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-[_**UW SPF 1.0**_](http://yoavartzi.com/spf) - The University of Washington Semantic Parsing Framework v1.0
+# [_**UW SPF 1.0**_](http://yoavartzi.com/spf) - The University of Washington Semantic Parsing Framework v1.0
 
 **Developed and maintained by** [Yoav Artzi](http://yoavartzi.com)
 
 **Contributors:** [Luke Zettlemoyer](http://homes.cs.washington.edu/~lsz/), Tom Kwiatkowski
 
-# Documentations
+## Documentations
 
 Coming soon … 
 
-# Attribution
+## Attribution
 
 When using UWSPF, please acknowledge it by citing:
 
 
 When using specific algorithms please cite the appropriate work:
 
-## Validation based learning, joint inference and coarse-to-fine lexical generation
+### Validation based learning, joint inference and coarse-to-fine lexical generation
 (Classes: JointValidationSensitivePerceptron, JointModel, IJointFeatureSet, JointTemplatedAbstractLexiconGenerator, TemplatedAbstractLexiconGenerator)
 
 [Weakly Supervised Learning of Semantic Parsers for Mapping Instructions to Actions](http://yoavartzi.com/pub/az-tacl.2013.pdf)
 Yoav Artzi and Luke Zettlemoyer
 In Transactions of the Association for Computational Linguistics (TACL), 2013.
 
-## Loss sensitive learning
+### Loss sensitive learning
 (Classes: LossSensitivePerceptronCKY)
 
 [Bootstrapping Semantic Parsers from Conversations](http://yoavartzi.com/pub/2011.emnlp.az.pdf)
 Yoav Artzi and Luke Zettlemoyer
 In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2011.
 
-## Unification-based learning
+### Unification-based learning
 (Classes: UBLStocGradient, UBLPerceptron)
 
 [Inducing Probabilistic CCG Grammars from Logical Form with Higher-order Unification](http://homes.cs.washington.edu/~lsz/papers/kzgs-emnlp2010.pdf). Tom Kwiatkowski, Luke Zettlemoyer, Sharon Goldwater, and Mark Steedman. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2010.
 
-## Factored lexicons
+### Factored lexicons
 (Classes: FactoredLexicon, Lexeme, LexicalTemplate)
 
 [Lexical Generalization in CCG Grammar Induction for Semantic Parsing](http://homes.cs.washington.edu/~lsz/papers/kzgs-emnlp2011.pdf). Tom Kwiatkowski, Luke Zettlemoyer, Sharon Goldwater, and Mark Steedman. In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2011.
 
-## Template-driven lexical induction
+### Template-driven lexical induction
 (Classes: FactoredGENLEXPerceptron)
 
 [Online Learning of Relaxed CCG Grammars for Parsing to Logical Form](http://homes.cs.washington.edu/~lsz/papers/zc-emnlp07.pdf). Luke S. Zettlemoyer and Michael Collins. In Proceedings of the Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning (EMNLP-CoNLL), 2007.
 
 [Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars](http://homes.cs.washington.edu/~lsz/papers/zc-uai05.pdf). Luke S. Zettlemoyer and Michael Collins. In Proceedings of the Twenty First Conference on Uncertainty in Artificial Intelligence (UAI), 2005.
 
-# License
+## License
 
 UW SPF - The University of Washington Semantic Parsing Framework. Copyright (C) 2013 Yoav Artzi