--- title: "Siyu Liang — author profile and papers — Elamur Research" description: "Siyu Liang: 2 papers on Elamur Research (2026), h-index 0 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/siyu-liang/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/siyu-liang/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Siyu Liang # Siyu Liang Siyu Liang has 2 papers in our library, in 2026, most of them on [Speech & spoken language](https://md.research.elamur.ai/free/en/topics/speech/), [Multilingual & cross-lingual NLP](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/), [Bias, fairness & safety](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/); often with [Gina-Anne Levow](https://md.research.elamur.ai/free/en/authors/gina-anne-levow/), [Nicolas Ballier](https://md.research.elamur.ai/free/en/authors/nicolas-ballier/). 2 papers in our library · 2026 [OpenAlex](https://openalex.org/A5135215468) · [**h-index 0**](https://openalex.org/authors/A5135215468) · [2 works](https://openalex.org/works?filter=author.id:A5135215468) · [0 citations](https://openalex.org/works?filter=author.id:A5135215468&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/siyu-liang/#papers) · [⭐ Paper Stars ranking: #6441](https://md.research.elamur.ai/free/en/paper-stars/page/65/#star-6441) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Siyu+Liang) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Siyu+Liang) · [dblp](https://dblp.org/search?q=Siyu+Liang) · [ACL Anthology](https://aclanthology.org/search/?q=Siyu+Liang) ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 7 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Safety Research · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/safety-research/) · [Signal Processing · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/signal-processing/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) 🧭 Topics 4 Research subjects and languages the work is about.[Speech & spoken language · 2 works](https://md.research.elamur.ai/free/en/topics/speech/) · [Bias, fairness & safety · 1 work](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [English · 1 work](https://md.research.elamur.ai/free/en/topics/english/) · [Multilingual & cross-lingual NLP · 1 work](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) ## Works by year ### 2020s [**2026** 2 papers Siyu Liang's papers of 2026](https://md.research.elamur.ai/free/en/authors/siyu-liang/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[A Sociophonetic Analysis of Racial Bias in Commercial ASR Systems Using the Pacific Northwest English Corpus](https://md.research.elamur.ai/free/en/papers/scott-2026-sociophonetic-analysis-racial-bias-commercial/)** *(2026)* Commercial speech recognizers are known to transcribe African American speakers less accurately. Which pronunciation traits drive these gaps, however, has received little systematic study. The authors combine ASR evaluation with sociophonetic annotation from the Pacific Northwest English (PNWE) corpus to address… 2. **[The Limits of Data Scaling: Sub-token Utilization and Acoustic Saturation in Multilingual ASR](https://md.research.elamur.ai/free/en/papers/liang-2026-limits-data-scaling-sub-token/)** *(2026)* The paper asks how much speech is needed before a multilingual ASR model has shown the full set of sub-tokens it actually uses for a language. ## Co-authors here 2 co-authors with a page, the most papers together first. - [Gina-Anne Levow](https://md.research.elamur.ai/free/en/authors/gina-anne-levow/) ×2 - [Nicolas Ballier](https://md.research.elamur.ai/free/en/authors/nicolas-ballier/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Language Resources and Evaluation Conference (LREC)](https://md.research.elamur.ai/free/en/venues/lrec/) ×2: [LREC 2026](https://md.research.elamur.ai/free/en/venues/lrec/2026/) ×2 Updated 24 October 2026