Sequence-to-sequence deep learning has recently emerged as a new paradigm in supervised learning for spoken language understanding. However, most of the previous studies explored this framework for building single domain models for each task, such as slot filling or domain classification, comparing deep learning based approaches with conventional ones like conditional random fields. This project focuses on a holistic multi-domain, multi-task (i.e. slot filling, domain and intent detection) modeling approach to estimate complete semantic frames…
I am a Researcher at Deep Learning Team at Microsoft Research since September 2016. Previously i was a Senior Research Scientist at Microsoft Bing from 2010-2016. I was a Postdoc Researcher at the EECS Department of the UC Berkeley from 2008 until 2010. I have worked with researchers at ICSI @ Berkeley during my postdoc research study. I received my Ph.D. from University of Toronto, Canada in 2008.
In my research, I focus on learning algorithms relating to understanding natural language. My research include topics relating to natural language understanding, semantic tagging of natural user utterances of human to machine conversations, text analysis, document summarization, question answering, co-reference resolution, to name a few. In addition, i am interested in deep learning algorithms including sequence to sequence learning, word and sentence embedding learning, semi and unsupervised learning and sequence tagging.
My updated CV can be found here (Last Update: August 2016)
My research interests include:
Natural Language Processing
Applications of Deep Learning on Conversational Understanding
Spoken Dialog Systems
Salient Concept Detection in Text, Multi-Document Summarization and Question Answering
Established: February 1, 2016
Established: May 1, 2013
Spoken language understanding (SLU) is an emerging field in between the areas of speech processing and natural language processing. The term spoken language understanding has largely been coined for targeted understanding of human speech directed at machines. This project covers our research on SLU tasks such as domain detection, intent determination, and slot filling, using data-driven methods. Projects Deeper Understanding: Moving beyond shallow targeted understanding towards building domain independent SLU models. Scaling SLU: Quickly bootstrapping SLU…
An Overview of End-to-End Language Understanding and Dialog Management for Personal Digital AssistantsRuhi Sarikaya, Paul A. Crook, Alex Marin, Minwoo Jeong, Jean-Philippe Robichaud, Asli Celikyilmaz, Young-Bum Kim, Alexandre Rochette, Omar Z. Khan, Derek (Xiaohu) Liu, Daniel Boies, Tasos Anastasakos, Zhaleh Feizollahi, Nikhil Ramesh, Hisami Suzuki, Roman Holenstein, Elizabeth Krawczyk, Vasiliy Radostev, in 2016 IEEE Workshop on Spoken Language Technology, IEEE, December 11, 2016,
A New Pre-training Method for Training Deep Learning Models with Application to Spoken Language UnderstandingAsli Celikyilmaz, Ruhi Sarikaya, Dilek Hakkani-Tür, Xiaohu Liu, Nikhil Ramesh, Gokhan Tur, Proceedings of The 17th Annual Meeting of the International Speech Communication Association (INTERSPEECH 2016), July 21, 2016,
Enriching Word Embeddings Using Knowledge Graph for Semantic Tagging in Conversational Dialog SystemsAsli Celikyilmaz, Dilek Hakkani-Tür, Panupong Pasupat, Ruhi Sarikaya, AAAI - Association for the Advancement of Artificial Intelligence, January 19, 2015,
Probabilistic Enrichment of Knowledge Graph Entities for Relation Detection in Conversational UnderstandingDilek Hakkani-Tür, Asli Celikyilmaz, Larry Heck, Gokhan Tur, Geoff Zweig, in Proceedings of Interspeech, ISCA - International Speech Communication Association, September 1, 2014,
No Evidence Left Behind: Understanding Semantics in Dialogs using Relational Evidence Based LearningAsli Celikyilmaz, Dilek Hakkani-Tür, Minwoo Jeong, Practice of Machine Learning Conference 2014, Microsoft Redmond Campus, October 2014, March 6, 2014,
IsNL? A Discriminative Approach to Detect Natural Language Like Queries for Conversational UnderstandingAsli Celikyilmaz, Gokhan Tur, Dilek Hakkani-Tür, Annual Conference of the International Speech Communication Association (Interspeech), August 1, 2013,
Statistical Semantic Interpretation Modeling for Spoken Language Understanding with Enriched Semantic FeaturesAsli Celikyilmaz, Dilek Hakkani-Tür, Gokhan Tur, in IEEE Workshop on Spoken Language Technologies, December 1, 2012,
A Discriminative Classification-Based Approach to Information State Updates for a Multi-Domain Dialog SystemDilek Hakkani-Tür, Gokhan Tur, Larry Heck, Ashley Fidler, Asli Celikyilmaz, Annual Conference of the International Speech Communication Association (Interspeech), September 1, 2012,
February 28, 2017
Computer Science & Engineering Department of University of Washington
Asli Celikyilmaz. An Overview of Speech and Related Papers @ ACL 2012, In the Proc. of IEEE SLT Newsletter, 2012.
Asli Celikyilmaz, Dilek Hakkani-Tur, Hua He, Grzegorz Kondrak, Denilson Barbosa. The Actor-Topic Model for Extracting Social Networks in Literary Narrative, Neural Information Processing Systems NIPS 2010 in Machine Learning for Social Computing Workshop, Vancouver & Whistler, Canada.
Asli Celikyilmaz and Dilek Hakkani-Tür. A Hybrid Hierarchical Model for Multi-Document Summarization. ACL 2010 – The 48th Annual Meeting of the Association for Computational Linguistics, Uppsala, Sweden, July, 2010. (the acceptance rate: 25%)
Asli Celikyilmaz, Dilek Hakkani-Tür, and Gokhan Tur. LDA Based Similarity Modeling for Question Answering. NAACL-HLT 2010. Workshop on Semantic Search, Los Angeles, CA, June 2010.
Asli Celikyilmaz and Dilek Hakkani-Tür. A Graph-Based Semi-Supervised Learning for Question Semantic Labeling. NAACL-HLT 2010, Workshop on Semantic Search, Los Angeles, CA, June 2010.
Asli Celikyilmaz Semantic Question Answering System with Topic Models. NIPS 2010 – Workshop on Applications of Topic Models : Text and Beyond.
Asli Celikyilmaz and Dilek Hakkani-Tür. Extractive Summarization using A Latent Variable Model. Interspech 2010 – The Annual Conference of the International Speech Communication Association, Makuhari, Japan, September, 2010.
Asli Celikyilmaz, Dilek Hakkani-Tür, and Junlan Feng. Probabilistic Model-Based Sentiment Analysis of Twitter Messages SLT-2010 – IEEE Workshop on Spoken Language Technologies, Berkeley, CA, December 2010.
Asli Celikyilmaz & I. Burhan Turksen Information Extraction From Text – Dealing With Imprecise Data Fuzzy Systems by INTECH 2010 – Book Chapter
Asli Celikyilmaz and I. Burhan Turksen. Learning Semantic Similarity with Soft Computing. Information Sciences 2010
Asli Celikyilmaz and I. Burhan Turksen. Decision Making With Imprecise Parameters. International Journal of Approximate Reasoning (IJAR) Invited Paper, 2010.
Asli Celikyilmaz and Marcus Thint and Zhiheng Huang A Graph-based Semi-Supervised Learning for Question-Answering ACL 2009 – Association for Computational Linguistics. (the acceptance rate: 21%)
Asli Celikyilmaz Soft-Link Spectral Clustering for Information Extraction IEEE-ICSC 2009 – Third IEEE Int. Conf. on Semantic Computing. Winner of Best Paper Award.
Zhiheng Huang and Marcus Thint and Asli Celikyilmaz Investigation of Question Classifier in Question Answering EMNLP 2009 – Conference on Empirical Methods in Natural Language Processing. (the acceptance rate: 34%)
Zhiheng Huang and Guangping Zeng, W. Xu and Asli Celikyilmaz Accurate Semantic Class Classifier for Coreference Resolution. EMNLP 2009 – Conference on Empirical Methods in Natural Language Processing. (the acceptance rate: 34%)
Asli Celikyilmaz Graph-Based Semi-Supervised Learning for Learning Semantic Relations from Text WIML 2009 @ NIPS 2009 – Woman in Machine Learning Workshop.
Asli Celikyilmaz and I. Burhan Turksen Spectral Learning with Type-2 Fuzzy Numbers for Question/Answering System IFSA 2009– World Congress EUSFLAT Conference 2009
Asli Celikyilmaz and I. Burhan Turksen Kernel Based Hybrid Fuzzy Clustering for Non-Linear Fuzzy Classifiers NAFIPS 2009 – Int. Conf. of North American Fuzzy Information Processing Society.
Asli Celikyilmaz and I. Burhan Turksen Modeling Uncertainty with Fuzzy Logic: With Recent Theory and Applications. Springer Book 2009.
Asli Celikyilmaz A Soft Link Spectral Model for Link Prediction. International Journal of Semantic Computing 3:4 2009.
Asli Celikyilmaz and I. Burhan Turksen. Increasing Accuracy of Two Class Pattern Recognition with Improved Fuzzy Functions. Expert Systems with Applications, 36, 2009.
Asli Celikyilmaz and I. Burhan Turksen. Genetic Fuzzy System Based on Improved Fuzzy Functions. Journal of Computers 4:2 2009.
Asli Celikyilmaz and I. Burhan. Semantic Approach to Textual Entailment for Question Answering TurksenICCI 2008 – IEEE International Conference on Cognitive Informatics.
Asli Celikyilmaz and I. Burhan. Analysis of Interim Fuzzy Functions, IMS2008 – 6th Int. Symposium of Intelligent and Manufacturing Systems.
Asli Celikyilmaz and I. Burhan Type-2 Fuzzy Classifier Ensembles for Text Entailment Asli Celikyilmaz and I.Burhan Turksen JCIS 2008 – Joint Conference on Information Sciences.
Asli Celikyilmaz and I. Burhan Uncertainty Bounds of Fuzzy C-Regression Method Asli Celikyilmaz and I. Burhan Turksen WCCI 2008 – IEEE Int. Conference on Fuzzy Systems-World Congress on Computational Intelligence.
Asli Celikyilmaz and I. Burhan. Genetic Type-2 Fuzzy Classifier Functions Asli Celikyilmaz and I. Burhan Turksen NAFIPS 2008 – Int. Conf. of North American Fuzzy Information Processing Society.
Asli Celikyilmaz and I. Burhan. A Type-2 Fuzzy C-regression Method Asli Celikyilmaz and I. Burhan Turksen IPMU 2008 – Int. Conf. on Inform. Process. and Management of Uncertainty in Knowledge-Based Systems.
Asli Celikyilmaz and I. Burhan. Uncertainty modeling with evolutionary improved fuzzy functions approach Uncertainty Modeling with Evolutionary Improved Fuzzy Functions Approach Asli Celikyilmaz and I. Burhan Turksen IEEE Systems, Man, and Cybernetics- Part B 38:4 2008.
Asli Celikyilmaz and I. Burhan. Enhanced Fuzzy System Models with Improved Fuzzy Clustering Algorithm Asli Celikyilmaz and I. Burhan Turksen IEEE Transactions on Fuzzy Systems 16:3 2008.
Asli Celikyilmaz and I. Burhan. Validation Criteria for Enhanced Fuzzy Clustering Asli Celikyilmaz and I. Burhan Turksen Pattern Recognition Letters 29 2008.
Asli Celikyilmaz and I. Burhan A New Classifier Design with Fuzzy Functions Asli Celikyilmaz and I. Burhan Turksen RSKT 2007 – International Conference on Rough Sets and Knowledge Technology.
Asli Celikyilmaz and I. Burhan Evolution of Fuzzy System Models: An Overview and New Directions Asli Celikyilmaz and I. Burhan Turksen RSKT 2007 – International Conference on Rough Sets and Knowledge Technology.
Asli Celikyilmaz and I. Burhan. Type 2 Fuzzy System Models with Improved Fuzzy Functions. NAFIPS 2007 – Int. Conf. of North American Fuzzy Information Processing Society. Winner of Best Student Paper Award.
Asli Celikyilmaz and I. Burhan Evolutionary Fuzzy System Models with Improved Fuzzy Functions and Its Application to Industrial Process IEEE-SMC 2007 – IEEE International Conference on Systems, Man, Cybernetics.
Asli Celikyilmaz and I. Burhan Improved Interval Valued Fuzzy Reasoning with Evolutionary Computing JCIS 2007 – International Conference on Fuzzy Theory & Technology.
Asli Celikyilmaz and I. Burhan A New Cluster Validity Index with Fuzzy Functions. IFSA 2007– World Congress EUSFLAT Conference.
Asli Celikyilmaz and I. Burhan Fuzzy Functions with Support Vector Machines. Information Sciences 177 2007
Asli Celikyilmaz and I. Burhan. Comparison of Fuzzy Functions with Fuzzy Rule Bases, International Journal of Fuzzy Systems 8:3 2006.
- Local Chair of Spoken Language Technologies Workshop – SLT 2014
- Area Chair for Dialog and Interactive Systems at ACL 2014
- Co-Chair for the NAFIPS Soft Computing Conference in Berkeley, CA, 2012
- Program Committee member for:
- Association of Computational Linguistics (ACL) 2012-2014
- Special Interest Group on Discourse and Dialog (SIGDIAL) 2014
- International Conference on Computational Linguistics (COLING) 2014
- Association of Computational Linguistics Student Research Workshop (ACL-SRW) 2013-2015
- Neural Information Processing Systems (NIPS) 2012-2013
- Transactions of Audio, Speech and Language Processing (T-ASL) 2012-2014
- Annual Conf. of the Int. Speech Communication Association (InterSpeech) 2010-2013
- IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP) 2012-2015
- IEEE Workshop on Spoken Language Technology, 2010-2014
- International Conference on Semantic Computing (ISCS) 2010-2013
- NEW! Organizing “Spoken Language Understanding and Interactions” Workshop at NIPS 2015. Details coming soon…
- NAACL 2016 Area Chair.
- Invited Talk at IEEE Signal Processing Society Santa Clara Chapter, Nov. 2014.
- Presenting a long paper at EMNLP 2014.
- Serving as area chair for Dialogue and Interactive Systems at ACL 2014.
- Local Committee Chair for IEEE SLT 2014.
- Looking for enthusiastic research interns (PhD level). Please e-mail me if you are interested.
- NEW! Serving as a member of the ACL Conferences International Sponsorship Committee, North America Correspondent.
- Program committees (past 12 months): ACL’15, ACL Student Workshop, EMNLP’15, COLING’15, SIGDIAL’15, INTERSPEECH’15, ICASSP’15, NIPS’15, ACL 2014 Student Research Workshop, SIGDIAL 2014,, Coling 2014.
- Journal Reviewing: IEEE Transactions Signal Processing, Information Sciences, …