Fix broken links and typos

README.md

@@ -15,7 +15,7 @@ tags:
 
 # Puntuguese - A Corpus of Puns in Portuguese with Micro-editions
 
-Puntuguese is a corpus of punning texts in Portuguese, including jokes in Brazilian and European Portuguese. The data has been manually gathered and curate according to our [guidelines](data/GUIDELINES.md). It also contains some layers of annotation:
+Puntuguese is a corpus of Portuguese punning texts, including Brazilian and European Portuguese jokes. The data has been manually gathered and curated according to our [guidelines](https://github.com/Superar/Puntuguese/blob/main/data/GUIDELINES.md). It also contains some layers of annotation:
 
 - Every pun is classified as homophonic, homographic, both, or none according to their specific punning signs;
 - The punning and alternative signs were made explicit for every joke;
@@ -32,7 +32,7 @@ Additionally, every joke in the corpus has a non-humorous counterpart, obtained
   
 ### Dataset Sources
 
-The puns were collected from three sources: the "Maiores e melhores" web blog, the "O Sagrado Caderno das Piadas Secas" instagram page, and from the "UTC - Ultimate Trocadilho Challenge" by Castro Brothers on Youtube.
+The puns were collected from three sources: the "Maiores e melhores" web blog, the "O Sagrado Caderno das Piadas Secas" Instagram page, and from the "UTC - Ultimate Trocadilho Challenge" by Castro Brothers on Youtube.
 
 - **Repository:** https://github.com/Superar/Puntuguese
 - **Paper:** To be announced
@@ -72,7 +72,7 @@ The original data was produced by professional comedians from the mentioned sour
 
 ## Bias, Risks, and Limitations
 
-As in every real-life scenario, the data can contain problematic and unsensitive jokes about delicate subejcts. In this sense, we provide in out GitHub repository a list of jokes that the gatherers, personally, thought to be problematic.
+As in every real-life scenario, the data can contain problematic and insensitive jokes about delicate subjects. In this sense, we provide in out GitHub repository a list of jokes that the gatherers, personally, thought to be problematic.
 
 ## Citation