Update contribution statement and add final report

contribution_statement.md

@@ -2,35 +2,44 @@
 
 ### Priya: 
 - Literature Research: 
-    - Vecmap: 
+    - VecMap: 
         - Focus on spherical embeddings
         - Vecmap settings
         - Artexe et al. 2017; 2018a, 2018b
 - Glove implementation
-- Classymap background (Karan et al. 2020) & implementation
+- ClassyMap background (Karan et al. 2020) & implementation
+- Dimensionality Experiments for FastText Embeddings
 
 ### Finn: 
 - Embedding generation: 
     - FastText
     - Glove
     - Word2Vec
-- Classymap implementation & background (Karan et al. 2020)
+- ClassyMap implementation & background (Karan et al. 2020)
 - Clustering implementation
+- Data Ablation Studies: Running the pipeline
+- Lexicographic Embedding Hyperparameter Tuning
+- Automatic Dictionary Induction On Out-of-Dictionary Words: ClassyMap
 
 ### Valentin: 
-- Vecmap implementation
+- VecMap implementation
 - Literature Research:
     - Word Translation Without Parallel Data (Conneau et al. 2018)
     - Cross-Lingual Word Embeddings for Turkic Languages (Kuriyozov et al. 2020)
-    - Vecmap (Artetxe et al. 2018a) 
+    - Vecmap (Artetxe et al. 2018a)
+- GPT-4o studies
  
 ### Lea: 
 - Linguistic background
 - Dataset acquisition
 - Data preprocessing
 - Evaluation metrics:
+    - Set-up and reliability testing
     - Levenshtein distance
     - Jaro Winkler distance
+- Data Ablation Studies: Study design and dataset preparation
+- Automatic Dictionary Induction On Out-of-Dictionary Words: Approach design and filtering
+- GPT-4o studies
 
 ### References