mlsanityData to 14 Oct 2026

Rediscovering the Slavic Continuum in Representations Emerging from Neural Models of Spoken Language Identification

arXiv 2010.11973 ↗First posted 22 Oct 2020cs.CLcited by 14

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Abstract (arXiv)

Deep neural networks have been employed for various spoken language recognition tasks, including tasks that are multilingual by definition such as spoken language identification. In this paper, we present a neural model for Slavic language identification in speech signals and analyze its emergent representations to investigate whether they reflect objective measures of language relatedness and/or non-linguists' perception of language similarity. While our analysis shows that the language representation space indeed captures language relatedness to a great extent, we find perceptual confusability between languages in our study to be the best predictor of the language representation similarity.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Oct 2020.

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Citing papers per year: 2021: 2; 2022: 0; 2023: 5; 2024: 6; 2025: 1.

14 papers.

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  1. 2023LIMIT: Language Identification, Misidentification, and Translation using Hierarchical Models in 350+ Languagescited by 6
  2. 2021SIGTYP 2021 Shared Task: Robust Spoken Language Identificationcited by 5
  3. 2023Self-supervised Adaptive Pre-training of Multilingual Speech Models for Language and Dialect Identificationcited by 2
  4. 2021Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognitioncited by 0
  5. 2023Enhancing Multilingual Speech Recognition through Language Prompt Tuning and Frame-Level Language Adaptercited by 0
  6. 2023GMTR: Graph Matching Transformerscited by 0
  7. 2023DarkShot: Lighting Dark Images with Low-Compute and High-Qualitycited by 0
  8. 2024TRLS: A Time Series Representation Learning Framework via Spectrogram for Medical Signal Processingcited by 0
  9. 2024TEN-GUARD: Tensor Decomposition for Backdoor Attack Detection in Deep Neural Networkscited by 0
  10. 2024T-Pixel2Mesh: Combining Global and Local Transformer for 3D Mesh Generation from a Single Imagecited by 0
  11. 2024Strategic Arms with Side Communication Prevail Over Low-Regret MAB Algorithmscited by 0
  12. 2024Towards General Deepfake Detection with Dynamic Curriculumcited by 0
2 more
  1. 2024Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphscited by 0
  2. 2025Mask6D: Masked Pose Priors For 6D Object Pose Estimationcited by 0