mjc92 / DeepCodingBaselines

Deep Coding Baselines

Baseline papers about deep coding. For each paper there is a permanent link, which is either to Arxiv.org or to a mirror of the original paper in this repository.

Baselines

1. [Code Completion] Code completion with statistical language models (PLDI 2014)

   • Paper: pdf
   • Code: TBD

2. [Code Completion] Toward deep learning software repositories (MSR 2015)

   • Paper: pdf
   • Code: TBD

3. [Dialogue] Dual Encoder LSTM (SigDial 2015)

   • Paper: arxiv
   • Data: ubuntu corpus
   • Code: chatbot-retrieval
   • Tutorial:chatbot-retrieval

4. [Dialogue] Smart Reply: Automated Response Suggestion for Email (KDD_2016)

   • Paper: pdf
   • Code: TBA
   • Results: ?
   • Notes: gitgist:

5. [Bug Localization] Learning Unified Features from Natural and Programming Languages for Locating Buggy Source Code (IJCAI 2016)

   • Paper: pdf
   • Code: TBD

6. [Code Clone Detection] Deep Learning Code Fragments for Code Clone Detection (ASE 2016)

   • Paper: pdf
   • Code: TBD

7. [Code Summarization] Summarizing Source Code using a Neural Attention Model (ACL 2016)

   • Paper: pdf
   • Data: stack overflow
   • Code: github

8. [Dialogue] A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues (AAAI 2017)

   • Paper: pdf
   • Code: github

9. [Dialogue] Latent Variable Dialogue Models and their Diversity (EACL 2017)

   • Paper: arxiv
   • Code: TBD

10. [Dialogue] Generating Long and Diverse Responses with Neural Conversation Models (ICLR 2017)

    • Paper: arxiv
    • Code: TBD

11. [Dialogue] Diverse Beam Search:Decoding Diverse Solutions from Neural Sequence Models (ICLR 2017)

    • Paper: arxiv
    • Code: github

12. [Code Completion] Learning Python Code Suggestion with a Sparse Pointer Network (ICLR 2017 Submitted)

    • Paper: Arxiv
    • Code: github

13. [Commit Summarization] A Neural Architecture for Generating Natural Language Descriptions from Source Code Changes (ACL 2017)

    • Paper: arxiv
    • Data: link
    • Code: github

14. [Bug Fix] DeepFix- Fixing Common C Language Errors by Deep Learning (AAAI 2017)

    • Paper: pdf
    • Code: projsite

Datasets

Dialogue

No	Title	Paper	Blogs	Code
1	Ubuntu Dialogue Corpus	arxiv	Tutorial:chatbot-retrieval	corpus collector corpus collector v2 chatbot-retrieval
2	OpenSubtitle	arxiv	Tutorial opensubtitle website
3	Twitter Corpus	pdf		corpus collector