Unsupervised Neural Machine Translation — mentioned by yorwba

Wed, 23 Jan 2019 22:05:01 GMT

I think meaning isn't really separable from structure. But assuming you're talking about semantics vs. syntax, then continuous representations can certainly do a lot more than just syntax. They can model how words change in meaning over time [1], they can identify words that mean the same in different languages [2] and use that to translate whole sentences [3] without ever seeing a direct translation. Of course none of those tasks are solved to perfection yet, but some kind of meaning is definitely being captured. [1] https://arxiv.org/abs/1703.00607 [2] https://arxiv.org/abs/1710.04087 [3]…

Paper and discussion history. A mention is not an endorsement.

Unsupervised Neural Machine Translation — mentioned by make3

Fri, 23 Feb 2018 07:00:50 GMT

"Unsupervised Neural Machine Translation", https://arxiv.org/abs/1710.11041

Paper and discussion history. A mention is not an endorsement.

Unsupervised Neural Machine Translation · HackerPapers discussions

Unsupervised Neural Machine Translation — mentioned by yorwba

Unsupervised Neural Machine Translation — mentioned by make3