OmniFusion: Simultaneous Multilingual Multimodal Translations via Modular Fusion

arXiv:2512.00234 · cs.CL, cs.AI · Submitted 2025-11-28 · Read on arXiv

cs.CL, cs.AI

Submitted: 2025-11-28

Updated: 2026-08-28

Terminology

• Ablation — 9× in this paper · explained in 1 episode
• Alignment — 7× in this paper · explained in 1 episode
• Foundation Model — 7× in this paper · explained in 3 episodes
• Foundation Models — 6× in this paper · explained in 7 episodes
• Embeddings — 5× in this paper · explained in 2 episodes
• Fine-Tuning — 5× in this paper · explained in 5 episodes
• Ablation study — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• In Speech Translation — 2× in this paper
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Automatic Post-Editing — 1× in this paper
• Computational overhead — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• LoRA Adapters — 1× in this paper · explained in 3 episodes
• Multimodal Inputs — 1× in this paper · explained in 2 episodes
• Multimodal Integration — 1× in this paper · explained in 2 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Tokenization — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Zero-Shot Transfer — 1× in this paper · explained in 3 episodes

Sources

• SeamlessM4T: Massively Multilingual & Multimodal Machine Translation
• Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models
• No Language Left Behind: Scaling Human-Centered Machine Translation
• PaddleOCR 3.0 Technical Report
• Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecture
• StreamUni: Achieving Streaming Speech Translation with a Unified Large Speech-Language Model
• Discrete Tokenization for Multimodal LLMs: A Comprehensive Survey
• MCIF: Multimodal Crosslingual Instruction-Following Benchmark from Scientific Talks
• Gemma 3 Technical Report
• How to Connect Speech Foundation Models and Large Language Models? What Matters and What Does Not
• CoVoST 2 and Massively Multilingual Speech-to-Text Translation
• OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM

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