Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecture

arXiv:2504.11809 · cs.CL · Submitted 2025-04-16 · Read on arXiv

cs.CL

Submitted: 2025-04-16

Updated: 2026-09-20

Code: https://github.com/MontrealCorpusTools/Montreal-Forced-Aligner

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Alignment — 17× in this paper · explained in 1 episode
• Fine-Tuning — 14× in this paper · explained in 5 episodes
• Ablation — 5× in this paper · explained in 1 episode
• KV cache — 5× in this paper · explained in 3 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Consistency — 2× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Benchmark — 1× in this paper · explained in 2 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Objective Function — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Self-Supervised Learning — 1× in this paper · explained in 7 episodes
• Supervised Fine-Tuning (SFT) — 1× in this paper · explained in 8 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Two-stage training — 1× in this paper · explained in 2 episodes

Sources

• The Llama 3 Herd of Models
• LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline
• Agent-SiMT: Agent-assisted Simultaneous Machine Translation with Large Language Models
• Speech Translation with Large Language Models: An Industrial Practice
• FASST: Fast LLM-based Simultaneous Speech Translation
• InfiniSST: Simultaneous Translation of Unbounded Speech with Large Language Model
• Conversational SimulMT: Efficient Simultaneous Translation with Large Language Models
• Simultaneous Machine Translation with Large Language Models
• Tuning Large language model for End-to-end Speech Translation

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