codetrace

https://github.com/nuprl/codetrace

Science Score: 62.0%

This score indicates how likely this project is to be science-related based on various indicators:

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CITATION.cff file
Found CITATION.cff file
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codemeta.json file
Found codemeta.json file
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.zenodo.json file
Found .zenodo.json file
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DOI references
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Academic publication links
Links to: arxiv.org
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Academic email domains
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Institutional organization owner
Organization nuprl has institutional domain (www.ccs.neu.edu)
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (7.1%) to scientific vocabulary

Last synced: 10 months ago · JSON representation ·

Repository

Basic Info

Host: GitHub
Owner: nuprl
License: bsd-3-clause
Language: Jupyter Notebook
Default Branch: main
Size: 804 MB

Statistics

Stars: 0
Watchers: 1
Forks: 1
Open Issues: 0
Releases: 0

Created about 3 years ago · Last pushed over 1 year ago

Metadata Files

Readme License Citation

Codetrace

This repo contains the code for the paper Understanding How CodeLLMs (Mis)Predict Types with Activation Steering. Please cite as:

bibtex @article{lucchetti2024understanding, title={Understanding How CodeLLMs (Mis) Predict Types with Activation Steering}, author={Lucchetti, Francesca and Guha, Arjun}, journal={arXiv preprint arXiv:2404.01903}, year={2024} }

Prerequisites

This repo requires tree-sitter, vllm and nnsight. We used separate environments for each (see requirements file) but for newer versions this is no longer necessary.

Installation

TypeScript is required for typechecking. To install TS:

bash // install nvm curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.35.3/install.sh | bash // run nvm bash script source ~/.bashrc // install node nvm install node // install ts-node mkdir ~/.npm_packages npm install --prefix ~/.npm_packages ts-node typescript '@types/node' npx --cache ~/.npm_packages ts-node --typeCheck <prog.ts>

To build the package: bash python -m build export PYTHONPATH=/path/to/your/package:$PYTHONPATH

To add environment to jupyter kernel, in jupyer kernel.json add env var, then restart vscode. bash "env": {"PYTHONPATH": "/path/to/your/package:$PYTHONPATH"}`

Owner

Name: Northeastern University Programming Research Lab
Login: nuprl
Kind: organization
Location: Boston

Website: http://www.ccs.neu.edu/research/prl/
Repositories: 39
Profile: https://github.com/nuprl

Citation (CITATION.cff)

cff-version: 1.2.0
message: If you use this software, please cite both the article from preferred-citation and the software itself.
authors:
  - family-names: Lucchetti
    given-names: Francesca
  - family-names: Guha
    given-names: Arjun
title: Understanding How CodeLLMs (Mis) Predict Types with Activation Steering
version: 1.0.0
date-released: '2024-02-25'
preferred-citation:
  authors:
    - family-names: Lucchetti
      given-names: Francesca
    - family-names: Guha
      given-names: Arjun
  title: Understanding How CodeLLMs (Mis) Predict Types with Activation Steering
  type: article-journal
  year: '2024'
  conference: {}
  publisher: {}

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