--- title: "Srinivasan Iyer — author profile and papers" description: "Srinivasan Iyer, University of Washington: 2 papers on Elamur Research (2017–2022), h-index 22 — affiliations, topics, co-authors and who cites them in…" canonical: "https://research.elamur.ai/free/en/authors/srinivasan-iyer/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/srinivasan-iyer/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Srinivasan Iyer # Srinivasan Iyer 2 papers on this site · 2017–2022 current affiliation [University of Washington](https://md.research.elamur.ai/free/en/universities/university-of-washington/), Seattle, United States Srinivasan Iyer has 2 papers on this site, in 2017–2022, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Semantic parsing & meaning representation](https://md.research.elamur.ai/free/en/topics/semantic-parsing/); often with [Daniel Simig](https://md.research.elamur.ai/free/en/authors/daniel-simig/), [Kurt Shuster](https://md.research.elamur.ai/free/en/authors/kurt-shuster/), [Luke Zettlemoyer](https://md.research.elamur.ai/free/en/authors/luke-zettlemoyer/). [OpenAlex](https://openalex.org/A5088004913) · [ORCID](https://orcid.org/0000-0002-6186-2603) · [**h-index 22**](https://openalex.org/authors/A5088004913) · [55 works](https://openalex.org/works?filter=author.id:A5088004913) · [3 005 citations](https://openalex.org/works?filter=author.id:A5088004913&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [2 works on this site](https://md.research.elamur.ai/free/en/authors/srinivasan-iyer/#papers) · [874 citations in our library](https://md.research.elamur.ai/free/en/authors/srinivasan-iyer/cited-by/) · 7 more works in our library · [⭐ Paper Star rank #2564](https://md.research.elamur.ai/free/en/paper-stars/page/26/#star-2564) 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=Srinivasan+Iyer) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Srinivasan+Iyer) · [dblp](https://dblp.org/search?q=Srinivasan+Iyer) · [ACL Anthology](https://aclanthology.org/search/?q=Srinivasan+Iyer) ## Affiliations - [University of Washington](https://md.research.elamur.ai/free/en/universities/university-of-washington/) · Seattle, United States —current · 2016–2026 on 17 papers - [Meta (United States)](https://md.research.elamur.ai/free/en/companies/meta/) · Menlo Park, United States —2020–2025 on 10 papers - [Meta (United Kingdom)](https://md.research.elamur.ai/free/en/companies/meta-united-kingdom/) · London, United Kingdom —2020–2025 on 6 papers - [University of North Carolina at Chapel Hill](https://md.research.elamur.ai/free/en/universities/university-of-north-carolina-at-chapel-hill/) · Chapel Hill, United States —2021–2023 on 2 papers - [Toyota Technological Institute at Chicago](https://md.research.elamur.ai/free/en/universities/toyota-technological-institute-at-chicago/) · Chicago, United States —2022 on 2 papers - [Yale University](https://md.research.elamur.ai/free/en/universities/yale-university/) · New Haven, United States —2021–2022 on 2 papers - [Stanford University](https://md.research.elamur.ai/free/en/universities/stanford-university/) · Stanford, United States —2012–2015 on 12 papers - [Stanford Medicine](https://md.research.elamur.ai/free/en/hospitals/stanford-medicine/) · Stanford, United States —2013 on 2 papers From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 6 more institutions on single bylines are not listed. ## Topics [Language models & pretraining 1](https://md.research.elamur.ai/free/en/topics/language-models/) · [Semantic parsing & meaning representation 1](https://md.research.elamur.ai/free/en/topics/semantic-parsing/) ## Works by year ### 2020s [**2022** 1 paper](https://md.research.elamur.ai/free/en/papers/iyer-2022-opt-iml-scaling-language-model/) ### 2010s [**2017** 1 paper](https://md.research.elamur.ai/free/en/papers/konstas-2017-neural-amr-sequence-sequence-models/) ## Papers The most cited first (OpenAlex and our library). 1. **[Neural AMR: Sequence-to-Sequence Models for Parsing and Generation](https://md.research.elamur.ai/free/en/papers/konstas-2017-neural-amr-sequence-sequence-models/)** *(2017 · 425 citations)* The paper applies sequence-to-sequence neural models to both AMR parsing and AMR generation. The main obstacle is data sparsity, so the authors pretrain on millions of unlabelled Gigaword sentences: a parser labels them, a generator is pretrained on those pairs, and then both are fine-tuned on the 16,833 gold pairs.… 2. **[OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization](https://md.research.elamur.ai/free/en/papers/iyer-2022-opt-iml-scaling-language-model/)** *(2022 · 237 citations)* Instruction-tuning means fine-tuning a large language model on many tasks phrased as instructions. It is known to help zero- and few-shot transfer, but it was unclear how individual design choices affect results. The authors examine these choices at scale. They merged 8 existing task collections into OPT-IML Bench… ## Also in our library 7 more works of theirs are in our library without a page here yet; they will appear as we publish them. ## Co-authors here 11 co-authors with a page, the most papers together first. - [Daniel Simig](https://md.research.elamur.ai/free/en/authors/daniel-simig/) - [Kurt Shuster](https://md.research.elamur.ai/free/en/authors/kurt-shuster/) - [Luke Zettlemoyer](https://md.research.elamur.ai/free/en/authors/luke-zettlemoyer/) - [Mark Yatskar](https://md.research.elamur.ai/free/en/authors/mark-yatskar/) - [Ping Yu](https://md.research.elamur.ai/free/en/authors/ping-yu/) - [Ramakanth Pasunuru](https://md.research.elamur.ai/free/en/authors/ramakanth-pasunuru/) - [Tianlu Wang](https://md.research.elamur.ai/free/en/authors/tianlu-wang/) - [Todor Mihaylov](https://md.research.elamur.ai/free/en/authors/todor-mihaylov/) - [Xi Victoria Lin](https://md.research.elamur.ai/free/en/authors/xi-victoria-lin/) - [Xian Li](https://md.research.elamur.ai/free/en/authors/xian-li/) - [Yejin Choi](https://md.research.elamur.ai/free/en/authors/yejin-choi/) ## Cited by Papers of our library cite their works 874 times (of the 140 884 papers whose bibliographies we read); [96 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/srinivasan-iyer/cited-by/).