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giganticode's Projects

bohr icon bohr

Big Old Heuristic Repository

codeprep icon codeprep

A toolkit for pre-processing large source code corpora

icse-2020 icon icse-2020

Meta-repo for our submission "Big Code!= Big Vocabulary: Open-Vocabulary Models for Source Code" (contains links to repos and artifacts, code for building artifact demonstartion docker image, poster)

jemma icon jemma

JEMMA: An Extensible Java dataset for Many ML4Code Applications

langmodels icon langmodels

Applying machine learning to large source code corpora

lm-context-analysis icon lm-context-analysis

Code for the ACL 2018 paper "Sharp Nearby, Fuzzy Far Away: How Neural Language Models Use Context"

openvocabcodenlm icon openvocabcodenlm

Contains the code for our paper: Maybe Deep Neural Networks are the Best Choice for Modeling Source Code (https://arxiv.org/abs/1903.05734). This is the first open vocabulary language model for code that uses the byte pair encoding algorithm (BPE) to learn a segmentation of code tokens into subword units.

out_of_context_paper_data icon out_of_context_paper_data

Data and training scripts for the paper "Out of Context: How important is Local Context in Neural Program Repair?"

probes icon probes

Probing pre-trained source code models

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