Robert Munro
/ Rob Munro



I am a regular speaker on artificial intelligence and crowdsourcing for global impact.

I completed my Ph.D. at Stanford University as a Graduate Fellow (top 5% of engineering/science Ph.D. candidates), publishing scientific papers then, and during earlier work for the Hans Rausing Endangered Languages Project and as an undergraduate at the University of Sydney where I majored in Computer Science, English, Film, Information Systems and Linguistics.

Selected publications, reviews & presentations


Munro, Robert. 2016. Sentiment Analysis is a Market for Lemons: here's how to fix it. Data Day Texas. (Keynote). Austin.

Munro, Robert. 2016. Human Intent and Text Understanding. Data by the Bay. (Panelist, with Ricardo Baeza-Yates, Tiho Bajić, Jenny Finkel, Surabhi Gupta and Alexy Khrabrov). San Francisco.

Munro, Robert. 2016. Understanding Speakers of 7,000 Languages. AAAS 2016. (Panel leader, with Emily Bender, Steven Bird and Ellie Pavlick). Washington DC.


Long, Jessica, Robert Munro, Nicholas Gaylord, Kidus Asfaw and Evan Wheeler. 2015. Classification models for new language communities: building domain-specific message categorization. ACM DEV. London.

Munro, Robert. 2015. Adaptive Learning: The Next Generation of Machine Intelligence. Rich Data Summit. San Francisco.

Munro, Robert. 2015. Panel Debate: How Best to Promote a Language? The Oxford Global Languages Symposium. Oxford University.

Akred, John and Robert Munro. 2015. Building the World's Largest Database of Car Features from PDFs. Text by the Bay. San Francisco.

Goentzel, Jarrod, Lauren Seelbach and Robert Munro/ 2015. Analyzing Twitter Data for Situational Awareness During a Disaster. Annual Meeting of the Production and Operations Management Society. Washington DC.

Munro, Robert. 2015. Building Better Experts: co-optimization of human and machine intelligence Data Day Texas. (Invited Talk). Austin.

Munro, Robert. 2015. Artificial Intelligence for Social Good. From Languages to Information. (Invited Talk). Stanford, CA.


Munro, Robert. 2014. Bringing Data Science to the Speakers of Every Language. ACM Conference on Knowledge Discovery and Data Mining (KDD). (Invited Talk). New York.

Munro, Robert. 2014. Distributed Computing for Disaster Response. Workshop on FutureICT - Systems Resilience in the Digital Society (Invited Talk). NetSci'14, UC Berkeley.

Munro, Robert. 2014. Crowdsourcing and Natural Language Processing for the Social Good. 4th Stanford Conference on Computational Social Science (Invited Talk). Stanford, CA.

Munro, Robert. 2014. Natural Language Processing for Disaster Response. From Languages to Information. (Invited Talk). Stanford, CA.


Munro, Robert. 2013. Social Impact Through Big Data & Crowdsourcing. Workshop on Social Impact Through Big Data. Wharton School, San Francisco, CA.

Munro, Robert, Schuyler Erle and Tyler Schnoebelen. 2013. Analysis After Action Report for the Crowdsourced Aerial Imagery Assessment Following Hurricane Sandy. 10th International Conference on Information Systems for Crisis Response and Management. Baden Baden, Germany.

Chan, Jennifer, John Crowley, Shoreh Elhami, Schuyler Erle, Robert Munro and Tyler Schnoebelen. 2013. Aerial Damage Assessment Following Hurricane Sandy. Idibon, GIS Corps, Harvard Humanitarian Initiative and Humanitarian OpenStreetMap.

Munro, Robert. 2013. Language Technologies for Connected World. Strata, O'Reilly

Munro, Robert. 2013. Crowdsourcing and Natural Language Processing for Humanitarian Response. Crisis Informatics and Analytics. Disaster Resilience Leadership Academy, Tulane.

Munro, Robert. 2013. Crowdsourcing and the Crisis-Affected Community: lessons learned and looking forward from Mission 4636. Journal of Information Retrieval 16(2).


Munro, Robert. 2012. Processing short message communications in low-resource languages. PhD Thesis, Stanford University. Stanford, CA
Advisors: Christopher Manning, Dan Jurafsky and Tapan Parikh

Munro, Robert. 2012. Where's my Talking Robot?. Ignite San Francisco. (Invited Lightening Talk)

Munro, Robert. 2012. The world inside words: information extraction and labeling in low resource languages through subword models. Invited Talk. Microsoft Research, Mountain View.

Munro, Robert and Christopher Manning. 2012. Accurate Unsupervised Joint Named-Entity Extraction From Unaligned Parallel Text. The 4th Named Entities Workshop (NEWS), Jeju, Korea.

Munro, Robert. 2012. Talking to the crowd in 7,000 languages, Understanding Risk. World Bank. Cape Town. Presentation (.pptx,7MB)

Munro, Robert and Christopher Manning. 2012. Short message communications: users, topics, and in-language processing. Second Annual Symposium on Computing for Development (ACM DEV 2012), Atlanta.

Munro, Robert, Lucky Gunasekara, Stephanie Nevins, Lalith Polepeddi and Evan Rosen. 2012. Tracking Epidemics with Natural Language Processing and Crowdsourcing. Spring Symposium for Association for the Advancement of Artificial Intelligence (AAAI), Stanford.

Munro, Robert, Rainer Ludwig, Uli Sauerland and David Fleck. 2012. Reported Speech in Matses: perspective persistence and evidential narratives. International Journal of American Linguistics. 78:1, 41-75.

Munro, Robert. 2012. From Big Data to Small Languages: Communication and Information Processing in a Newly Connected World. Global Health & Innovation Conference. Unite For Sight, Yale.

Munro, Robert and Christopher Manning. 2012. State-of-the-Art Multilingual NER Using Loosely Aligned Text. Whitepaper, Stanford University


Munro, Robert. 2011. Tracking Epidemics Through Crowdsourcing and Natural Language Processing. International Conference of Crisis Mappers (ICCM). Geneva.

Munro, Robert, Eethar Al-Hassan, Autumn Albers, George Chamales, Lucky Gunasekara, Pooja Desai, Dan Lipsitt, Stephanie Nevins, Brady Page, Lalith Polepeddi, Evan Rosen, Victoria Sahakian, Lu Zhang, Nathan Wolfe. 2011. EpidemicIQ: Building the world's immune system. CrowdConf, San Francisco.

Munro, Robert. 2011. Big Impacts from Small Messages: processing communications in less resourced languages. Invited Talk. Microsoft Research, Redmond.

Munro, Robert. 2011. Linguistics in a Connected World. Invited Talk, Fieldwork Forum. University Of California, Berkeley.

Munro, Robert. 2011. Extracting Microbial Threats From Big Data. Strata. O'Reilly, NY.

Munro, Robert and Hal Tily. 2011. The Start of the Art: Introduction to the Workshop on Crowdsourcing Technologies for Language and Cognition Studies. Crowdsourcing Technologies for Language and Cognition Studies, Boulder.

Lewis, Will, Robert Munro and Stephan Vogel. 2011. Crisis MT: Developing A Cookbook for MT in Crisis Situations Annual Workshop on Machine Translation, EMNLP, Edinburgh.

Munro, Robert. 2011 Subword and spatiotemporal models for identifying actionable information in Haitian Kreyol. Fifteenth Conference on Computational Natural Language Learning (CoNLL 2011), Portland.

Munro, Robert. 2011. How we talk to the world and how sometimes it listens. The Human Computer Interaction Group, Seminar Series, Stanford.

Munro, Robert. 2011. Changing the way we communicate. Crowdsourcing Work Meetup, San Francisco.


Munro, Robert. 2010. Crowdsourced translation for emergency response in Haiti: the global collaboration of local knowledge. (Keynote) AMTA Workshop on Collaborative Crowdsourcing for Translation. Denver, Colorado.

Munro, Robert. 2010. Processing digital communications in less-resourced African languages. 33rd AFSAAP conference. Melbourne, Australia.

Munro, Robert. 2010. Addressing the crisis information bottleneck through crowdsourcing & machine-learning. (Ignite talk) International Conference on Crisis Mapping (ICCM). Boston.
Presentation (video)

Munro, Robert. 2010. Leveraging machine-learning and crowdsourcing to process text messages in the world's less-resourced languages. (Invited talks).
Center for Information Technology Research in the Interest of Society Seminar Series. University of California, Berkeley. Presentation (video)
ARC CS PIC Invited Speaker Series. IBM Almaden Research Center, San Jose .

Munro, Robert. 2010. Crowdsourced translation for emergency response and beyond. NSF Workshop on crowdsourcing and translation, University of Maryland.

Munro, Robert and Christopher Manning. 2010. Subword Variation in Text Message Classification. Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2010), Los Angeles, CA.

Munro, Robert, Steven Bethard, Victor Kuperman, Vicky Tzuyin Lai, Robin Melnick, Christopher Potts, Tyler Schnoebelen and Harry Tily. 2010. Crowdsourcing and language studies: the new generation of linguistic data. Workshop on Creating Speech and Language Data with Amazon's Mechanical Turk, Los Angeles, CA.

Munro, Robert. 2010. Haiti emergency response: the power of crowdsourcing and SMS. Relief 2.0 in Haiti, Stanford, CA.

Munro, Robert. 2010. Natural Language Processing for Social Development. The Research Centre for Linguistic Typology (RCLT) Seminar Series, Latrobe University, Melbourne.

Munro, Robert. 2010. SMS Emergency Response in Haiti. Aid and Relief for Global Disasters, Meeting of the Association of Clinical Faculty (ACF), University of California, San Francisco.


Munro, Robert. 2009. Amazon Mechanical Turk and the generation of new linguistic data. Stanford Seminar on Psycholinguistics, Stanford, CA.

Munro, Robert. 2009. Reported Speech and Perspective Rigidity in Matses. The 10th Stanford Semantics Fest, Stanford, CA.


Munro, Robert. 2006. Current design issues for digital archives: architectures supporting value-adding access via a user's preferred language(s) and granularity of materials. The Georgetown University Round Table on Languages and Linguistics (GURT 2006), Washington DC

Munro, Robert. 2006. Multilingual metadata: between translation and coexistent annotations. Proceedings of the 2006 ELAP Workshop on Meaning and Translation in Language Documentation documentation. SOAS, London. (abstract only)

Munro, Robert. 2005. The digital skills of language documentation. In Peter K. Austin (ed) Language Documentation and Description Volume 3. London: SOAS

Munro, Robert and David Nathan. 2005. Introducing the ELAR information system architecture. The Third meeting of the Digital Endangered Languages and Music Archive Network (DELAMAN III), Austin.

Munro, Robert and David Nathan. 2005. Towards portability and interoperability for linguistic annotation and language-specific ontologies, Proceedings of the E-MELD Workshop on Linguistic Ontologies and Data Categories for Language Resources (E-MELD 2005) Boston.

Munro, Robert. 2005. The certainty of chance: Review of Probabilistic Linguistics, Bod, R., Hay, J. and Jannedy, S. (eds). 2003. Linguistics and the Human Sciences Vol 1, 2.

Austin, Peter K., Robert Munro and David Nathan. 2005. Archives, linguists, and language speakers. The annual meeting of the Linguistic Society of America (LSA), Oakland, California.

Wynne, John and Robert Munro. 2005. Hearing Voices: speakers / languages. The Hans Rausing Endangered Languages Project, SOAS, London. [Interactive multimedia production]
To purchase see:

Munro, Robert. 2004. Digital skills and obligations: is language documentation a new ICT discipline? Proceedings of the 2004 ELAP Workshop on Multidisciplinary approaches to language documentation. SOAS, London. (abstract only)

Munro, Robert. 2004. Gradational modelling of functional categories. Presentation given as part of the ELAP-ELAR research seminar series. SOAS, London.

Munro, Robert. 2004. A Probabilistic Representation of Systemic Functional Grammar. The 31st International Systemic Functional Congress (ISFC31). Kyoto.

Munro, Robert and Sanjay Chawla. 2004. An Integrated Approach to Mining Data Streams, TR-548, School of Information Technologies, University of Sydney.

Munro, Robert and Sanjay Chawla. 2004. Complex Spatial Relationships, TR-539, School of Information Technologies, University of Sydney.

Arunasalam, Bavani, Sanjay Chawla, Pei Sun, Robert Munro. 2004. Mining Complex Relationships in the SDSS SkyServer Spatial Database. Proceedings of the Twenty-Eighth Annual International Computer Software and Applications Conference (COMPSAC04), IEEE Computer Society, Hong Kong

Munro, Robert, Sanjay Chawla and Pei Sun. 2003. Complex Spatial Relationships, Proceedings of the Third IEEE International Conference on Data Mining (ICDM2003) Florida.

Munro, Robert. 2003. Seneschal: classification and analysis in supervised mixture-modelling, Proceedings of the Third International Conference on Hybrid Intelligent Systems (HIS'03) IOS Press, Melbourne

Munro, Robert and Daren Ler. 2003. Meta-Learning Orthographic and Contextual Models for Language Independent Named Entity Recognition. Proceedings of CoNLL-2003, Canada,

Munro, Robert. 2003. A queuing-theory model of word frequency distributions, Proceedings of the First Australasian Language Technology Workshop (ALTW'03), Melbourne

Munro, Robert. 2003. Towards the Computational Inference and Application of a Functional Grammar, (honours thesis). Department of English and School of Information Technologies, University of Sydney

Munro, Robert. 2003. Classification and analysis in supervised mixture-modelling, TR-536, School of Information Technologies, University of Sydney