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Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed Embeddings

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Axis-Tour

Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed Embeddings
Hiroaki Yamagiwa, Yusuke Takase, Hidetoshi Shimodaira
Preprint

Fig. 1

Code

The source code is being organized and will be available soon.

Reference

Sato. Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem. NAACL. 2022.

Yamagiwa et al. Discovering Universal Geometry in Embeddings with ICA. EMNLP. 2023.

Citation

If you find our code or model useful in your research, please cite our paper:

@article{DBLP:journals/corr/abs-2401-06112,
  author       = {Hiroaki Yamagiwa and
                  Yusuke Takase and
                  Hidetoshi Shimodaira},
  title        = {Axis Tour: Word Tour Determines the Order of Axes in ICA-transformed
                  Embeddings},
  journal      = {CoRR},
  volume       = {abs/2401.06112},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.06112},
  doi          = {10.48550/ARXIV.2401.06112},
  eprinttype    = {arXiv},
  eprint       = {2401.06112},
  timestamp    = {Thu, 25 Jan 2024 15:41:08 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-06112.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}