Ruhi Sarikaya

Orcid: 0000-0003-2676-2831

According to our database1, Ruhi Sarikaya authored at least 124 papers between 1998 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
A Self-Learning Framework for Large-Scale Conversational AI Systems.
IEEE Comput. Intell. Mag., May, 2024

2022
Intelligent Conversational Agents for Ambient Computing: A Keynote at SIGIR 2022.
SIGIR Forum, December, 2022

Intelligent Conversational Agents for Ambient Computing.
Proceedings of the SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval, Madrid, Spain, July 11, 2022

2021
Human-AI Interactions Through A Gricean Lens.
CoRR, 2021

Learning Slice-Aware Representations with Mixture of Attentions.
CoRR, 2021

Handling Long-Tail Queries with Slice-Aware Conversational Systems.
CoRR, 2021

Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration.
CoRR, 2021

Feedback-Based Self-Learning in Large-Scale Conversational AI Agents.
AI Mag., 2021

A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems.
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

Learning Slice-Aware Representations with Mixture of Attentions.
Proceedings of the Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, 2021

2020
Large-scale Hybrid Approach for Predicting User Satisfaction with Conversational Agents.
CoRR, 2020

Feedback-Based Self-Learning in Large-Scale Conversational AI Agents.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Continuous Learning for Large-scale Personalized Domain Classification.
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019

Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding.
Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2019

Learning Context-dependent Label Permutations for Multi-label Classification.
Proceedings of the 36th International Conference on Machine Learning, 2019

2018
Differentiable Greedy Networks.
CoRR, 2018

Efficient Large-Scale Domain Classification with Personalized Attention.
CoRR, 2018

Coupled Representation Learning for Domains, Intents and Slots in Spoken Language Understanding.
Proceedings of the 2018 IEEE Spoken Language Technology Workshop, 2018

Direct Optimization of F-Measure for Retrieval-Based Personal Question Answering.
Proceedings of the 2018 IEEE Spoken Language Technology Workshop, 2018

A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding.
Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2018

Contextual Slot Carryover for Disparate Schemas.
Proceedings of the Interspeech 2018, 2018

Efficient Large-Scale Neural Domain Classification with Personalized Attention.
Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, 2018

2017
The Technology Behind Personal Digital Assistants: An overview of the system architecture and key components.
IEEE Signal Process. Mag., 2017

A Framework for pre-training hidden-unit conditional random fields and its extension to long short term memory networks.
Comput. Speech Lang., 2017

Remembering what you said: Semantic personalized memory for personal digital assistants.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources.
Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing, 2017

Speaker-sensitive dual memory networks for multi-turn slot tagging.
Proceedings of the 2017 IEEE Automatic Speech Recognition and Understanding Workshop, 2017

2016
An Empirical Investigation of Word Class-Based Features for Natural Language Understanding.
IEEE ACM Trans. Audio Speech Lang. Process., 2016

An overview of end-to-end language understanding and dialog management for personal digital assistants.
Proceedings of the 2016 IEEE Spoken Language Technology Workshop, 2016

Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer.
Proceedings of the NAACL HLT 2016, 2016


Flexible, Rapid Authoring of Goal-Orientated, Multi-Turn Dialogues Using the Task Completion Platform.
Proceedings of the Interspeech 2016, 2016

Personalized Natural Language Understanding.
Proceedings of the Interspeech 2016, 2016

Making Personal Digital Assistants Aware of What They Do Not Know.
Proceedings of the Interspeech 2016, 2016

A New Pre-Training Method for Training Deep Learning Models with Application to Spoken Language Understanding.
Proceedings of the Interspeech 2016, 2016

Natural Language Model Re-usability for Scaling to Different Domains.
Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing, 2016

Domainless Adaptation by Constrained Decoding on a Schema Lattice.
Proceedings of the COLING 2016, 2016

Frustratingly Easy Neural Domain Adaptation.
Proceedings of the COLING 2016, 2016

Scalable Semi-Supervised Query Classification Using Matrix Sketching.
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 2016

2015
Weakly Supervised Slot Tagging with Partially Labeled Sequences from Web Search Click Logs.
Proceedings of the NAACL HLT 2015, The 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Denver, Colorado, USA, May 31, 2015

The technology powering personal digital assistants.
Proceedings of the INTERSPEECH 2015, 2015

Deep contextual language understanding in spoken dialogue systems.
Proceedings of the INTERSPEECH 2015, 2015

Hypotheses ranking and state tracking for a multi-domain dialog system using multiple ASR alternates.
Proceedings of the INTERSPEECH 2015, 2015

Multi-language hypotheses ranking and domain tracking for open domain dialogue systems.
Proceedings of the INTERSPEECH 2015, 2015

Knowledge Graph Inference for spoken dialog systems.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

S-vector: A discriminative representation derived from i-vector for speaker verification.
Proceedings of the 23rd European Signal Processing Conference, 2015

Part-of-speech Taggers for Low-resource Languages using CCA Features.
Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 2015

Natural language understanding for partial queries.
Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015

A universal model for flexible item selection in conversational dialogs.
Proceedings of the 2015 IEEE Workshop on Automatic Speech Recognition and Understanding, 2015

New Transfer Learning Techniques for Disparate Label Sets.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

Pre-training of Hidden-Unit CRFs.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

Compact Lexicon Selection with Spectral Methods.
Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing of the Asian Federation of Natural Language Processing, 2015

Enriching Word Embeddings Using Knowledge Graph for Semantic Tagging in Conversational Dialog Systems.
Proceedings of the 2015 AAAI Spring Symposia, 2015

2014
Application of Deep Belief Networks for Natural Language Understanding.
IEEE ACM Trans. Audio Speech Lang. Process., 2014

A discriminative model based entity dictionary weighting approach for spoken language understanding.
Proceedings of the 2014 IEEE Spoken Language Technology Workshop, 2014

A Latent Dirichlet Allocation Based Front-End for Speaker Verification.
Proceedings of the Odyssey 2014: The Speaker and Language Recognition Workshop, 2014

Targeted feature dropout for robust slot filling in natural language understanding.
Proceedings of the INTERSPEECH 2014, 2014

Shrinkage based features for slot tagging with conditional random fields.
Proceedings of the INTERSPEECH 2014, 2014

Hypotheses ranking for robust domain classification and tracking in dialogue systems.
Proceedings of the INTERSPEECH 2014, 2014

Learning phrase patterns for text classification using a knowledge graph and unlabeled data.
Proceedings of the INTERSPEECH 2014, 2014

Contextual domain classification in spoken language understanding systems using recurrent neural network.
Proceedings of the IEEE International Conference on Acoustics, 2014

Extending domain coverage of language understanding systems via intent transfer between domains using knowledge graphs and search query click logs.
Proceedings of the IEEE International Conference on Acoustics, 2014

Resolving Referring Expressions in Conversational Dialogs for Natural User Interfaces.
Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, 2014

2013
Runtime Application Behavior Prediction Using a Statistical Metric Model.
IEEE Trans. Computers, 2013

Improving Statistical Machine Translation Using Bayesian Word Alignment and Gibbs Sampling.
IEEE Trans. Speech Audio Process., 2013

Joint Discriminative Decoding of Words and Semantic Tags for Spoken Language Understanding.
IEEE Trans. Speech Audio Process., 2013

Exploiting shared information for multi-intent natural language sentence classification.
Proceedings of the INTERSPEECH 2013, 2013

Paraphrase features to improve natural language understanding.
Proceedings of the INTERSPEECH 2013, 2013

Deep belief network based semantic taggers for spoken language understanding.
Proceedings of the INTERSPEECH 2013, 2013

Easy contextual intent prediction and slot detection.
Proceedings of the IEEE International Conference on Acoustics, 2013

Convolutional neural network based triangular CRF for joint intent detection and slot filling.
Proceedings of the 2013 IEEE Workshop on Automatic Speech Recognition and Understanding, 2013

Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression.
Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics, 2013

2012
Bottleneck features for speaker recognition.
Proceedings of the Odyssey 2012: The Speaker and Language Recognition Workshop, 2012

Joint Decoding for Speech Recognition and Semantic Tagging.
Proceedings of the INTERSPEECH 2012, 2012

2011
Performance prediction and shrinking language models.
Proceedings of the 2011 Symposium on Machine Learning in Speech and Language Processing, 2011

Shrinkage-Based Features for Natural Language Call Routing.
Proceedings of the INTERSPEECH 2011, 2011

Clustering with Modified Cosine Distance Learned from Constraints.
Proceedings of the INTERSPEECH 2011, 2011

Deep belief nets for natural language call-routing.
Proceedings of the IEEE International Conference on Acoustics, 2011

2010
A Unified Prediction Method for Predicting Program Behavior.
IEEE Trans. Computers, 2010

Towards building effective language translation systems.
Proceedings of the 2nd Workshop on Spoken Language Technologies for Under-Resourced Languages, 2010

Program behavior prediction using a statistical metric model.
Proceedings of the SIGMETRICS 2010, 2010

Impact of word classing on shrinkage-based language models.
Proceedings of the INTERSPEECH 2010, 2010

Runtime workload behavior prediction using statistical metric modeling with application to dynamic power management.
Proceedings of the 2010 IEEE International Symposium on Workload Characterization, 2010

Continuous space language modeling techniques.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
Introduction to the Special Issue on Processing Morphologically Rich Languages.
IEEE Trans. Speech Audio Process., 2009

Arabic diacritic restoration approach based on maximum entropy models.
Comput. Speech Lang., 2009

Tied-Mixture Language Modeling in Continuous Space.
Proceedings of the Human Language Technologies: Conference of the North American Chapter of the Association of Computational Linguistics, Proceedings, May 31, 2009

Iterative sentence-pair extraction from quasi-parallel corpora for machine translation.
Proceedings of the INTERSPEECH 2009, 2009

Scaling shrinkage-based language models.
Proceedings of the 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, 2009

2008
Joint Morphological-Lexical Language Modeling for Processing Morphologically Rich Languages With Application to Dialectal Arabic.
IEEE Trans. Speech Audio Process., 2008

Rapid bootstrapping of statistical spoken dialogue systems.
Speech Commun., 2008

Machine translation in continuous space.
Proceedings of the INTERSPEECH 2008, 2008

2007
Joint Morphological-Lexical Language Modeling for Machine Translation.
Proceedings of the Human Language Technology Conference of the North American Chapter of the Association of Computational Linguistics, 2007

Context dependent word modeling for statistical machine translation using part-of-speech tags.
Proceedings of the INTERSPEECH 2007, 2007

Predicting Program Behavior Based On Objective Function Minimization.
Proceedings of the IEEE 10th International Symposium on Workload Characterization, 2007

The Impact of ASR on Speech-to-Speech Translation Performance.
Proceedings of the IEEE International Conference on Acoustics, 2007

Joint Morphological-Lexical Language Modeling (JMLLM) for Arabic.
Proceedings of the IEEE International Conference on Acoustics, 2007

Gaussian Mixture Language Models for Speech Recognition.
Proceedings of the IEEE International Conference on Acoustics, 2007

2006
Maximum entropy modeling for diacritization of Arabic text.
Proceedings of the INTERSPEECH 2006, 2006

On the use of morphological analysis for dialectal Arabic speech recognition.
Proceedings of the INTERSPEECH 2006, 2006

IBM Mastor: Multilingual Automatic Speech-To-Speech Translator.
Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

Maximum Entropy Based Restoration of Arabic Diacritics.
Proceedings of the ACL 2006, 2006

2005
Semantic confidence measurement for spoken dialog systems.
IEEE Trans. Speech Audio Process., 2005

Using semantic analysis to improve speech recognition performance.
Comput. Speech Lang., 2005

Exploiting unlabeled data using multiple classifiers for improved natural language call-routing.
Proceedings of the INTERSPEECH 2005, 2005

Rapid Language Model Development Using External Resources for New Spoken Dialog Domains.
Proceedings of the 2005 IEEE International Conference on Acoustics, 2005

2004
A Comparison of Rule-Based and Statistical Methods for Semantic Language Modeling and Confidence Measurement.
Proceedings of HLT-NAACL 2004: Short Papers, Boston, Massachusetts, USA, May 2-7, 2004, 2004

Fast semi-automatic semantic annotation for spoken dialog systems.
Proceedings of the INTERSPEECH 2004, 2004

Fractional Fourier transform features for speech recognition.
Proceedings of the 2004 IEEE International Conference on Acoustics, 2004

2003
Word level confidence measurement using semantic features.
Proceedings of the 2003 IEEE International Conference on Acoustics, 2003

2002
Semantic structured language models.
Proceedings of the 7th International Conference on Spoken Language Processing, ICSLP2002, 2002

Turn-Based Language Modeling for spoken dialog systems.
Proceedings of the IEEE International Conference on Acoustics, 2002

Robust speech recognition in Noisy Environments: The 2001 IBM spine evaluation system.
Proceedings of the IEEE International Conference on Acoustics, 2002

2001
Fast likelihood computation techniques in nearest-neighbor based search for continuous speech recognition.
IEEE Signal Process. Lett., 2001

Robust digit recognition in noise: an evaluation using the AURORA corpus.
Proceedings of the EUROSPEECH 2001 Scandinavia, 2001

Analysis of the root-cepstrum for acoustic modeling and fast decoding in speech recognition.
Proceedings of the EUROSPEECH 2001 Scandinavia, 2001

Robust speech recognition in noise: an evaluation using the SPINE corpus.
Proceedings of the EUROSPEECH 2001 Scandinavia, 2001

2000
High resolution speech feature parametrization for monophone-based stressed speech recognition.
IEEE Signal Process. Lett., 2000

Improved Jacobian adaptation for fast acoustic model adaptation in noisy speech recognition.
Proceedings of the Sixth International Conference on Spoken Language Processing, 2000

Audio stream phrase recognition for a national gallery of the spoken word: "one small step".
Proceedings of the Sixth International Conference on Spoken Language Processing, 2000

PCA-PMC: a novel use of a priori knowledge for fast parallel model combination.
Proceedings of the IEEE International Conference on Acoustics, 2000

1999
Auditory masking threshold estimation for broadband noise sources with application to speech enhancement.
Proceedings of the Sixth European Conference on Speech Communication and Technology, 1999

1998
Robust speech activity detection in the presence of noise.
Proceedings of the 5th International Conference on Spoken Language Processing, Incorporating The 7th Australian International Speech Science and Technology Conference, Sydney Convention Centre, Sydney, Australia, 30th November, 1998

Subband based classification of speech under stress.
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998


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