--- title: "Irina Piontkovskaya — author profile and papers in our library" description: "Irina Piontkovskaya: 3 papers on Elamur Research (2023–2026), h-index 7 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/irina-piontkovskaya/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/irina-piontkovskaya/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Irina Piontkovskaya # Irina Piontkovskaya Irina Piontkovskaya has 3 papers in our library, in 2023–2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Eduard Tulchinskii](https://md.research.elamur.ai/free/en/authors/eduard-tulchinskii/), [Kristian Kuznetsov](https://md.research.elamur.ai/free/en/authors/kristian-kuznetsov/), [Laida Kushnareva](https://md.research.elamur.ai/free/en/authors/laida-kushnareva/). 3 papers in our library · 2023–2026 [OpenAlex](https://openalex.org/A5008245599) · [ORCID](https://orcid.org/0009-0003-0299-5849) · [Wikidata](https://www.wikidata.org/wiki/Q131013047) · [**h-index 7**](https://openalex.org/authors/A5008245599) · [52 works](https://openalex.org/works?filter=author.id:A5008245599) · [221 citations](https://openalex.org/works?filter=author.id:A5008245599&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/irina-piontkovskaya/#papers) · [🔗 Cited 72 times in our library](https://md.research.elamur.ai/free/en/authors/irina-piontkovskaya/cited-by/) · [⭐ Paper Stars ranking: #7573](https://md.research.elamur.ai/free/en/paper-stars/page/76/#star-7573) 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=Irina+Piontkovskaya) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Irina+Piontkovskaya) · [dblp](https://dblp.org/search?q=Irina+Piontkovskaya) · [ACL Anthology](https://aclanthology.org/search/?q=Irina+Piontkovskaya) ## Affiliations [🏢**Huawei Technologies** Shenzhen · China 2021–2025 · 8 papers](https://md.research.elamur.ai/free/en/companies/huawei-technologies/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. ## 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).[Arts and Humanities · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Artificial Intelligence · 3 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 3 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) · [General Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/general-social-sciences/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) 🧭 Topics 1 Research subjects and languages the work is about.[Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2026** 1 paper](https://md.research.elamur.ai/free/en/authors/irina-piontkovskaya/year/2026/) · [**2023** 2 papers](https://md.research.elamur.ai/free/en/authors/irina-piontkovskaya/year/2023/) ## Papers The most cited first (OpenAlex and our library). 1. **[Intrinsic Dimension Estimation for Robust Detection of AI-Generated Texts](https://md.research.elamur.ai/free/en/papers/tulchinskii-2023-intrinsic-dimension-estimation-robust-detection/)** *(2023 · 79 citations)* Detectors of machine-generated text often fail when the generator, topic domain or writer changes. They also tend to flag essays by non-native speakers as AI-written. The authors look for a property of human writing that stays stable across these conditions. They treat each text sample as a cloud of embedding points… 2. **[PanGu-{\Sigma}: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing](https://md.research.elamur.ai/free/en/papers/ren-2023-pangu-sigma-trillion-parameter/)** *(2023 · 40 citations)* PanGu-Σ is a Huawei technical report on training a trillion-parameter language model on limited hardware. Sparse Mixture-of-Experts models usually suffer from unbalanced expert load and costly all-to-all communication, and offloading work to the host CPU tends to reduce throughput. The authors start from PanGu-α… 3. **[Unveiling Intrinsic Dimension of Texts: from Academic Abstract to Creative Story](https://md.research.elamur.ai/free/en/papers/vladislav-2026-unveiling-intrinsic-dimension-texts-academic/)** *(2026)* Intrinsic dimension (ID) of LLM embeddings is often used to study training dynamics, scaling and dataset structure. ## Co-authors here 6 co-authors with a page, the most papers together first. - [Eduard Tulchinskii](https://md.research.elamur.ai/free/en/authors/eduard-tulchinskii/) ×2 - [Kristian Kuznetsov](https://md.research.elamur.ai/free/en/authors/kristian-kuznetsov/) ×2 - [Laida Kushnareva](https://md.research.elamur.ai/free/en/authors/laida-kushnareva/) ×2 - [Pengfei Li](https://md.research.elamur.ai/free/en/authors/pengfei-li/) - [Xiaoda Zhang](https://md.research.elamur.ai/free/en/authors/xiaoda-zhang/) - [Xiaozhe Ren](https://md.research.elamur.ai/free/en/authors/xiaozhe-ren/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Conference of the European Chapter of the Association for Computational Linguistics (EACL)](https://md.research.elamur.ai/free/en/venues/eacl/): [EACL 2026](https://md.research.elamur.ai/free/en/venues/eacl/2026/) - [Conference on Neural Information Processing Systems (NeurIPS)](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/): [NeurIPS 2023](https://md.research.elamur.ai/free/en/venues/neural-information-processing-systems/2023/) ## Cited by Papers of our library cite their works 72 times (of the 149,439 papers whose bibliographies we read); [20 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/irina-piontkovskaya/cited-by/). Updated 1 November 2026