Transformer-Encoder Trees for Efficient Multilingual Machine Translation and Speech Translation

arXiv:2509.17930 · cs.CL, cs.AI · Submitted 2025-09-22 · Read on arXiv

cs.CL, cs.AI

Submitted: 2025-09-22

Updated: 2026-08-28

Code: https://github.com/nateshmbhat/pyttsx3

Terminology

Transformer — 22× in this paper · explained in 2 episodes
Accuracy — 14× in this paper · explained in 1 episode
Alignment — 7× in this paper · explained in 1 episode
Low-Resource Languages — 6× in this paper · explained in 4 episodes
Redundancy — 6× in this paper · explained in 2 episodes
Transformer Encoder Tree — 5× in this paper
Embeddings — 3× in this paper · explained in 2 episodes
Adam — 2× in this paper · explained in 2 episodes
Foundation Model — 2× in this paper · explained in 3 episodes
Ablation — 1× in this paper · explained in 1 episode
Automatic Speech Recognition (ASR) — 1× in this paper · explained in 2 episodes
Connectionist Temporal Classification — 1× in this paper
Edge Devices — 1× in this paper · explained in 2 episodes
Generalization — 1× in this paper · explained in 13 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Latent Representation — 1× in this paper · explained in 2 episodes
Latent Representations — 1× in this paper · explained in 3 episodes
Loss Function — 1× in this paper · explained in 2 episodes
Regularization — 1× in this paper · explained in 3 episodes
Resource Constraints — 1× in this paper · explained in 3 episodes
Self-Supervised Learning — 1× in this paper · explained in 8 episodes

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