---
title: "Matthew Gerber · Dexcom — author profile and papers"
description: "Matthew Gerber, Dexcom: 3 papers on Elamur Research (2010–2017), h-index 19 — affiliations, topics, co-authors and who cites them in our…"
canonical: "https://research.elamur.ai/free/en/authors/matthew-gerber/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/matthew-gerber/)

[home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Matthew Gerber

# Matthew Gerber

Matthew Gerber has 3 papers in our library, in 2010–2017, most of them on [Semantic role labeling](https://md.research.elamur.ai/free/en/topics/semantic-role-labeling/); often with [Joyce Chai](https://md.research.elamur.ai/free/en/authors/joyce-chai/), [Joyce Yue Chai](https://md.research.elamur.ai/free/en/authors/joyce-yue-chai/).

3 papers in our library · 2010–2017

[OpenAlex](https://openalex.org/A5034370354) · [ORCID](https://orcid.org/0000-0002-9069-4100) · [Wikidata](https://www.wikidata.org/wiki/Q91951740) · [**h-index 19**](https://openalex.org/authors/A5034370354) · [62 works](https://openalex.org/works?filter=author.id:A5034370354) · [2,577 citations](https://openalex.org/works?filter=author.id:A5034370354&sort=cited_by_count:desc) OpenAlex, 2026-10-14

[📄 3 works in our library](https://md.research.elamur.ai/free/en/authors/matthew-gerber/#papers) · [🔗 Cited 150 times in our library](https://md.research.elamur.ai/free/en/authors/matthew-gerber/cited-by/) · [⭐ Paper Stars ranking: #2895](https://md.research.elamur.ai/free/en/paper-stars/page/29/#star-2895)

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

## Affiliations

[🎓**University of Virginia** Charlottesville · United States 2012–2021 · 52 papers*current*](https://md.research.elamur.ai/free/en/universities/university-of-virginia/) · [🏢**Dexcom** San Diego · United States 2021 · 1 paper*current*](https://ror.org/03ra42c27) · [🎓**Michigan State University** East Lansing · United States 2007–2011 · 4 papers](https://md.research.elamur.ai/free/en/universities/michigan-state-university/)

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.

## 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 · 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 · 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.[Semantic role labeling · 2 works](https://md.research.elamur.ai/free/en/topics/semantic-role-labeling/)

💡 Concepts 1 Key ideas and methods explained on our concept pages.[Text classification · 1 work](https://md.research.elamur.ai/free/en/concepts/text-classification/)

## Works by year

### 2010s

[**2017** 1 paper](https://md.research.elamur.ai/free/en/authors/matthew-gerber/year/2017/) · [**2012** 1 paper](https://md.research.elamur.ai/free/en/authors/matthew-gerber/year/2012/) · [**2010** 1 paper](https://md.research.elamur.ai/free/en/authors/matthew-gerber/year/2010/)

## Papers

The most cited first (OpenAlex and our library).

1. **[HDLTex: Hierarchical Deep Learning for Text Classification](https://md.research.elamur.ai/free/en/papers/kowsari-2017-hdltex-hierarchical-deep-learning-text/)** *(2017 · 532 citations)* Sorting scientific literature automatically gets harder as collections grow, because topics and subtopics multiply too.
2. **[Beyond NomBank: A Study of Implicit Arguments for Nominal Predicates](https://md.research.elamur.ai/free/en/papers/gerber-2010-beyond-nombank-study-implicit-arguments/)** *(2010 · 143 citations)* Standard semantic role labeling looks for a predicate's arguments only inside its own sentence, and often only in its nearby syntax.
3. **[Semantic Role Labeling of Implicit Arguments for Nominal Predicates](https://md.research.elamur.ai/free/en/papers/gerber-2012-semantic-role-labeling-implicit-arguments/)** *(2012 · 111 citations)* Standard semantic role labeling (SRL) for nouns searches for a predicate's arguments only within its own clause or sentence.

## Co-authors here

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

- [Joyce Chai](https://md.research.elamur.ai/free/en/authors/joyce-chai/)
- [Joyce Yue Chai](https://md.research.elamur.ai/free/en/authors/joyce-yue-chai/)

## 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 2010](https://md.research.elamur.ai/free/en/venues/acl/2010/)
- [Computational Linguistics](https://md.research.elamur.ai/free/en/venues/cl/): [Computational Linguistics 2012](https://md.research.elamur.ai/free/en/venues/cl/2012/)
- ICMLA 2017

## Cited by

Papers of our library cite their works 150 times (of the 149,439 papers whose bibliographies we read); [14 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/matthew-gerber/cited-by/).

Updated 30 October 2026
