Update tools.yaml

Author: juliaktzr

_data/tools.yaml

@@ -1,9 +1,45 @@
+- title: Evaluate Student Summaries
+  subtitle: Assessing Summary Quality in Student Writing
+  group: featured
+  image: images/commonlit_evaluate_student_summaries.png
+  link: https://www.kaggle.com/competitions/commonlit-evaluate-student-summaries
+  description: A benchmark for evaluating the quality of student-written summaries, focusing on accuracy, relevance, and completeness relative to source texts.
+  tags:
+    - dataset
+    - benchmark
+    - nlp
+
+- title: Detect AI Generated Text
+  subtitle: Distinguishing Human and AI Writing
+  group: featured
+  image: images/llm_detect_ai_generated_text.png
+  link: https://www.kaggle.com/competitions/llm-detect-ai-generated-text
+  description: A classification task focused on identifying whether text was written by a human or generated by a large language model, supporting research in authorship detection and academic integrity.
+  tags:
+    - dataset
+    - benchmark
+    - nlp
+    
+- title: Automated Essay Scoring 2.0
+  subtitle: Evaluating Student Writing with Machine Learning
+  group: featured
+  image: images/automated_essay_scoring_2.png
+  link: https://www.kaggle.com/competitions/learning-agency-lab-automated-essay-scoring-2
+  description: A benchmark for automatically scoring student essays based on writing quality, coherence, and structure. Models predict human-assigned scores to enable scalable and consistent evaluation.
+  tags:
+    - dataset
+    - benchmark
+    - nlp
+
 - title: MAP
   subtitle: Charting Student Math Misunderstandings
   group: featured
   description: Predict the affinity between misconceptions and student open-ended responses
-  images: 
+  image: images/map.png
   link: https://www.kaggle.com/c/map-charting-student-math-misunderstandings
+  tags:
+    - dataset
+    - benchmark
 
 - title: iTELL
   subtitle: The Intelligent Textbook for Enhanced Lifelong Learning