--- title: "Deepak Nathani — author profile and papers in our library" description: "Deepak Nathani, University of California, Santa Barbara: 2 papers on Elamur Research (2019–2024), h-index 7 — affiliations, topics…" canonical: "https://research.elamur.ai/free/en/authors/deepak-nathani/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/deepak-nathani/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Deepak Nathani # Deepak Nathani Deepak Nathani has 2 papers in our library, in 2019–2024, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/), [Knowledge graphs & ontologies](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/); often with [Liangming Pan](https://md.research.elamur.ai/free/en/authors/liangming-pan/), [Wenda Xu](https://md.research.elamur.ai/free/en/authors/wenda-xu/), [William Yang Wang](https://md.research.elamur.ai/free/en/authors/william-yang-wang/). 2 papers in our library · 2019–2024 [OpenAlex](https://openalex.org/A5050963493) · [**h-index 7**](https://openalex.org/authors/A5050963493) · [24 works](https://openalex.org/works?filter=author.id:A5050963493) · [837 citations](https://openalex.org/works?filter=author.id:A5050963493&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/deepak-nathani/#papers) · [🔗 Cited 168 times in our library](https://md.research.elamur.ai/free/en/authors/deepak-nathani/cited-by/) · [3 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #4433](https://md.research.elamur.ai/free/en/paper-stars/page/45/#star-4433) 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=Deepak+Nathani) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Deepak+Nathani) · [dblp](https://dblp.org/search?q=Deepak+Nathani) · [ACL Anthology](https://aclanthology.org/search/?q=Deepak+Nathani) ## Affiliations [🎓**University of California, Santa Barbara** Santa Barbara · United States 2023–2026 · 9 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-california-santa-barbara/) · [🎓**Indian Institute of Technology Hyderabad** Sangāreddi · India 2018–2020 · 6 papers](https://ror.org/01j4v3x97) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 2 more institutions on single bylines are not listed. ## Concepts, shelves and topics Of its works in our library: the number of works on each and its rating among them. 📚 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/) · [Information Systems · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/information-systems/) 🧭 Topics 2 Research subjects and languages the work is about.[Language models & pretraining · 1 work](https://md.research.elamur.ai/free/en/topics/language-models/) · [Knowledge graphs & ontologies · 1 work](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/) ## Works by year ### 2020s [**2024** 1 paper Automatically Correcting Large Language Models: Surveying the Landscape of Diverse Automated Correction Strategies](https://md.research.elamur.ai/free/en/papers/pan-2024-automatically-correcting-large-language-models/) ### 2010s [**2019** 1 paper Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs](https://md.research.elamur.ai/free/en/papers/nathani-2019-learning-attention-based-embeddings-relation/) ## Papers The most cited first (OpenAlex and our library). 1. **[Automatically Correcting Large Language Models: Surveying the Landscape of Diverse Automated Correction Strategies](https://md.research.elamur.ai/free/en/papers/pan-2024-automatically-correcting-large-language-models/)** *(2024 · 140 citations)* Large language models still make characteristic mistakes. They invent facts, reach conclusions that do not follow from their own reasoning, and sometimes produce toxic or biased text. Fixing these flaws with human feedback (e.g., RLHF) is expensive and cannot happen in real time. This TACL survey therefore focuses on… 2. **[Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs](https://md.research.elamur.ai/free/en/papers/nathani-2019-learning-attention-based-embeddings-relation/)** *(2019 · 108 citations)* Knowledge graphs are often incomplete, so relation prediction (knowledge base completion) aims to decide whether a missing triple is valid. ## All works 5 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. **[Automatically Correcting Large Language Models: Surveying the Landscape of Diverse Automated Correction Strategies](https://md.research.elamur.ai/free/en/papers/pan-2024-automatically-correcting-large-language-models/)**Liangming Pan, Michael Saxon, Wenda Xu, et al.*[Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/) · 140 citations* 2. **[Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs](https://md.research.elamur.ai/free/en/papers/nathani-2019-learning-attention-based-embeddings-relation/)**Deepak Nathani, Jatin Chauhan, Charu Sharma, et al.*[Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/) · 108 citations* 3. **[MLGym: A New Framework and Benchmark for Advancing AI Research Agents](https://arxiv.org/abs/2502.14499) · original ↗ · no summary yet · arXiv:2502.14499**Deepak Nathani et al.*2025 · 42 citations* 4. **[Few-shot Controllable Style Transfer for Low-Resource Multilingual Settings](https://aclanthology.org/2022.acl-long.514/) · original ↗ · no summary yet · Proceedings of the 60th Annual Meeting of the Association for Computational…**Kalpesh Krishna et al.*2022 · 35 citations* 5. **[WildSci: Advancing Scientific Reasoning from In-the-Wild Literature](https://aclanthology.org/2026.findings-acl.567/) · original ↗ · no summary yet · Findings of the Association for Computational Linguistics: ACL 2026**Tengxiao Liu et al.*2026* ## Co-authors here 4 co-authors with a page, the most papers together first. - [Liangming Pan](https://md.research.elamur.ai/free/en/authors/liangming-pan/) - [Wenda Xu](https://md.research.elamur.ai/free/en/authors/wenda-xu/) - [William Yang Wang](https://md.research.elamur.ai/free/en/authors/william-yang-wang/) - [Xinyi Wang](https://md.research.elamur.ai/free/en/authors/xinyi-wang/) ## 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/) ×2: [ACL 2019](https://md.research.elamur.ai/free/en/venues/acl/2019/) - [Transactions of the Association for Computational Linguistics (TACL)](https://md.research.elamur.ai/free/en/venues/tacl/): [Transactions of the Association for Computational Linguistics (TACL) 2024](https://md.research.elamur.ai/free/en/venues/tacl/2024/) - Findings of the Association for Computational Linguistics… ## Cited by Papers of our library cite their works 168 times (of the 141,840 papers whose bibliographies we read); [7 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/deepak-nathani/cited-by/). Updated 24 October 2026