--- title: "Itay Levy — author profile and papers — Elamur Research" description: "Itay Levy: 2 papers on Elamur Research (2023–2025), h-index 8 — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/itay-levy/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/itay-levy/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Itay Levy # Itay Levy Itay Levy has 2 papers in our library, in 2023–2025, most of them on [Reasoning](https://md.research.elamur.ai/free/en/topics/reasoning/); often with [Ben Bogin](https://md.research.elamur.ai/free/en/authors/ben-bogin/), [Jonathan Berant](https://md.research.elamur.ai/free/en/authors/jonathan-berant/). 2 papers in our library · 2023–2025 [OpenAlex](https://openalex.org/A5073884595) · [ORCID](https://orcid.org/0000-0002-1689-4032) · [Wikidata](https://www.wikidata.org/wiki/Q64335880) · [**h-index 8**](https://openalex.org/authors/A5073884595) · [21 works](https://openalex.org/works?filter=author.id:A5073884595) · [460 citations](https://openalex.org/works?filter=author.id:A5073884595&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/itay-levy/#papers) · [🔗 Cited 160 times in our library](https://md.research.elamur.ai/free/en/authors/itay-levy/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #4591](https://md.research.elamur.ai/free/en/paper-stars/page/46/#star-4591) 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=Itay+Levy) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Itay+Levy) · [dblp](https://dblp.org/search?q=Itay+Levy) · [ACL Anthology](https://aclanthology.org/search/?q=Itay+Levy) ## Affiliations [🎓**Bar-Ilan University** Ramat Gan · Israel 2014–2020 · 9 papers](https://md.research.elamur.ai/free/en/universities/bar-ilan-university/) 🏛️**Faculty of Exact Sciences, Bar-llan University** Ramat Gan · [Israel](https://md.research.elamur.ai/free/en/countries/israel/) 2013Education since 2013Employment since 2013 From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed. ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 5 The field of science this work belongs to (OpenAlex fields).[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/) · [Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computer Vision and Pattern Recognition · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computer-vision-and-pattern-recognition/) 🧭 Topics 1 Research subjects and languages the work is about.[Reasoning · 1 work](https://md.research.elamur.ai/free/en/topics/reasoning/) ## Works by year ### 2020s [**2025** 1 paper Itay Levy's papers of 2025](https://md.research.elamur.ai/free/en/papers/bercovich-2025-llama-nemotron-efficient-reasoning-models/) · [**2023** 1 paper Itay Levy's papers of 2023](https://md.research.elamur.ai/free/en/papers/levy-2023-diverse-demonstrations-improve-context-compositional/) ## Papers The most cited first (OpenAlex and our library). 1. **[Diverse Demonstrations Improve In-context Compositional Generalization](https://md.research.elamur.ai/free/en/papers/levy-2023-diverse-demonstrations-improve-context-compositional/)** *(2023 · 139 citations)* Few-shot prompting (in-context learning) of large LMs works well for semantic parsing when test and training data come from the same distribution. 2. **[Llama-Nemotron: Efficient Reasoning Models](https://md.research.elamur.ai/free/en/papers/bercovich-2025-llama-nemotron-efficient-reasoning-models/)** *(2025 · 75 citations)* Reasoning-oriented language models write long chains of thought, so inference cost increasingly limits how useful they are. ## All works 3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. **[Diverse Demonstrations Improve In-context Compositional Generalization](https://md.research.elamur.ai/free/en/papers/levy-2023-diverse-demonstrations-improve-context-compositional/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Itay Levy, Ben Bogin, Jonathan Berant*2023 · 139 citations* 2. [**Llama-Nemotron: Efficient Reasoning Models arXiv:2505.00949**Akhiad Bercovich, Itay Levy, Izik Golan, et al.*2025 · 75 citations*](https://md.research.elamur.ai/free/en/papers/bercovich-2025-llama-nemotron-efficient-reasoning-models/) 3. **[Puzzle: Distillation-Based NAS for Inference-Optimized LLMs ↗](https://arxiv.org/abs/2411.19146) arXiv:2411.19146 · no summary yet**Akhiad Bercovich et al.*2024 · 10 citations* ## Co-authors here 2 co-authors with a page, the most papers together first. - [Ben Bogin](https://md.research.elamur.ai/free/en/authors/ben-bogin/) - [Jonathan Berant](https://md.research.elamur.ai/free/en/authors/jonathan-berant/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2023](https://md.research.elamur.ai/free/en/venues/acl/2023/) ## Cited by Papers of our library cite their works 160 times (of the 141,840 papers whose bibliographies we read); [11 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/itay-levy/cited-by/). Updated 24 October 2026