5 citations · 15 across the 18 of their papers we have counts for
5 papers · 1 filter
AutoTerm-SST: Adaptive Terminology Memory with Zero Session-Time Setup for Streaming Speech Translation
Jiaxuan Luo, Siqi Ouyang, Lei Li
Retrieval-augmented speech translation improves rare terminology, but systems such as RASST still assume that users provide a glossary before each session. That assumption is incon…
A Practical Evaluation Method for Long-Form Simultaneous Speech-to-Speech Translation
Yulin Xue, Siqi Ouyang, Lei Li
Simultaneous speech-to-speech translation (SimulS2ST) enables real-time cross-lingual communication, but existing evaluation has focused largely on short or pre-segmented speech ra…
Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech
Siqi Ouyang, Shuoyang Ding, Oleksii Hrinchuk +4
Simultaneous speech translation (SST) generates translations while receiving partial speech input. Recent advances show that large language models (LLMs) can substantially improve…
Mending the Holes: Mitigating Reward Hacking in Reinforcement Learning for Multilingual Translation
Yifeng Liu, Siqi Ouyang, Yatish Hosmane Revanasiddappa +1
Large Language Models (LLMs) have demonstrated remarkable capability in machine translation on high-resource language pairs, yet their performance on low-resource translation still…
RASST: Retrieval-Augmented Simultaneous Speech Translation
Jiaxuan Luo, Siqi Ouyang, Jiaxing Xu +1
Simultaneous speech translation produces target text incrementally from partial speech input. Recent speech large language models have markedly improved SST quality but still strug…