--- a/spacy_sentence_bert/meta/en_bert_base_nli_stsb_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_base_nli_stsb_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_base_nli_stsb_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_large_nli_cls_token.json b/spacy_sentence_bert/meta/en_bert_large_nli_cls_token.json
index dabae58..1979e19 100644
--- a/spacy_sentence_bert/meta/en_bert_large_nli_cls_token.json
+++ b/spacy_sentence_bert/meta/en_bert_large_nli_cls_token.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_large_nli_cls_token",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_large_nli_max_tokens.json b/spacy_sentence_bert/meta/en_bert_large_nli_max_tokens.json
index 59f0376..2311113 100644
--- a/spacy_sentence_bert/meta/en_bert_large_nli_max_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_large_nli_max_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_large_nli_max_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_large_nli_mean_tokens.json b/spacy_sentence_bert/meta/en_bert_large_nli_mean_tokens.json
index 3320447..fd96bb0 100644
--- a/spacy_sentence_bert/meta/en_bert_large_nli_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_large_nli_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_large_nli_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_bert_large_nli_stsb_mean_tokens.json b/spacy_sentence_bert/meta/en_bert_large_nli_stsb_mean_tokens.json
index 918db51..187df91 100644
--- a/spacy_sentence_bert/meta/en_bert_large_nli_stsb_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_bert_large_nli_stsb_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "bert_large_nli_stsb_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_distilbert_base_nli_mean_tokens.json b/spacy_sentence_bert/meta/en_distilbert_base_nli_mean_tokens.json
index c23d299..23fa7d4 100644
--- a/spacy_sentence_bert/meta/en_distilbert_base_nli_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_distilbert_base_nli_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "distilbert_base_nli_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_distilbert_base_nli_stsb_mean_tokens.json b/spacy_sentence_bert/meta/en_distilbert_base_nli_stsb_mean_tokens.json
index 7c19b2b..4186996 100644
--- a/spacy_sentence_bert/meta/en_distilbert_base_nli_stsb_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_distilbert_base_nli_stsb_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "distilbert_base_nli_stsb_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_roberta_base_nli_mean_tokens.json b/spacy_sentence_bert/meta/en_roberta_base_nli_mean_tokens.json
index d7b7e0b..1d1f1c8 100644
--- a/spacy_sentence_bert/meta/en_roberta_base_nli_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_roberta_base_nli_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "roberta_base_nli_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_roberta_base_nli_stsb_mean_tokens.json b/spacy_sentence_bert/meta/en_roberta_base_nli_stsb_mean_tokens.json
index 2625674..ed1d1bf 100644
--- a/spacy_sentence_bert/meta/en_roberta_base_nli_stsb_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_roberta_base_nli_stsb_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "roberta_base_nli_stsb_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_roberta_large_nli_mean_tokens.json b/spacy_sentence_bert/meta/en_roberta_large_nli_mean_tokens.json
index 8ddc449..7656f4a 100644
--- a/spacy_sentence_bert/meta/en_roberta_large_nli_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_roberta_large_nli_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "roberta_large_nli_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/en_roberta_large_nli_stsb_mean_tokens.json b/spacy_sentence_bert/meta/en_roberta_large_nli_stsb_mean_tokens.json
index 54c3fdb..3f90667 100644
--- a/spacy_sentence_bert/meta/en_roberta_large_nli_stsb_mean_tokens.json
+++ b/spacy_sentence_bert/meta/en_roberta_large_nli_stsb_mean_tokens.json
@@ -1,7 +1,7 @@
 {
     "lang": "en",
     "name": "roberta_large_nli_stsb_mean_tokens",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/xx_distiluse_base_multilingual_cased.json b/spacy_sentence_bert/meta/xx_distiluse_base_multilingual_cased.json
index 1372d53..70a440d 100644
--- a/spacy_sentence_bert/meta/xx_distiluse_base_multilingual_cased.json
+++ b/spacy_sentence_bert/meta/xx_distiluse_base_multilingual_cased.json
@@ -1,7 +1,7 @@
 {
     "lang": "xx",
     "name": "distiluse_base_multilingual_cased",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/xx_xlm_r_base_en_ko_nli_ststb.json b/spacy_sentence_bert/meta/xx_xlm_r_base_en_ko_nli_ststb.json
index 73dd88a..01a0726 100644
--- a/spacy_sentence_bert/meta/xx_xlm_r_base_en_ko_nli_ststb.json
+++ b/spacy_sentence_bert/meta/xx_xlm_r_base_en_ko_nli_ststb.json
@@ -1,7 +1,7 @@
 {
     "lang": "xx",
     "name": "xlm_r_base_en_ko_nli_ststb",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",
diff --git a/spacy_sentence_bert/meta/xx_xlm_r_large_en_ko_nli_ststb.json b/spacy_sentence_bert/meta/xx_xlm_r_large_en_ko_nli_ststb.json
index 7179e13..bddfc6c 100644
--- a/spacy_sentence_bert/meta/xx_xlm_r_large_en_ko_nli_ststb.json
+++ b/spacy_sentence_bert/meta/xx_xlm_r_large_en_ko_nli_ststb.json
@@ -1,7 +1,7 @@
 {
     "lang": "xx",
     "name": "xlm_r_large_en_ko_nli_ststb",
-    "version": "0.1.0",
+    "version": "0.1.1",
     "spacy_version": ">=2.3,<2.4",
     "description": "Wrapper of sentence-transformers models for spaCy",
     "author": "Martino Mensio",
@@ -9,7 +9,7 @@
     "url": "https://github.com/MartinoMensio/spacy-sentence-bert",
     "license": "MIT",
     "requirements": [
-        "spacy-sentence-bert==0.1.0"
+        "spacy-sentence-bert==0.1.1"
     ],
     "sources": [{
         "name": "sentence-transformers",