Data

Tools

Indexes

Applications

Experiments

Open Source Science

https://github.com/blester125/multi-look-embeddings

Code for exploring why multiple embeddings work well

https://github.com/blester125/multi-look-embeddings

Science Score: 10.0%

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

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ✓
    Academic publication links
    Links to: arxiv.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (5.4%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Code for exploring why multiple embeddings work well

Basic Info
  • Host: GitHub
  • Owner: blester125
  • Language: Python
  • Default Branch: master
  • Size: 38.1 KB
Statistics
  • Stars: 1
  • Watchers: 2
  • Forks: 0
  • Open Issues: 1
  • Releases: 0
Created about 6 years ago · Last pushed over 5 years ago

https://github.com/blester125/multi-look-embeddings/blob/master/ 

# Multi Look Embeddings

Code used for experiments from [Multiple Word Embeddings for Increased Diversity of Representation](https://arxiv.org/abs/2009.14394)

Some scripts, utils, and [mead-baseline](https://github.com/dpressel/mead-baseline) configs for probing *why* multiple embeddings work.

Scripts should be run from the top level of this repo with `python -m scripts.{script_name}`

Train mead-baseline models with `mead-train --config configs/sst2.json`

# Citation

If you use this multiple embedding technique or any of these analysis tools in your research please cite the following:

```BibTex
@article{lester-2020-multiple,
  title={Multiple Word Embeddings for Increased Diversity of Representation},
  author={Lester, Brian and Pressel, Daniel and Hemmeter, Amy and Choudhury, Sagnik Ray and Bangalore, Srinivas},
  journal={arXiv preprint arXiv:2009.14394},
  year={2020}
}
```

Owner

  • Name: Brian Lester
  • Login: blester125
  • Kind: user

GitHub Events

Total
Last Year

Dependencies

requirements.txt pypi
  • faiss *
  • file_or_name *
  • mead-baseline *
  • numpy *
  • tabulate *
  • tensorflow >=2.0.0
  • torch >=1.3
  • word_vectors *