---
title: "Carnegie Mellon University — research, people and papers"
description: "Carnegie Mellon University (Pittsburgh, United States): 278 works on the Elamur Research site, 158 people with a page, 138 810 citations; its topics…"
canonical: "https://research.elamur.ai/free/en/universities/carnegie-mellon-university/"
---
[Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/universities/carnegie-mellon-university/)

[home](https://md.research.elamur.ai/free/en/) / [institutions](https://md.research.elamur.ai/free/en/orgs/) / [universities](https://md.research.elamur.ai/free/en/universities/) / Carnegie Mellon University

# Carnegie Mellon University

University [Pittsburgh](https://md.research.elamur.ai/free/en/agglomerations/pittsburgh/), United Statesin the agglomeration of [Pittsburgh](https://md.research.elamur.ai/free/en/agglomerations/pittsburgh/) · CMU

- [Website](https://www.cmu.edu)
- [ROR](https://ror.org/05x2bcf33)
- [OpenAlex](https://openalex.org/I74973139)

[**278** works in our library](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/works/) · [**158** authors with a page](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/authors/) · [**138 810** citations of these works](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/works/) · [**47 983** citations in our library](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/works/)

## People (158)

Authors with a page here who worked or studied at Carnegie Mellon University, confirmed by their records or by their bylines: first those whose cited work was done most here; beside each, their citations.

- [Graham Neubig](https://md.research.elamur.ai/free/en/authors/graham-neubig/) — current · 2016–2026 on 423 papers · employment (Wikidata) · 45 papers here · 26 101 citations
- [Eduard Hovy](https://md.research.elamur.ai/free/en/authors/eduard-hovy/) — 2012–2025 on 221 papers · employment (ORCID) · employment (Wikidata) · 35 papers here · 25 596 citations
- [Ruslan Salakhutdinov](https://md.research.elamur.ai/free/en/authors/ruslan-salakhutdinov/) — current · 2016–2026 on 187 papers · employment (Wikidata) · 13 papers here · 28 906 citations
- [Chris Dyer](https://md.research.elamur.ai/free/en/authors/chris-dyer/) — 2010–2019 on 131 papers · 27 papers here · 25 459 citations
- [Alon Lavie](https://md.research.elamur.ai/free/en/authors/alon-lavie/) — current · 1992–2026 on 110 papers · employment (ORCID) · 19 papers here · 13 916 citations
- [Noah A. Smith](https://md.research.elamur.ai/free/en/authors/noah-a-smith/) — 2007–2024 on 143 papers · employment (ORCID) · employment (Wikidata) · 61 papers here · 27 685 citations
- [Yiming Yang](https://md.research.elamur.ai/free/en/authors/yiming-yang/) — 1998–2024 on 109 papers · 9 papers here · 11 294 citations
- [Louis-Philippe Morency](https://md.research.elamur.ai/free/en/authors/louis-philippe-morency/) — current · 2015–2026 on 239 papers · 10 papers here · 11 704 citations
- [Tom Mitchell](https://md.research.elamur.ai/free/en/authors/tom-mitchell/) — current · 1989–2026 on 234 papers · 5 papers here · 10 110 citations
- [Pengfei Liu](https://md.research.elamur.ai/free/en/authors/pengfei-liu/) — current · 2020–2025 on 16 papers · 20 papers here · 12 996 citations

[All 158 people →](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/authors/)

**Also published with this affiliation (296)**

Matched by the bylines of their papers, not confirmed: few papers there, or a small part of their work.

- [Yoshua Bengio](https://md.research.elamur.ai/free/en/authors/yoshua-bengio/) — 2018–2026 on 4 papers · 23 papers here · 99 938 citations
- [Christopher D. Manning](https://md.research.elamur.ai/free/en/authors/christopher-d-manning/) — 2018 on 2 papers · employment (ORCID) · employment (Wikidata) · 79 papers here · 79 116 citations
- [Luke Zettlemoyer](https://md.research.elamur.ai/free/en/authors/luke-zettlemoyer/) — 2018–2024 on 13 papers · 69 papers here · 48 223 citations
- [Andrew McCallum](https://md.research.elamur.ai/free/en/authors/andrew-mccallum/) — 1998–2000 on 3 papers · 15 papers here · 17 348 citations
- [Jianfeng Gao](https://md.research.elamur.ai/free/en/authors/jianfeng-gao/) — 2016–2023 on 5 papers · 31 papers here · 30 685 citations
- [Philipp Koehn](https://md.research.elamur.ai/free/en/authors/philipp-koehn/) — 2013–2020 on 3 papers · 42 papers here · 37 944 citations
- [Sebastian Riedel](https://md.research.elamur.ai/free/en/authors/sebastian-riedel/) — 2018–2022 on 4 papers · 17 papers here · 18 749 citations
- [Marjan Ghazvininejad](https://md.research.elamur.ai/free/en/authors/marjan-ghazvininejad/) — 2021–2024 on 3 papers · 6 papers here · 14 900 citations
- [Jacob Devlin](https://md.research.elamur.ai/free/en/authors/jacob-devlin/) — 2015–2016 on 2 papers · 10 papers here · 11 930 citations
- [Wen-tau Yih](https://md.research.elamur.ai/free/en/authors/wen-tau-yih/) — 2020–2021 on 2 papers · 23 papers here · 18 202 citations
- [Peng Qi](https://md.research.elamur.ai/free/en/authors/peng-qi/) — 2018 on 2 papers · 6 papers here · 7 845 citations
- [Yejin Choi](https://md.research.elamur.ai/free/en/authors/yejin-choi/) — 2021–2024 on 9 papers · 48 papers here · 27 882 citations
- [Nizar Habash](https://md.research.elamur.ai/free/en/authors/nizar-habash/) — 2014–2024 on 15 papers · 80 papers here · 12 659 citations
- [Alex Wang](https://md.research.elamur.ai/free/en/authors/alex-wang/) — 2017–2021 on 3 papers · 7 papers here · 11 482 citations
- [Caiming Xiong](https://md.research.elamur.ai/free/en/authors/caiming-xiong/) — 2022 on 3 papers · 21 papers here · 16 209 citations
- [Mona Diab](https://md.research.elamur.ai/free/en/authors/mona-diab/) — current · 2018–2026 on 44 papers · 22 papers here · 10 168 citations
- [Saizheng Zhang](https://md.research.elamur.ai/free/en/authors/saizheng-zhang/) — 2018 on 2 papers · 2 papers here · 5 489 citations
- [Ankur Parikh](https://md.research.elamur.ai/free/en/authors/ankur-parikh/) — 2010–2019 on 19 papers · 7 papers here · 8 784 citations
- [Rada Mihalcea](https://md.research.elamur.ai/free/en/authors/rada-mihalcea/) — 2014–2025 on 2 papers · 20 papers here · 10 055 citations
- [Alan Ritter](https://md.research.elamur.ai/free/en/authors/alan-ritter/) — 2013–2024 on 6 papers · 16 papers here · 9 756 citations
- [Soujanya Poria](https://md.research.elamur.ai/free/en/authors/soujanya-poria/) — 2018–2019 on 2 papers · 12 papers here · 11 353 citations
- [Mingxuan Wang](https://md.research.elamur.ai/free/en/authors/mingxuan-wang/) — 2020–2021 on 4 papers · 5 papers here · 4 546 citations
- [David Grangier](https://md.research.elamur.ai/free/en/authors/david-grangier/) — current · 2024–2026 on 3 papers · 16 papers here · 14 710 citations
- [Li Deng](https://md.research.elamur.ai/free/en/authors/li-deng/) — 2016–2017 on 2 papers · 4 papers here · 5 508 citations
- [Niklas Muennighoff](https://md.research.elamur.ai/free/en/authors/niklas-muennighoff/) — 2024 on 3 papers · 9 papers here · 7 711 citations

[All of them →](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/authors/)

## Works in our library (278)

The most cited first (OpenAlex citations plus our library's).

- [Combining Labeled and Unlabeled Data with Co-Training](https://md.research.elamur.ai/free/en/papers/blum-1998-combining-labeled-unlabeled-data-co-training/) — Avrim Blum, Tom Mitchell · 1998 · 5 829 citations
- [METEOR: An Automatic Metric for MT Evaluation with Improved Correlation with Human Judgments](https://md.research.elamur.ai/free/en/papers/banerjee-2005-meteor-automatic-metric-mt-evaluation/) — Satanjeev Banerjee, Alon Lavie · 2005 · 5 483 citations
- [Hierarchical Attention Networks for Document Classification](https://md.research.elamur.ai/free/en/papers/yang-2016-hierarchical-attention-networks-document-classification/) — Zichao Yang, Diyi Yang, Chris Dyer, et al. · 2016 · 5 409 citations
- [Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing](https://md.research.elamur.ai/free/en/papers/liu-2021-pre-train-prompt-predict-systematic/) — Pengfei Liu, Weizhe Yuan, Jinlan Fu, et al. · 2021 · 5 375 citations
- [XLNet: Generalized Autoregressive Pretraining for Language Understanding](https://md.research.elamur.ai/free/en/papers/yang-2019-xlnet-generalized-autoregressive-pretraining-language/) — Zhilin Yang, Zihang Dai, Yiming Yang, et al. · 2019 · 3 740 citations
- [A Survey on Evaluation of Large Language Models](https://md.research.elamur.ai/free/en/papers/chang-2023-survey-evaluation-large-language-models/) — Yupeng Chang, Xu Wang, Jindong Wang, et al. · 2023 · 3 640 citations
- [HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering](https://md.research.elamur.ai/free/en/papers/yang-2018-hotpotqa-dataset-diverse-explainable-multi/) — Zhilin Yang, Peng Qi, Saizheng Zhang, et al. · 2018 · 3 489 citations
- [HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units](https://md.research.elamur.ai/free/en/papers/hsu-2021-hubert-self-supervised-speech-representation/) — Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai, et al. · 2021 · 3 441 citations
- [Seeing Stars: Exploiting Class Relationships for Sentiment Categorization with Respect to Rating Scales](https://md.research.elamur.ai/free/en/papers/pang-2005-seeing-stars-exploiting-class-relationships/) — Bo Pang, Lillian Lee · 2005 · 2 722 citations
- [Dynamic Topic Models](https://md.research.elamur.ai/free/en/papers/blei-2006-dynamic-topic-models/) — David M. Blei, John D. Lafferty · 2006 · 2 508 citations

[All 278 works →](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/works/)

## Topics

What its works here are about; the number is its works on the topic.

[🧠 Language models & pretraining 41](https://md.research.elamur.ai/free/en/topics/language-models/) · [🔁 Machine translation 36](https://md.research.elamur.ai/free/en/topics/machine-translation/) · [📏 Evaluation & benchmarks 26](https://md.research.elamur.ai/free/en/topics/evaluation-benchmarks/) · [🐪 Semitic languages 22](https://md.research.elamur.ai/free/en/topics/semitic-languages/) · [🌍 Multilingual & cross-lingual NLP 20](https://md.research.elamur.ai/free/en/topics/multilingual-nlp/) · [🗨️ Dialogue systems 13](https://md.research.elamur.ai/free/en/topics/dialogue-systems/) · [🧮 Reasoning 13](https://md.research.elamur.ai/free/en/topics/reasoning/) · [❓ Question answering 12](https://md.research.elamur.ai/free/en/topics/question-answering/) · [😊 Sentiment & emotion 12](https://md.research.elamur.ai/free/en/topics/sentiment-emotion/) · [🔗 Coreference resolution 10](https://md.research.elamur.ai/free/en/topics/coreference-resolution/) · [📝 Summarization 10](https://md.research.elamur.ai/free/en/topics/summarization/) · [🖼️ Vision & language 10](https://md.research.elamur.ai/free/en/topics/multimodal/) · [✍️ Text generation 9](https://md.research.elamur.ai/free/en/topics/text-generation/) · [🛡️ Bias, fairness & safety 9](https://md.research.elamur.ai/free/en/topics/bias-fairness-safety/) · [🧵 Discourse analysis 7](https://md.research.elamur.ai/free/en/topics/discourse-analysis/)

**23 more topics**

[🎙️ Speech & spoken language 6](https://md.research.elamur.ai/free/en/topics/speech/) · [🧾 Semantic parsing & meaning representation 6](https://md.research.elamur.ai/free/en/topics/semantic-parsing/) · [🧷 Idioms & multiword expressions 6](https://md.research.elamur.ai/free/en/topics/multiword-expressions/) · [🎭 Semantic role labeling 5](https://md.research.elamur.ai/free/en/topics/semantic-role-labeling/) · [🌱 Low-resource languages 5](https://md.research.elamur.ai/free/en/topics/low-resource-languages/) · [🧩 Morphology 5](https://md.research.elamur.ai/free/en/topics/morphology/) · [🕎 Hebrew & Aramaic 5](https://md.research.elamur.ai/free/en/topics/hebrew-aramaic/) · [🔍 Information retrieval & search 5](https://md.research.elamur.ai/free/en/topics/information-retrieval/) · [🏷️ Named entity recognition 3](https://md.research.elamur.ai/free/en/topics/named-entity-recognition/) · [🌳 Dependency parsing 3](https://md.research.elamur.ai/free/en/topics/dependency-parsing/) · [🔤 Part-of-speech tagging 3](https://md.research.elamur.ai/free/en/topics/part-of-speech-tagging/) · [📖 Lexical semantics & word embeddings 3](https://md.research.elamur.ai/free/en/topics/lexical-semantics/) · [😉 Implicature 2](https://md.research.elamur.ai/free/en/topics/implicature/) · [🕸️ Knowledge graphs & ontologies 2](https://md.research.elamur.ai/free/en/topics/knowledge-graphs/) · [💻 Code & programming languages 2](https://md.research.elamur.ai/free/en/topics/code-and-programming/) · [📐 Syntax & grammar formalisms 2](https://md.research.elamur.ai/free/en/topics/syntax-grammar/) · [🪶 Efficient models & compression 2](https://md.research.elamur.ai/free/en/topics/efficient-models/) · [💬 Speech act theory 1](https://md.research.elamur.ai/free/en/topics/speech-act-theory/) · [🗂️ Treebanks 1](https://md.research.elamur.ai/free/en/topics/treebanks/) · [🔎 Information extraction 1](https://md.research.elamur.ai/free/en/topics/information-extraction/) · [🧒 Psycholinguistics & language acquisition 1](https://md.research.elamur.ai/free/en/topics/psycholinguistics/) · [✂️ Tokenization & segmentation 1](https://md.research.elamur.ai/free/en/topics/tokenization/) · [🖍️ Grammatical error correction & learner language 1](https://md.research.elamur.ai/free/en/topics/grammatical-error-correction/)

Fields: [Natural language processing](https://md.research.elamur.ai/free/en/shelves/nlp/) (127) · [Linguistics & languages](https://md.research.elamur.ai/free/en/shelves/linguistics/) (90) · [Machine translation](https://md.research.elamur.ai/free/en/shelves/machine-translation/) (37) · [AI & machine learning](https://md.research.elamur.ai/free/en/shelves/ai/) (12) · [Mathematics & statistics](https://md.research.elamur.ai/free/en/shelves/mathematics/) (6) · [Computing & GPUs](https://md.research.elamur.ai/free/en/shelves/computing/) (5) · [Law](https://md.research.elamur.ai/free/en/shelves/law/) (1)

## Collaborates with

Institutions on the bylines of the same works here; the number is the works they share.

[Google 25](https://md.research.elamur.ai/free/en/companies/google/) [Stanford University 15](https://md.research.elamur.ai/free/en/universities/stanford-university/) [University of California, Berkeley 11](https://md.research.elamur.ai/free/en/universities/university-of-california-berkeley/) [Meta 12](https://md.research.elamur.ai/free/en/companies/meta/) [University of Washington 26](https://md.research.elamur.ai/free/en/universities/university-of-washington/) [University of Oxford 4](https://md.research.elamur.ai/free/en/universities/university-of-oxford/) [University of Cambridge 4](https://md.research.elamur.ai/free/en/universities/university-of-cambridge/) [Microsoft 16](https://md.research.elamur.ai/free/en/companies/microsoft/) [University of Science and Technology of China 1](https://md.research.elamur.ai/free/en/universities/university-of-science-and-technology-of-china/) [Johns Hopkins University 15](https://md.research.elamur.ai/free/en/universities/johns-hopkins-university/) [New York University 13](https://md.research.elamur.ai/free/en/universities/new-york-university/) [University of Amsterdam 1](https://md.research.elamur.ai/free/en/universities/university-of-amsterdam/)

## Parent and units

**Units** [Carnegie Mellon University Qatar](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university-qatar/) Carnegie Mellon University Africa Carnegie Mellon University Australia Center for the Neural Basis of Cognition Software Engineering Institute

**Related** Center for Statistics and Applications in Forensic Evidence SYSU-CMU International Joint Research Institute UPMC Hillman Cancer Center

From the Research Organization Registry (ROR); those with a page here are linked.

Works and people from the bylines of the papers (OpenAlex): a person listed here worked or studied at Carnegie Mellon University; employment or education is named only where the person's ORCID record or Wikidata says so. Institution data from ROR and OpenAlex.