Update README.md

README.md

@@ -10,7 +10,7 @@ tags:
 license:   
 - cc-by-nc-sa-4.0
 datasets:
-- ontonotes
+- OntoNotes
 metrics:
 - CoNLL
 task_categories:
@@ -31,8 +31,8 @@ model-index:
 
 ---
 # Maverick mes OntoNotes
-Official Maverick-mes trained on OntoNotes and based on DeBERTa-large.
-This model achieves 83.6 CoNLLF1 on OntoNotes.
+Official weights for *Maverick-mes* trained on OntoNotes and based on DeBERTa-large.
+This model achieves 83.6 Avg CoNLL-F1 on OntoNotes.
 
 Other available models at [SapienzaNLP huggingface hub](https://huggingface.co/collections/sapienzanlp/maverick-coreference-resolution-66a750a50246fad8d9c7086a):
 
@@ -41,7 +41,7 @@ Other available models at [SapienzaNLP huggingface hub](https://huggingface.co/c
 |    ["sapienzanlp/maverick-mes-ontonotes"](https://huggingface.co/sapienzanlp/maverick-mes-ontonotes)    |     OntoNotes    |  83.6 |     No     |
 |     ["sapienzanlp/maverick-mes-litbank"](https://huggingface.co/sapienzanlp/maverick-mes-litbank)     |      LitBank     |  78.0 |     Yes    |
 |      ["sapienzanlp/maverick-mes-preco"](https://huggingface.co/sapienzanlp/maverick-mes-preco)      |       PreCo      |  87.4 |     Yes    |
-<!-- |    "sapienzanlp/maverick-s2e-ontonotes"    |     OntoNotes    |  83.4 |     No     |     No    | -->
+<!-- |    ["sapienzanlp/maverick-s2e-ontonotes"](https://huggingface.co/sapienzanlp/maverick-mes-preco)    |     OntoNotes    |  83.4 |     No     |     No    | -->
 <!-- |    "sapienzanlp/maverick-incr-ontonotes"   |     Ontonotes    |  83.5 |     No     |     No    | -->
 <!-- |  "sapienzanlp/maverick-mes-ontonotes-base" |     Ontonotes    |  81.4 |     No     |     No    | -->
 <!-- | "sapienzanlp/maverick-s2e-ontonotes-base"  |     Ontonotes    |  81.1 |     No     |     No    | -->
@@ -57,10 +57,10 @@ N.B. Each dataset has different annotation guidelines, choose your model accordi
 
 ## Maverick: Efficient and Accurate Coreference Resolution Defying recent trends
 
-- [![Conference](https://img.shields.io/badge/ACL%202024%20Paper-red)](https://arxiv.org/pdf/2407.21489)
-- [![License: CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-green.svg)](https://creativecommons.org/licenses/by-nc/4.0/)
-- [![Pip Package](https://img.shields.io/badge/🐍%20Python%20package-blue)](https://pypi.org/project/maverick-coref/)
-- [![git](https://img.shields.io/badge/Git%20Repo%20-yellow.svg)](https://github.com/SapienzaNLP/maverick-coref)
+[![Conference](https://img.shields.io/badge/ACL%202024%20Paper-red)](https://arxiv.org/pdf/2407.21489)
+[![License: CC BY-NC 4.0](https://img.shields.io/badge/License-CC%20BY--NC%204.0-green.svg)](https://creativecommons.org/licenses/by-nc/4.0/)
+[![Pip Package](https://img.shields.io/badge/🐍%20Python%20package-blue)](https://pypi.org/project/maverick-coref/)
+[![git](https://img.shields.io/badge/Git%20Repo%20-yellow.svg)](https://github.com/SapienzaNLP/maverick-coref)
 
 ### Citation