| 2026 | ACL | Analyzing and Internalizing Complex Policy Documents for LLM Agents. | Jiateng Liu, Zhenhailong Wang, Xiaojiang Huang, Yingjie Li, Xiang Li, Chenlei Guo, Xing Fan, Ruhi Sarikaya, Heng Ji |
| 2026 | WWW | WiNELL: Wikipedia Never-Ending Updating with LLM Agents. | Revanth Gangi Reddy, Tanay Dixit, Jiaxin Qin, Cheng Qian, Daniel Lee, Jiawei Han, Kevin Small, Xing Fan, Ruhi Sarikaya, Heng Ji |
| 2024 | EMNLP | EVEDIT: Event-based Knowledge Editing for Deterministic Knowledge Propagation. | Jiateng Liu, Pengfei Yu, Yuji Zhang, Sha Li, Zixuan Zhang, Ruhi Sarikaya, Kevin Small, Heng Ji |
| 2022 | SIGIR | Intelligent Conversational Agents for Ambient Computing. | Ruhi Sarikaya |
| 2021 | ACL | Learning Slice-Aware Representations with Mixture of Attentions. | Cheng Wang, Sungjin Lee, Sunghyun Park, Han Li, Young-Bum Kim, Ruhi Sarikaya |
| 2021 | EMNLP | A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems. | Sunghyun Park, Han Li, Ameen Patel, Sidharth Mudgal, Sungjin Lee, Young-Bum Kim, Spyros Matsoukas, Ruhi Sarikaya |
| 2020 | AAAI | Feedback-Based Self-Learning in Large-Scale Conversational AI Agents. | Pragaash Ponnusamy, Alireza Roshan Ghias, Chenlei Guo, Ruhi Sarikaya |
| 2019 | ICML | Learning Context-dependent Label Permutations for Multi-label Classification. | Jinseok Nam, Young-Bum Kim, Eneldo Loza Menca, Sunghyun Park, Ruhi Sarikaya, Johannes Frnkranz |
| 2019 | NAACL | Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding. | Jihwan Lee, Ruhi Sarikaya, Young-Bum Kim |
| 2019 | NAACL | Continuous Learning for Large-scale Personalized Domain Classification. | Han Li, Jihwan Lee, Sidharth Mudgal, Ruhi Sarikaya, Young-Bum Kim |
| 2018 | ACL | Efficient Large-Scale Neural Domain Classification with Personalized Attention. | Young-Bum Kim, Dongchan Kim, Anjishnu Kumar, Ruhi Sarikaya |
| 2018 | Interspeech | Contextual Slot Carryover for Disparate Schemas. | Chetan Naik, Arpit Gupta, Hancheng Ge, Lambert Mathias, Ruhi Sarikaya |
| 2018 | NAACL | A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding. | Young-Bum Kim, Dongchan Kim, Joo-Kyung Kim, Ruhi Sarikaya |
| 2017 | ASRU | Speaker-sensitive dual memory networks for multi-turn slot tagging. | Young-Bum Kim, Sungjin Lee, Ruhi Sarikaya |
| 2017 | EMNLP | Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources. | Joo-Kyung Kim, Young-Bum Kim, Ruhi Sarikaya, Eric Fosler-Lussier |
| 2017 | ICASSP | Remembering what you said: Semantic personalized memory for personal digital assistants. | Vipul Agarwal, Omar Zia Khan, Ruhi Sarikaya |
| 2016 | ACL | Scalable Semi-Supervised Query Classification Using Matrix Sketching. | Young-Bum Kim, Karl Stratos, Ruhi Sarikaya |
| 2016 | COLING | Frustratingly Easy Neural Domain Adaptation. | Young-Bum Kim, Karl Stratos, Ruhi Sarikaya |
| 2016 | COLING | Domainless Adaptation by Constrained Decoding on a Schema Lattice. | Young-Bum Kim, Karl Stratos, Ruhi Sarikaya |
| 2016 | EMNLP | Natural Language Model Re-usability for Scaling to Different Domains. | Young-Bum Kim, Alexandre Rochette, Ruhi Sarikaya |
| 2016 | Interspeech | A New Pre-Training Method for Training Deep Learning Models with Application to Spoken Language Understanding. | Asli Celikyilmaz, Ruhi Sarikaya, Dilek Hakkani-Tr, Xiaohu Liu, Nikhil Ramesh, Gkhan Tr |
| 2016 | Interspeech | Making Personal Digital Assistants Aware of What They Do Not Know. | Omar Zia Khan, Ruhi Sarikaya |
| 2016 | Interspeech | Personalized Natural Language Understanding. | Xiaohu Liu, Ruhi Sarikaya, Liang Zhao, Yong Ni, Yi-Cheng Pan |
| 2016 | Interspeech | Flexible, Rapid Authoring of Goal-Orientated, Multi-Turn Dialogues Using the Task Completion Platform. | Alex Marin, Paul A. Crook, Omar Zia Khan, Vasiliy Radostev, Khushboo Aggarwal, Ruhi Sarikaya |
| 2016 | NAACL | Task Completion Platform: A self-serve multi-domain goal oriented dialogue platform. | Paul A. Crook, Alex Marin, Vipul Agarwal, Khushboo Aggarwal, Tasos Anastasakos, Ravi Bikkula, Daniel Boies, Asli Celikyilmaz, Senthilkumar Chandramohan, Zhaleh Feizollahi, Roman Holenstein, Minwoo Jeong, Omar Zia Khan, Young-Bum Kim, Elizabeth Krawczyk, Xiaohu Liu, Danko Panic, Vasiliy Radostev, Nikhil Ramesh, Jean-Philippe Robichaud, Alexandre Rochette, Logan Stromberg, Ruhi Sarikaya |
| 2016 | NAACL | Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer. | Eun-Suk Yang, Young-Bum Kim, Ruhi Sarikaya, Yu-Seop Kim |
| 2015 | ACL | Compact Lexicon Selection with Spectral Methods. | Young-Bum Kim, Karl Stratos, Xiaohu Liu, Ruhi Sarikaya |
| 2015 | ACL | Pre-training of Hidden-Unit CRFs. | Young-Bum Kim, Karl Stratos, Ruhi Sarikaya |
| 2015 | ACL | New Transfer Learning Techniques for Disparate Label Sets. | Young-Bum Kim, Karl Stratos, Ruhi Sarikaya, Minwoo Jeong |
| 2015 | ASRU | A universal model for flexible item selection in conversational dialogs. | Asli Celikyilmaz, Zhaleh Feizollahi, Dilek Hakkani-Tr, Ruhi Sarikaya |
| 2015 | ASRU | Natural language understanding for partial queries. | Xiaohu Liu, Asli Celikyilmaz, Ruhi Sarikaya |
| 2015 | EMNLP | Part-of-speech Taggers for Low-resource Languages using CCA Features. | Young-Bum Kim, Benjamin Snyder, Ruhi Sarikaya |
| 2015 | ICASSP | Knowledge Graph Inference for spoken dialog systems. | Yi Ma, Paul A. Crook, Ruhi Sarikaya, Eric Fosler-Lussier |
| 2015 | Interspeech | Multi-language hypotheses ranking and domain tracking for open domain dialogue systems. | Paul A. Crook, Jean-Philippe Robichaud, Ruhi Sarikaya |
| 2015 | Interspeech | Hypotheses ranking and state tracking for a multi-domain dialog system using multiple ASR alternates. | Omar Zia Khan, Jean-Philippe Robichaud, Paul A. Crook, Ruhi Sarikaya |
| 2015 | Interspeech | Deep contextual language understanding in spoken dialogue systems. | Chunxi Liu, Puyang Xu, Ruhi Sarikaya |
| 2015 | Interspeech | The technology powering personal digital assistants. | Ruhi Sarikaya |
| 2015 | NAACL | Weakly Supervised Slot Tagging with Partially Labeled Sequences from Web Search Click Logs. | Young-Bum Kim, Minwoo Jeong, Karl Stratos, Ruhi Sarikaya |
| 2014 | EMNLP | Resolving Referring Expressions in Conversational Dialogs for Natural User Interfaces. | Asli Celikyilmaz, Zhaleh Feizollahi, Dilek Hakkani-Tr, Ruhi Sarikaya |
| 2014 | ICASSP | Extending domain coverage of language understanding systems via intent transfer between domains using knowledge graphs and search query click logs. | Ali El-Kahky, Xiaohu Liu, Ruhi Sarikaya, Gkhan Tr, Dilek Hakkani-Tr, Larry P. Heck |
| 2014 | ICASSP | Contextual domain classification in spoken language understanding systems using recurrent neural network. | Puyang Xu, Ruhi Sarikaya |
| 2014 | Interspeech | Learning phrase patterns for text classification using a knowledge graph and unlabeled data. | Alex Marin, Roman Holenstein, Ruhi Sarikaya, Mari Ostendorf |
| 2014 | Interspeech | Hypotheses ranking for robust domain classification and tracking in dialogue systems. | Jean-Philippe Robichaud, Paul A. Crook, Puyang Xu, Omar Zia Khan, Ruhi Sarikaya |
| 2014 | Interspeech | Shrinkage based features for slot tagging with conditional random fields. | Ruhi Sarikaya, Asli Celikyilmaz, Anoop Deoras, Minwoo Jeong |
| 2014 | Interspeech | Targeted feature dropout for robust slot filling in natural language understanding. | Puyang Xu, Ruhi Sarikaya |
| 2013 | ACL | Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression. | Asli Celikyilmaz, Dilek Hakkani-Tr, Gkhan Tr, Ruhi Sarikaya |
| 2013 | ASRU | Convolutional neural network based triangular CRF for joint intent detection and slot filling. | Puyang Xu, Ruhi Sarikaya |
| 2013 | ICASSP | Easy contextual intent prediction and slot detection. | Aditya Bhargava, Asli Celikyilmaz, Dilek Hakkani-Tr, Ruhi Sarikaya |
| 2013 | Interspeech | Deep belief network based semantic taggers for spoken language understanding. | Anoop Deoras, Ruhi Sarikaya |
| 2013 | Interspeech | Paraphrase features to improve natural language understanding. | Xiaohu Liu, Ruhi Sarikaya, Chris Brockett, Chris Quirk, William B. Dolan |
| 2013 | Interspeech | Exploiting shared information for multi-intent natural language sentence classification. | Puyang Xu, Ruhi Sarikaya |
| 2012 | Interspeech | Joint Decoding for Speech Recognition and Semantic Tagging. | Anoop Deoras, Ruhi Sarikaya, Gkhan Tr, Dilek Hakkani-Tr |
| 2011 | ICASSP | Deep belief nets for natural language call-routing. | Ruhi Sarikaya, Geoffrey E. Hinton, Bhuvana Ramabhadran |
| 2011 | Interspeech | Clustering with Modified Cosine Distance Learned from Constraints. | Leonid Rachevsky, Dimitri Kanevsky, Ruhi Sarikaya, Bhuvana Ramabhadran |
| 2011 | Interspeech | Shrinkage-Based Features for Natural Language Call Routing. | Ruhi Sarikaya, Stanley F. Chen, Bhuvana Ramabhadran |
| 2010 | ICASSP | Continuous space language modeling techniques. | Ruhi Sarikaya, Ahmad Emami, Mohamed Afify, Bhuvana Ramabhadran |
| 2010 | Interspeech | Impact of word classing on shrinkage-based language models. | Ruhi Sarikaya, Stanley F. Chen, Abhinav Sethy, Bhuvana Ramabhadran |
| 2010 | SIGMETRICS | Program behavior prediction using a statistical metric model. | Ruhi Sarikaya, Canturk Isci, Alper Buyuktosunoglu |
| 2009 | ASRU | Scaling shrinkage-based language models. | Stanley F. Chen, Lidia Mangu, Bhuvana Ramabhadran, Ruhi Sarikaya, Abhinav Sethy |
| 2009 | Interspeech | Iterative sentence-pair extraction from quasi-parallel corpora for machine translation. | Ruhi Sarikaya, Sameer Maskey, R. Zhang, Ea-Ee Jan, D. Wang, Bhuvana Ramabhadran, Salim Roukos |
| 2009 | NAACL | Tied-Mixture Language Modeling in Continuous Space. | Ruhi Sarikaya, Mohamed Afify, Brian Kingsbury |
| 2008 | Interspeech | Machine translation in continuous space. | Ruhi Sarikaya, Yonggang Deng, Mohamed Afify, Brian Kingsbury, Yuqing Gao |
| 2007 | ICASSP | Gaussian Mixture Language Models for Speech Recognition. | Mohamed Afify, Olivier Siohan, Ruhi Sarikaya |
| 2007 | ICASSP | Joint Morphological-Lexical Language Modeling (JMLLM) for Arabic. | Ruhi Sarikaya, Mohamed Afify, Yuqing Gao |
| 2007 | ICASSP | The Impact of ASR on Speech-to-Speech Translation Performance. | Ruhi Sarikaya, Bowen Zhou, Daniel Povey, Mohamed Afify, Yuqing Gao |
| 2007 | Interspeech | Context dependent word modeling for statistical machine translation using part-of-speech tags. | Ruhi Sarikaya, Yonggang Deng, Yuqing Gao |
| 2007 | NAACL | Joint Morphological-Lexical Language Modeling for Machine Translation. | Ruhi Sarikaya, Yonggang Deng |
| 2006 | ACL | Maximum Entropy Based Restoration of Arabic Diacritics. | Imed Zitouni, Jeffrey S. Sorensen, Ruhi Sarikaya |
| 2006 | ICASSP | IBM Mastor: Multilingual Automatic Speech-To-Speech Translator. | Yuqing Gao, Bowen Zhou, Liang Gu, Ruhi Sarikaya, Hong-Kwang Kuo, Antti-Veikko I. Rosti, Mohamed Afify, Weizhong Zhu |
| 2006 | Interspeech | On the use of morphological analysis for dialectal Arabic speech recognition. | Mohamed Afify, Ruhi Sarikaya, Hong-Kwang Jeff Kuo, Laurent Besacier, Yuqing Gao |
| 2006 | Interspeech | Maximum entropy modeling for diacritization of Arabic text. | Ruhi Sarikaya, Ossama Emam, Imed Zitouni, Yuqing Gao |
| 2005 | ICASSP | Rapid Language Model Development Using External Resources for New Spoken Dialog Domains. | Ruhi Sarikaya, Agustn Gravano, Yuqing Gao |
| 2005 | Interspeech | Exploiting unlabeled data using multiple classifiers for improved natural language call-routing. | Ruhi Sarikaya, Hong-Kwang Jeff Kuo, Vaibhava Goel, Yuqing Gao |
| 2004 | ICASSP | Fractional Fourier transform features for speech recognition. | Ruhi Sarikaya, Yuqing Gao, George Saon |
| 2004 | Interspeech | Fast semi-automatic semantic annotation for spoken dialog systems. | Ruhi Sarikaya, Yuqing Gao, Paola Virga |
| 2004 | NAACL | A Comparison of Rule-Based and Statistical Methods for Semantic Language Modeling and Confidence Measurement. | Ruhi Sarikaya, Yuqing Gao, Michael Picheny |
| 2003 | ICASSP | Word level confidence measurement using semantic features. | Ruhi Sarikaya, Yuqing Gao, Michael Picheny |
| 2002 | ICASSP | Robust speech recognition in Noisy Environments: The 2001 IBM spine evaluation system. | Brian Kingsbury, George Saon, Lidia Mangu, Mukund Padmanabhan, Ruhi Sarikaya |
| 2002 | ICASSP | Turn-Based Language Modeling for spoken dialog systems. | Ruhi Sarikaya, Yuqing Gao, Hakan Erdogan, Michael Picheny |
| 2002 | Interspeech | Semantic structured language models. | Hakan Erdogan, Ruhi Sarikaya, Yuqing Gao, Michael Picheny |
| 2001 | Interspeech | Robust speech recognition in noise: an evaluation using the SPINE corpus. | John H. L. Hansen, Ruhi Sarikaya, Umit H. Yapanel, Bryan L. Pellom |
| 2001 | Interspeech | Analysis of the root-cepstrum for acoustic modeling and fast decoding in speech recognition. | Ruhi Sarikaya, John H. L. Hansen |
| 2001 | Interspeech | Robust digit recognition in noise: an evaluation using the AURORA corpus. | Umit H. Yapanel, John H. L. Hansen, Ruhi Sarikaya, Bryan L. Pellom |
| 2000 | ICASSP | PCA-PMC: a novel use of a priori knowledge for fast parallel model combination. | Ruhi Sarikaya, John H. L. Hansen |
| 2000 | Interspeech | Audio stream phrase recognition for a national gallery of the spoken word: "one small step". | John H. L. Hansen, Bowen Zhou, Murat Akbacak, Ruhi Sarikaya, Bryan L. Pellom |
| 2000 | Interspeech | Improved Jacobian adaptation for fast acoustic model adaptation in noisy speech recognition. | Ruhi Sarikaya, John H. L. Hansen |
| 1999 | Interspeech | Auditory masking threshold estimation for broadband noise sources with application to speech enhancement. | Ruhi Sarikaya, John H. L. Hansen |
| 1998 | ICASSP | Subband based classification of speech under stress. | Ruhi Sarikaya, John N. Gowdy |
| 1998 | Interspeech | Robust speech activity detection in the presence of noise. | Ruhi Sarikaya, John H. L. Hansen |