---
title: "Pranava Madhyastha — author profile and papers"
description: "Pranava Madhyastha, University of London: 2 papers on Elamur Research (2017–2019), h-index 14 — affiliations, topics, co-authors and who cites them in…"
canonical: "https://research.elamur.ai/free/en/authors/pranava-madhyastha/"
---
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# Pranava Madhyastha

Pranava Madhyastha has 2 papers in our library, in 2017–2019, most of them on [Machine translation](https://md.research.elamur.ai/free/en/topics/machine-translation/), [Interpretability](https://md.research.elamur.ai/free/en/topics/interpretability/), [Vision & language](https://md.research.elamur.ai/free/en/topics/multimodal/); often with [Loïc Barrault](https://md.research.elamur.ai/free/en/authors/loic-barrault/), [Lucia Specia](https://md.research.elamur.ai/free/en/authors/lucia-specia/), [Xavier Carreras](https://md.research.elamur.ai/free/en/authors/xavier-carreras/).

2 papers in our library · 2017–2019

[OpenAlex](https://openalex.org/A5055155740) · [ORCID](https://orcid.org/0000-0002-4438-8161) · [**h-index 14**](https://openalex.org/authors/A5055155740) · [107 works](https://openalex.org/works?filter=author.id:A5055155740) · [760 citations](https://openalex.org/works?filter=author.id:A5055155740&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/pranava-madhyastha/#papers) · [🔗 89 citations in our library](https://md.research.elamur.ai/free/en/authors/pranava-madhyastha/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Star rank #3784](https://md.research.elamur.ai/free/en/paper-stars/page/38/#star-3784)

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=Pranava+Madhyastha) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Pranava+Madhyastha) · [dblp](https://dblp.org/search?q=Pranava+Madhyastha) · [ACL Anthology](https://aclanthology.org/search/?q=Pranava+Madhyastha)

## Affiliations

[🎓**City, University of London** London · United Kingdom 2021–2026 · 22 papers*current*](https://ror.org/04489at23) · [🔬**The Alan Turing Institute** London · United Kingdom 2025–2026 · 13 papers*current*](https://md.research.elamur.ai/free/en/labs/the-alan-turing-institute/) · [🎓**City St George's, University of London** London · United Kingdom 2023–2026 · 11 papers*current*](https://ror.org/047ybhc09) · [🎓**University of London** London · United Kingdom 2022–2026 · 4 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-london/) · [🎓**St George's, University of London** London · United Kingdom 2026 · 1 paper*current*](https://ror.org/040f08y74) · [🎓**Imperial College London** London · United Kingdom 2019–2023 · 28 papers](https://md.research.elamur.ai/free/en/universities/imperial-college-london/) · [🎓**University of Sheffield** Sheffield · United Kingdom 2017–2021 · 13 papers](https://md.research.elamur.ai/free/en/universities/university-of-sheffield/) · [🎓**Universitat Politècnica de Catalunya** Barcelona · Spain 2014–2016 · 6 papers](https://md.research.elamur.ai/free/en/universities/universitat-politecnica-de-catalunya/)

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 3 more institutions on single bylines are not listed.

## Topics

[Machine translation (1)](https://md.research.elamur.ai/free/en/topics/machine-translation/) · [Interpretability (1)](https://md.research.elamur.ai/free/en/topics/interpretability/) · [Vision & language (1)](https://md.research.elamur.ai/free/en/topics/multimodal/)

## Works by year

### 2010s

[**2019** 1 paper](https://md.research.elamur.ai/free/en/papers/caglayan-2019-probing-need-visual-context-multimodal/) · [**2017** 1 paper](https://md.research.elamur.ai/free/en/papers/madhyastha-2017-prepositional-phrase-attachment-over-word/)

## Papers

The most cited first (OpenAlex and our library).

1. **[Probing the Need for Visual Context in Multimodal Machine Translation](https://md.research.elamur.ai/free/en/papers/caglayan-2019-probing-need-visual-context-multimodal/)** *(2019 · 214 citations)* Earlier multimodal machine translation (MMT) studies found that images add little or nothing. Many attributed this to weak image features or poor fusion methods. The authors propose another cause: the Multi30K captions are short, simple and repetitive, so the English source already holds enough context and the image…
2. **[Prepositional Phrase Attachment over Word Embedding Products](https://md.research.elamur.ai/free/en/papers/madhyastha-2017-prepositional-phrase-attachment-over-word/)** *(2017 · 1 citation)* The paper scores a PP attachment with a tensor product of the word vectors of the verb, the noun, the preposition and the object, with a low-rank constraint on the tensor.

## Also in our library

1 more work of theirs is in our library without a page here yet; it will appear as we publish them.

## Co-authors here

3 co-authors with a page, the most papers together first.

- [Loïc Barrault](https://md.research.elamur.ai/free/en/authors/loic-barrault/)
- [Lucia Specia](https://md.research.elamur.ai/free/en/authors/lucia-specia/)
- [Xavier Carreras](https://md.research.elamur.ai/free/en/authors/xavier-carreras/)

## Cited by

Papers of our library cite their works 89 times (of the 140,884 papers whose bibliographies we read); [4 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/pranava-madhyastha/cited-by/).
