mlsanityData to 7 Oct 2026

Findings of the IWSLT 2024 Evaluation Campaign

arXiv 2411.05088 ↗First posted 7 Nov 2024cs.CLcited by 19

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Abstract (arXiv)

This paper reports on the shared tasks organized by the 21st IWSLT Conference. The shared tasks address 7 scientific challenges in spoken language translation: simultaneous and offline translation, automatic subtitling and dubbing, speech-to-speech translation, dialect and low-resource speech translation, and Indic languages. The shared tasks attracted 18 teams whose submissions are documented in 26 system papers. The growing interest towards spoken language translation is also witnessed by the constantly increasing number of shared task organizers and contributors to the overview paper, almost evenly distributed across industry and academia.

Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Nov 2024.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 2; 2025: 12; 2026: 5.

19 papers.

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  1. 2025How to Select Datapoints for Efficient Human Evaluation of NLG Models?cited by 23
  2. 2024How "Real" is Your Real-Time Simultaneous Speech-to-Text Translation System?cited by 17
  3. 2024Towards Automatic Evaluation for Image Transcreationcited by 7
  4. 2025Hearing to Translate: The Effectiveness of Speech Modality Integration into LLMscited by 6
  5. 2025Better Late Than Never: Meta-Evaluation of Latency Metrics for Simultaneous Speech-to-Text Translationcited by 4
  6. 2025The Unheard Alternative: Contrastive Explanations for Speech-to-Text Modelscited by 3
  7. 2025Towards Better Disentanglement in Non-Autoregressive Zero-Shot Expressive Voice Conversioncited by 2
  8. 2025End-to-end Automatic Speech Recognition and Speech Translation: Integration of Speech Foundational Models and LLMscited by 2
  9. 2025Re-evaluating Minimum Bayes Risk Decoding for Automatic Speech Recognitioncited by 2
  10. 2025SpeechT: Findings of the First Mentorship in Speech Translationcited by 1
  11. 2025Bemba Speech Translation: Exploring a Low-Resource African Languagecited by 1
  12. 2025End-to-End Speech Translation for Low-Resource Languages Using Weakly Labeled Datacited by 1
7 more
  1. 2026DOA: Training-Free Decoder-Only Attention Policy for Long-Form Simultaneous Translation with SpeechLLMscited by 1
  2. 2025Speech-to-Speech Translation Pipelines for Conversations in Low-Resource Languagescited by 0
  3. 2025Human + AI for Accelerating Ad Localization Evaluationcited by 0
  4. 2026BlasBench: An Open Benchmark for Irish Speech Recognitioncited by 0
  5. 2026Giving Voice to the Constitution: Low-Resource Text-to-Speech for Quechua and Spanish Using a Bilingual Legal Corpuscited by 0
  6. 2026NaturalFlow: Reducing Disruptive Pauses for Natural Speech Flow in Simultaneous Speech-to-Speech Translationcited by 0
  7. 2026All In Good Time: Causality-Aware Framework for LLM-Based Simultaneous Speech-to-Speech Translationcited by 0