Papers by Takeru Matsuda
Exploring Intra and Inter-language Consistency in Embeddings with ICA (2024.emnlp-main)
Copied to clipboard
| Challenge: | Existing studies have shown that ICA can reveal universal semantic axes across languages but lack verification of consistency of independent components within and across languages. |
| Approach: | They propose to use independent component analysis to identify independent components that are more interpretable than PCA to find universal semantic axes. |
| Outcome: | The proposed framework ensures the reliability and universality of semantic axes. |