SimulMT to SimulST: Adapting Simultaneous Text Translation to End-to-End Simultaneous Speech Translation
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Abstract (arXiv)
Simultaneous text translation and end-to-end speech translation have recently made great progress but little work has combined these tasks together. We investigate how to adapt simultaneous text translation methods such as wait-k and monotonic multihead attention to end-to-end simultaneous speech translation by introducing a pre-decision module. A detailed analysis is provided on the latency-quality trade-offs of combining fixed and flexible pre-decision with fixed and flexible policies. We also design a novel computation-aware latency metric, adapted from Average Lagging.
Key facts. Cited by 80 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Nov 2020.
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Citing papers per year: 2021: 11; 2022: 11; 2023: 16; 2024: 23; 2025: 10; 2026: 9.
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- 2022Over-Generation Cannot Be Rewarded: Length-Adaptive Average Lagging for Simultaneous Speech Translationcited by 56
- 2022Information-Transport-based Policy for Simultaneous Translationcited by 40
- 2021RealTranS: End-to-End Simultaneous Speech Translation with Convolutional Weighted-Shrinking Transformercited by 39
- 2023AlignAtt: Using Attention-based Audio-Translation Alignments as a Guide for Simultaneous Speech Translationcited by 35
- 2022Attention as a Guide for Simultaneous Speech Translationcited by 32
- 2021Direct Simultaneous Speech-to-Text Translation Assisted by Synchronized Streaming ASRcited by 31
- 2021Learning When to Translate for Streaming Speechcited by 30
- 2021SimulSLT: End-to-End Simultaneous Sign Language Translationcited by 26
- 2024Speech Translation with Speech Foundation Models and Large Language Models: What is There and What is Missing?cited by 23
- 2022Does Simultaneous Speech Translation need Simultaneous Models?cited by 22
- 2023End-to-End Simultaneous Speech Translation with Differentiable Segmentationcited by 22
- 2024StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task Learningcited by 20
38 more
- 2024StreamAtt: Direct Streaming Speech-to-Text Translation with Attention-based Audio History Selectioncited by 19
- 2024BESTOW: Efficient and Streamable Speech Language Model with the Best of Two Worlds in GPT and T5cited by 18
- 2024How "Real" is Your Real-Time Simultaneous Speech-to-Text Translation System?cited by 17
- 2022Exploring Continuous Integrate-and-Fire for Adaptive Simultaneous Speech Translationcited by 14
- 2022Efficient yet Competitive Speech Translation: FBK@IWSLT2022cited by 14
- 2024Towards Achieving Human Parity on End-to-end Simultaneous Speech Translation via LLM Agentcited by 14
- 2025Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecturecited by 12
- 2022Blockwise Streaming Transformer for Spoken Language Understanding and Simultaneous Speech Translationcited by 11
- 2024Simultaneous Masking, Not Prompting Optimization: A Paradigm Shift in Fine-tuning LLMs for Simultaneous Translationcited by 11
- 2024Decoder-only Streaming Transformer for Simultaneous Translationcited by 11
- 2023ESPnet-ST-v2: Multipurpose Spoken Language Translation Toolkitcited by 10
- 2024A Non-autoregressive Generation Framework for End-to-End Simultaneous Speech-to-Speech Translationcited by 10
- 2021Direct Simultaneous Speech-to-Speech Translation with Variational Monotonic Multihead Attentioncited by 9
- 2021Simultaneous Speech Translation for Live Subtitling: from Delay to Displaycited by 8
- 2023Incremental Blockwise Beam Search for Simultaneous Speech Translation with Controllable Quality-Latency Tradeoffcited by 8
- 2023Efficient Monotonic Multihead Attentioncited by 8
- 2025InfiniSST: Simultaneous Translation of Unbounded Speech with Large Language Modelcited by 8
- 2021SimulLR: Simultaneous Lip Reading Transducer with Attention-Guided Adaptive Memorycited by 7
- 2024FASST: Fast LLM-based Simultaneous Speech Translationcited by 7
- 2021Decision Attentive Regularization to Improve Simultaneous Speech Translation Systemscited by 6
- 2023Adapting Offline Speech Translation Models for Streaming with Future-Aware Distillation and Inferencecited by 6
- 2023Tagged End-to-End Simultaneous Speech Translation Training using Simultaneous Interpretation Datacited by 6
- 2023Token-Level Serialized Output Training for Joint Streaming ASR and ST Leveraging Textual Alignmentscited by 6
- 2023Direct Models for Simultaneous Translation and Automatic Subtitling: FBK@IWSLT2023cited by 6
- 2023Unified Segment-to-Segment Framework for Simultaneous Sequence Generationcited by 6
- 2025StreamUni: Achieving Streaming Speech Translation with a Unified Large Speech-Language Modelcited by 6
- 2022Anticipation-Free Training for Simultaneous Machine Translationcited by 5
- 2022Joint Speech Translation and Named Entity Recognitioncited by 5
- 2024Recent Advances in End-to-End Simultaneous Speech Translationcited by 5
- 2024Label-Synchronous Neural Transducer for E2E Simultaneous Speech Translationcited by 5
- 2022Align, Write, Re-order: Explainable End-to-End Speech Translation via Operation Sequence Generationcited by 4
- 2023LEAPT: Learning Adaptive Prefix-to-prefix Translation For Simultaneous Machine Translationcited by 4
- 2023Shiftable Context: Addressing Training-Inference Context Mismatch in Simultaneous Speech Translationcited by 4
- 2023Implicit Memory Transformer for Computationally Efficient Simultaneous Speech Translationcited by 4
- 2024Conversational SimulMT: Efficient Simultaneous Translation with Large Language Modelscited by 4
- 2024Overcoming Non-monotonicity in Transducer-based Streaming Generationcited by 4
- 2024Transducer-Llama: Integrating LLMs into Streamable Transducer-based Speech Recognitioncited by 4
- 2025Large Language Models Are Read/Write Policy-Makers for Simultaneous Generationcited by 4
50 most cited of 80 All 80 (JSON)
- 2026StreamDecisionBench: Evaluating Decisions in Force on Evolving Language Streams29 Sep 2026
- 2026Simultaneous Translation between Sign Languages28 Sep 2026
- 2026Attention-Based Adaptive Policies for Simultaneous Speech-to-Text Translation25 Sep 2026
- 2026Do LLMs Need Architectural Changes for Simultaneous Speech Translation? A Prefix-to-Prefix Data Driven Approach14 Jul 2026
- 2026DOA: Training-Free Decoder-Only Attention Policy for Long-Form Simultaneous Translation with SpeechLLMs29 May 2026
- 2026Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech22 Apr 2026
- 2026Regularized Entropy Information Adaptation with Temporal-Awareness Networks for Simultaneous Speech Translation10 Apr 2026
- 2026Duration Aware Scheduling for ASR Serving Under Workload Drift11 Mar 2026
- 2026RASST: Retrieval-Augmented Simultaneous Speech Translation30 Jan 2026
- 2025SimulSense: Sense-Driven Interpreting for Efficient Simultaneous Speech Translation26 Sep 2025
- 2025SimulMEGA: MoE Routers are Advanced Policy Makers for Simultaneous Speech Translation1 Sep 2025
- 2025REINA: Regularized Entropy Information-Based Loss for Efficient Simultaneous Speech Translation7 Aug 2025
38 more
- 2025StreamUni: Achieving Streaming Speech Translation with a Unified Large Speech-Language Model10 Jul 2025
- 2025HENT-SRT: Hierarchical Efficient Neural Transducer with Self-Distillation for Joint Speech Recognition and Translation2 Jun 2025
- 2025SimulS2S-LLM: Unlocking Simultaneous Inference of Speech LLMs for Speech-to-Speech Translation22 Apr 2025
- 2025Efficient and Adaptive Simultaneous Speech Translation with Fully Unidirectional Architecture16 Apr 2025
- 2025Joint Training And Decoding for Multilingual End-to-End Simultaneous Speech Translation14 Mar 2025
- 2025InfiniSST: Simultaneous Translation of Unbounded Speech with Large Language Model4 Mar 2025
- 2025Large Language Models Are Read/Write Policy-Makers for Simultaneous Generation1 Jan 2025
- 2024How "Real" is Your Real-Time Simultaneous Speech-to-Text Translation System?24 Dec 2024
- 2024Transducer-Llama: Integrating LLMs into Streamable Transducer-based Speech Recognition21 Dec 2024
- 2024Overcoming Non-monotonicity in Transducer-based Streaming Generation26 Nov 2024
- 2024Isochrony-Controlled Speech-to-Text Translation: A study on translating from Sino-Tibetan to Indo-European Languages11 Nov 2024
- 2024CA*: Addressing Evaluation Pitfalls in Computation-Aware Latency for Simultaneous Speech Translation21 Oct 2024
- 2024What does it take to get state of the art in simultaneous speech-to-speech translation?2 Sep 2024
- 2024FASST: Fast LLM-based Simultaneous Speech Translation18 Aug 2024
- 2024Towards Achieving Human Parity on End-to-end Simultaneous Speech Translation via LLM Agent31 Jul 2024
- 2024NAIST Simultaneous Speech Translation System for IWSLT 202430 Jun 2024
- 2024BESTOW: Efficient and Streamable Speech Language Model with the Best of Two Worlds in GPT and T528 Jun 2024
- 2024A Non-autoregressive Generation Framework for End-to-End Simultaneous Speech-to-Speech Translation11 Jun 2024
- 2024Agent-SiMT: Agent-assisted Simultaneous Machine Translation with Large Language Models11 Jun 2024
- 2024StreamAtt: Direct Streaming Speech-to-Text Translation with Attention-based Audio History Selection10 Jun 2024
- 2024Label-Synchronous Neural Transducer for E2E Simultaneous Speech Translation6 Jun 2024
- 2024Decoder-only Streaming Transformer for Simultaneous Translation6 Jun 2024
- 2024StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task Learning5 Jun 2024
- 2024Recent Advances in End-to-End Simultaneous Speech Translation1 Jun 2024
- 2024LeaPformer: Enabling Linear Transformers for Autoregressive and Simultaneous Tasks via Learned Proportions18 May 2024
- 2024Simultaneous Masking, Not Prompting Optimization: A Paradigm Shift in Fine-tuning LLMs for Simultaneous Translation16 May 2024
- 2024Speech Translation with Speech Foundation Models and Large Language Models: What is There and What is Missing?19 Feb 2024
- 2024Conversational SimulMT: Efficient Simultaneous Translation with Large Language Models16 Feb 2024
- 2024Streaming Sequence Transduction through Dynamic Compression2 Feb 2024
- 2024R-BI: Regularized Batched Inputs enhance Incremental Decoding Framework for Low-Latency Simultaneous Speech Translation11 Jan 2024
- 2023Efficient Monotonic Multihead Attention7 Dec 2023
- 2023Unified Segment-to-Segment Framework for Simultaneous Sequence Generation27 Oct 2023
- 2023Direct Models for Simultaneous Translation and Automatic Subtitling: FBK@IWSLT202327 Sep 2023
- 2023Incremental Blockwise Beam Search for Simultaneous Speech Translation with Controllable Quality-Latency Tradeoff20 Sep 2023
- 2023Token-Level Serialized Output Training for Joint Streaming ASR and ST Leveraging Textual Alignments7 Jul 2023
- 2023Implicit Memory Transformer for Computationally Efficient Simultaneous Speech Translation3 Jul 2023
- 2023Shiftable Context: Addressing Training-Inference Context Mismatch in Simultaneous Speech Translation3 Jul 2023
- 2023Partitioning-Guided K-Means: Extreme Empty Cluster Resolution for Extreme Model Compression24 Jun 2023
50 newest of 80 All 80 (JSON)
- 2026RASST: Retrieval-Augmented Simultaneous Speech Translation30 Jan 2026
- 2022Over-Generation Cannot Be Rewarded: Length-Adaptive Average Lagging for Simultaneous Speech Translationcited by 56
- 2022Information-Transport-based Policy for Simultaneous Translationcited by 40
- 2021RealTranS: End-to-End Simultaneous Speech Translation with Convolutional Weighted-Shrinking Transformercited by 39
- 2023AlignAtt: Using Attention-based Audio-Translation Alignments as a Guide for Simultaneous Speech Translationcited by 35
- 2022Attention as a Guide for Simultaneous Speech Translationcited by 32
- 2021Direct Simultaneous Speech-to-Text Translation Assisted by Synchronized Streaming ASRcited by 31
- 2021Learning When to Translate for Streaming Speechcited by 30
- 2021SimulSLT: End-to-End Simultaneous Sign Language Translationcited by 26
- 2024Speech Translation with Speech Foundation Models and Large Language Models: What is There and What is Missing?cited by 23
- 2022Does Simultaneous Speech Translation need Simultaneous Models?cited by 22
- 2023End-to-End Simultaneous Speech Translation with Differentiable Segmentationcited by 22
- 2024StreamSpeech: Simultaneous Speech-to-Speech Translation with Multi-task Learningcited by 20
12 most cited of 76 All 76 (JSON)
- 2026StreamDecisionBench: Evaluating Decisions in Force on Evolving Language Streams29 Sep 2026
- 2026Simultaneous Translation between Sign Languages28 Sep 2026
- 2026Attention-Based Adaptive Policies for Simultaneous Speech-to-Text Translation25 Sep 2026
- 2026Do LLMs Need Architectural Changes for Simultaneous Speech Translation? A Prefix-to-Prefix Data Driven Approach14 Jul 2026
- 2026DOA: Training-Free Decoder-Only Attention Policy for Long-Form Simultaneous Translation with SpeechLLMs29 May 2026
- 2026Hierarchical Policy Optimization for Simultaneous Translation of Unbounded Speech22 Apr 2026
- 2026Regularized Entropy Information Adaptation with Temporal-Awareness Networks for Simultaneous Speech Translation10 Apr 2026
- 2026Duration Aware Scheduling for ASR Serving Under Workload Drift11 Mar 2026
- 2025SimulSense: Sense-Driven Interpreting for Efficient Simultaneous Speech Translation26 Sep 2025
- 2025REINA: Regularized Entropy Information-Based Loss for Efficient Simultaneous Speech Translation7 Aug 2025
- 2025StreamUni: Achieving Streaming Speech Translation with a Unified Large Speech-Language Model10 Jul 2025
- 2025HENT-SRT: Hierarchical Efficient Neural Transducer with Self-Distillation for Joint Speech Recognition and Translation2 Jun 2025
12 newest of 76 All 76 (JSON)