Update README.md

README.md

@@ -7,23 +7,38 @@ size_categories:
 - n<1K
 configs:
 - config_name: last
-  data_files: "data/last/*"
+  data_files: data/last/*
 - config_name: previous
-  data_files: "data/previous/*"
+  data_files: data/previous/*
+language:
+- en
+tags:
+- art
 ---
 # Dataset Card for But They Are Cats Tutorials
 
 <!-- Provide a quick summary of the dataset. -->
 
-This is the dataset presented and used in [Level Up Your Tutorials: VLMs for Game Tutorials Quality Assessment](https://arxiv.org/abs/2408.08396).
+This dataset is presented and used in [Level Up Your Tutorials: VLMs for Game Tutorials Quality Assessment](https://arxiv.org/abs/2408.08396).
 
 ## Dataset Details
 
-### Dataset Description
-
 <!-- Provide a longer summary of what this dataset is. -->
+The dataset is designed for Visual Question answering. It is composed of game screenshots, questions, and answers.
+The questions and the answers are direct to provide a more effective evaluation independent of the syntax.
+
+<img width="50%" height="50%" src="data/last/3_00-32.png">
 
+**Question**: "Do distractions affect the cats in the same way?" **Answer**: "The distraction affects the types of cats in different ways."
 
+We provided two versions of the game after developers ran human testing.
+The dataset can be loaded:
+```python
+# Latest Version
+load_dataset("DarthReca/but-they-are-cats-tutorial", name="last")
+# Previous Version
+load_dataset("DarthReca/but-they-are-cats-tutorial", name="previous")
+```
 
 - **Curated by:** Daniele Rege Cambrin
 - **License:** OPENRAIL
@@ -32,21 +47,29 @@ This is the dataset presented and used in [Level Up Your Tutorials: VLMs for Gam
 
 <!-- Address questions around how the dataset is intended to be used. -->
 
-[More Information Needed]
+The dataset is intended to evaluate the quality of scene explanations from both textual and visual aspects. 
+It is not designed to benchmark Visual-Language models since some scenes could be ambiguous or unclear.
 
 ## Dataset Structure
 
 <!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
 
-[More Information Needed]
+The dataset has the following format:
+```bash
+{
+  image: Image,
+  question: List[Text]
+  answer: List[Text]
+}
+```
 
 ## Dataset Creation
-The dataset is composed of videos, frames, and textual annotation in the form of questions and answers.
+The dataset comprises videos, frames, and textual annotations in the form of questions and answers.
 
 ### Source Data
 
 <!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
-All the videos in both versions are recorded by Daniele Rege Cambrin to grant a similar way of playing [But They Are Cats](https://thefellowshipofthebox.itch.io/but-they-are-cats).
+Daniele Rege Cambrin records all the videos in both versions to grant a similar way of playing [But They Are Cats](https://thefellowshipofthebox.itch.io/but-they-are-cats).
 The frames are extracted from these videos when something "relevant" happens. 
 The two versions are selected between all possible commits to balancing similarities and differences for a fairer evaluation.
 
@@ -54,15 +77,16 @@ The two versions are selected between all possible commits to balancing similari
 
 <!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
 
-The annotation is provided by one of the developers (Daniele Rege Cambrin) to ensure maximum adherence to the real developer expectations.
-The frame selection is also done by the same person.
+One of the developers (Daniele Rege Cambrin) provides the annotation to ensure maximum adherence to the actual developer's expectations.
+The same person also does the frame selection.
 
 ## Bias, Risks, and Limitations
 
 <!-- This section is meant to convey both technical and sociotechnical limitations. -->
 
-The annotations are created by a single user and could be biased towards his vision of the game. 
-The game itself does not represent all possible scenarios in game development and careful evaluation should be done in other scenarios.
+A single user creates the annotations and could be biased towards his vision of the game. 
+The game itself does not represent all possible scenarios in game development, and careful evaluation should be performed in other scenarios.
+The game is an unfinished prototype and should be considered when compared to a finished product.
 The recorded tutorials do not cover all possible user interactions and should not be used for bug searching.
 
 ## Citation