{
  "id": 3195,
  "url": "https://arxiv.org/abs/2606.03967v1",
  "title": "AlignAtt4LLM: Fast AlignAtt for Decoder-Only LLMs at IWSLT 2026 Simultaneous Speech Translation Task",
  "summary": "We describe AlignAtt4LLM, an IWSLT 2026 simultaneous speech translation system for English to German, Italian, and Chinese. The system is a synchronous cascade: Qwen3-ASR with forced alignment produces an incrementally updated source transcript, and Gemma-4 E4B-it translates that prefix under an MT-side AlignAtt policy. To our knowledge, this is the first application of AlignAtt to a decoder-only LLM, where the encoder-decoder cross-attention used by earlier AlignAtt systems is absent. We recove",
  "authors": "Quentin Fuxa, Dominik Macháček",
  "category": "research",
  "topics": "regulation,safety-alignment",
  "orgs": null,
  "regions": "china",
  "published_at": "2026-06-02T17:52:18.000Z",
  "fetched_at": "2026-07-14T16:30:05.529Z",
  "source_slug": "arxiv-ethics",
  "source_name": "arXiv",
  "source_homepage": "https://arxiv.org",
  "ethics_ai_record_url": "https://ethics.ai/record/3195",
  "original_url": "https://arxiv.org/abs/2606.03967v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}