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partial implementation of categories
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_config.yml

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# Setup
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title: Machine Learning for Code
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title: Probabilistic Models of Code
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tagline: 'a literature review'
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description: 'A survey of academic research on machine learning models for source code.'
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url: http://todo.com

_data/allamanistaxonomy.yml

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---
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bibkey: allamanis2013mining
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categories: [generative]
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type: lm
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representation: Tokens
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model: n-gram LM
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---
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bibkey: allamanis2014learning
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categories: [generative]
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type: lm
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representation: Tokens
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model: n-gram LM
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application: Coding Conventions
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---
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bibkey: allamanis2014mining
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categories: [generative, pattern]
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type: lm
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representation: AST
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model: pTSG
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application: Idiom Mining
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---
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bibkey: allamanis2015bimodal
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categories: [generative]
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type: multimodal
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representation: AST
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model: Neural LM
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application: Code Search/Synthesis
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---
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bibkey: allamanis2015suggesting
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categories: [representational]
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representation: distributed
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application: Naming Conventions
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input_rep: Token Context
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target_rep: Identifier Name
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---
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bibkey: allamanis2016convolutional
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categories: [representational]
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representation: Tokens
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application: Method Naming Conventions
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input_rep: Token
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target_rep: Method Name
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---
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bibkey: allamanis2017mining
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categories: [generative, pattern]
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type: lm
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representation: AST
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model: pTSG
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application: Idiom Mining
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---
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bibkey: allamanis2017smartpaste
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categories: [representational]
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representation: Distributed
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application: Code Contextualization and Bug Finding
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input_rep: Data Flow
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target_rep: Variable Allocation
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- {bibkey: allamanis2013mining, categories: [generative], type: lm, representation: Tokens, model: n-gram LM}
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- {bibkey: allamanis2014learning, categories: [generative], type: lm, representation: Tokens, model: n-gram LM, application: Coding Conventions}
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- {bibkey: allamanis2014mining, categories: [generative, pattern], type: lm, representation: AST, model: pTSG, application: Idiom Mining}
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- {bibkey: allamanis2015bimodal, categories: [generative], type: multimodal, representation: AST, model: Neural LM, application: Code Search/Synthesis}
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- {bibkey: allamanis2015suggesting, categories: [representational], representation: distributed, application: Naming Conventions, input_rep: Token Context, target_rep: Identifier Name}
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- {bibkey: allamanis2016convolutional, categories: [representational], representation: Tokens, application: Method Naming Conventions, input_rep: Token, target_rep: Method Name}
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- {bibkey: allamanis2017mining, categories: [generative, pattern], type: lm, representation: AST, model: pTSG, application: Idiom Mining}
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- {bibkey: allamanis2017smartpaste, categories: [representational], representation: Distributed, application: Code Contextualization and Bug Finding, input_rep: Data Flow, target_rep: Variable Allocation}
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base-taxonomy/generative.md

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