Update README.md

README.md

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       type: f_score
       value: 0.9945634794
 ---
-Parsers for UD-NewsCrawl
+
+<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/634e20a0c1ce28f1de920cc4/k7SJny1M3lDa5CH_T1bp3.png" width="130" height="130" align="right" />
+
+# UD Parser (spaCy baseline)
+
+This is the spaCy baseline trained on UD-NewsCrawl.
+It is trained using a transition-based parser based on [Honnibal and Johnson (2015)](https://aclanthology.org/D15-1162/) and can perform dependency parsing, lemmatization, and morphological annotation.
+The trainable lemmatizer is based on [Muller et al. (2015)](https://aclanthology.org/D15-1272/). 
+More information can be found [in this blog post](https://explosion.ai/blog/edit-tree-lemmatizer).
 
 | Feature | Description |
 | --- | --- |
@@ -68,7 +76,7 @@ Parsers for UD-NewsCrawl
 | **Default Pipeline** | `tok2vec`, `trainable_lemmatizer`, `morphologizer`, `tagger`, `parser` |
 | **Components** | `tok2vec`, `trainable_lemmatizer`, `morphologizer`, `tagger`, `parser` |
 | **Vectors** | 0 keys, 0 unique vectors (0 dimensions) |
-| **Sources** | [UD_Tagalog-NewsCrawl](https://huggingface.co/datasets/UD-Filipino/UD_Tagalog-NewsCrawl) (Angelina A. Aquino and Lester James V. Mirand and Elsie Marie T. Or) |
+| **Sources** | [UD_Tagalog-NewsCrawl](https://huggingface.co/datasets/UD-Filipino/UD_Tagalog-NewsCrawl) (Angelina A. Aquino and Lester James V. Miranda and Elsie Marie T. Or) |
 | **License** | `MIT` |
 | **Author** | [Lester James V. Miranda](https://github.com/ljvmiranda921/UD_Tagalog-NewsCrawl-Dev) |