An hybrid language model for a continuous dictation prototype. - Kamel Smaïli; Imed Zitouni; François Charpillet; Jean Paul Haton (EUROSPEECH, 1997)

A language modeling based on a hierarchical approach: m_n^v. - Imed Zitouni (ICSLP, 1998)

A comparative study between polyclass and multiclass language models. - Imed Zitouni; Kamel Smaïli; Jean Paul Haton; Sabine Deligne; Frédéric Bimbot (ICSLP, 1998)

A first evaluation campaign for language models. - Michèle Jardino; Frédéric Bimbot; Stéphane Igounet; Kamel Smaïli; Imed Zitouni; Marc El-Bèze (LREC, 1998)

Automatic and manual clustering for large vocabulary speech recognition: a comparative study. - Kamel Smaïli; Armelle Brun; Imed Zitouni; Jean Paul Haton (EUROSPEECH, 1999)

Variable-length sequence language model for large vocabulary continuous dictation machine. - Imed Zitouni; Jean-François Mari; Kamel Smaïli; Jean Paul Haton (EUROSPEECH, 1999)

Beyond the conventional statistical language models: the variable-length sequences approach. - Imed Zitouni; Kamel Smaïli; Jean Paul Haton (INTERSPEECH, 2000)

Modélisation du langage pour les systèmes de reconnaissance de la parole destinés aux grands vocabulaires : application à MAUD. - Imed Zitouni (2000)

Statistical language model based on a hierarchical approach: MCnv. - Imed Zitouni; Kamel Smaïli; Jean Paul Haton (INTERSPEECH, 2001)

A Comparative Study of Topic Identification on Newspaper and E-mail. - Brigitte Bigi; Armelle Brun; Jean Paul Haton; Kamel Smaïli; Imed Zitouni (SPIRE, 2001)

An alternative scheme for perplexity estimation and its assessment for the evaluation of language models. - Frédéric Bimbot; Marc El-Bèze; Stéphane Igounet; Michèle Jardino; Kamel Smaïli; Imed Zitouni (Comput. Speech Lang., 2001)

Adaptive language models for spoken dialogue systems. - Roger Argiles Solsona; Eric Fosler-Lussier; Hong-Kwang Jeff Kuo; Alexandros Potamianos; Imed Zitouni (ICASSP, 2002)

Combination of boosting and discriminative training for natural language call steering systems. - Imed Zitouni; Hong-Kwang Jeff Kuo; Chin-Hui Lee (ICASSP, 2002)

Discriminative training for call classification and routing. - Hong-Kwang Jeff Kuo; Chin-Hui Lee; Imed Zitouni; Eric Fosler-Lussier; Egbert Ammicht (INTERSPEECH, 2002)

Orientel: speech-based interactive communication applications for the mediterranean and the middle east. - Imed Zitouni; Joseph P. Olive; Dorota J. Iskra; Khalid Choukri; Ossama Emam; Oren Gedge; Emmanuel Maragoudakis; Herbert S. Tropf; Asunción Moreno; Albino Nogueiras Rodríguez; Barbara Heuft; Rainer Siemund (INTERSPEECH, 2002)

Backoff hierarchical class n-gram language modelling for automatic speech recognition systems. - Imed Zitouni; Olivier Siohan; Hong-Kwang Jeff Kuo; Chin-Hui Lee (INTERSPEECH, 2002)

OrienTel - Multilingual access to interactive communication services for the Mediterranean and the Middle East. - Rainer Siemund; Barbara Heuft; Khalid Choukri; Ossama Emam; Emmanuel Maragoudakis; Herbert S. Tropf; Oren Gedge; Sherrie Shammass; Asunción Moreno; Albino Nogueiras Rodríguez; Imed Zitouni; Dorota J. Iskra (LREC, 2002)

A hierarchical language model based on variable-length class sequences: the MCnnu approach. - Imed Zitouni (IEEE Trans. Speech Audio Process., 2002)

Minimum verification error training for topic verification. - Hong-Kwang Jeff Kuo; Chin-Hui Lee; Imed Zitouni; Eric Fosler-Lussier (ICASSP (1), 2003)

Hierarchical class n-gram language models: towards better estimation of unseen events in speech recognition. - Imed Zitouni; Olivier Siohan; Chin-Hui Lee (INTERSPEECH, 2003)

Statistical language modeling based on variable-length sequences. - Imed Zitouni; Kamel Smaïli; Jean Paul Haton (Comput. Speech Lang., 2003)

Boosting and combination of classifiers for natural language call routing systems. - Imed Zitouni; Hong-Kwang Jeff Kuo; Chin-Hui Lee (Speech Commun., 2003)

Prediction-based packet loss concealment for voice over IP: a statistical n-gram approach. - Minkyu Lee; Imed Zitouni; Qiru Zhou (GLOBECOM, 2004)

Discriminative training of naive Bayes classifiers for natural language call routing. - Hui Jiang 001; Pengfei Liu; Imed Zitouni (INTERSPEECH, 2004)

On a n-gram model approach for packet loss concealment. - Minkyu Lee; Imed Zitouni; Qiru Zhou (INTERSPEECH, 2004)

Constrained minimization technique for topic identification using discriminative training and support vector machines. - Imed Zitouni; Minkyu Lee; Hui Jiang 001 (INTERSPEECH, 2004)

OrienTel - Telephony Databases Across Northern Africa and the Middle East. - Dorota J. Iskra; Rainer Siemund; Jamal Borno; Asunción Moreno; Ossama Emam; Khalid Choukri; Oren Gedge; Herbert S. Tropf; Albino Nogueiras; Imed Zitouni; Anastasios Tsopanoglou; Nikos Fakotakis (LREC, 2004)

Media services in SIP networks. - Imed Zitouni; Qiru Zhou; Minkyu Lee; Peter J. Danielsen (Bell Labs Tech. J., 2004)

The Impact of Morphological Stemming on Arabic Mention Detection and Coreference Resolution. - Imed Zitouni; Jeffrey Sorensen; Xiaoqiang Luo; Radu Florian (SEMITIC@ACL, 2005)

Discriminative training and support vector machine for natural language call routing. - Imed Zitouni; Hui Jiang 001; Qiru Zhou (INTERSPEECH, 2005)

Multi-Lingual Coreference Resolution With Syntactic Features. - Xiaoqiang Luo; Imed Zitouni (HLT/EMNLP, 2005)

Factorizing Complex Models: A Case Study in Mention Detection. - Radu Florian; Hongyan Jing; Nanda Kambhatla; Imed Zitouni (ACL, 2006)

Maximum Entropy Based Restoration of Arabic Diacritics. - Imed Zitouni; Jeffrey S. Sorensen; Ruhi Sarikaya (ACL, 2006)

Maximum entropy modeling for diacritization of Arabic text. - Ruhi Sarikaya; Ossama Emam; Imed Zitouni; Yuqing Gao (INTERSPEECH, 2006)

Backoff hierarchical class n-gram language models: effectiveness to model unseen events in speech recognition. - Imed Zitouni (Comput. Speech Lang., 2007)

When Harry Met Harri: Cross-lingual Name Spelling Normalization. - Fei Huang 002; Ahmad Emami; Imed Zitouni (EMNLP, 2008)

Mention Detection Crossing the Language Barrier. - Imed Zitouni; Radu Florian (EMNLP, 2008)

Hierarchical linear discounting class N-gram language models: A multilevel class hierarchy approach. - Imed Zitouni; Qiru Zhou (ICASSP, 2008)

Rich morphology based n-gram language models for Arabic. - Ahmad Emami; Imed Zitouni; Lidia Mangu (INTERSPEECH, 2008)

Constrained Minimization and Discriminative Training for Natural Language Call Routing. - Imed Zitouni (IEEE Trans. Speech Audio Process., 2008)

Syntactic features for Arabic speech recognition. - Hong-Kwang Jeff Kuo; Lidia Mangu; Ahmad Emami; Imed Zitouni; Young-Suk Lee 001 (ASRU, 2009)

Classifier Combination Techniques Applied to Coreference Resolution. - Smita Vemulapalli; Xiaoqiang Luo; John F. Pitrelli; Imed Zitouni (HLT-NAACL (Student Research Workshop and Doctoral Consortium), 2009)

Arabic diacritic restoration approach based on maximum entropy models. - Imed Zitouni; Ruhi Sarikaya (Comput. Speech Lang., 2009)

Morphology-Based Segmentation Combination for Arabic Mention Detection. - Yassine Benajiba; Imed Zitouni (ACM Trans. Asian Lang. Inf. Process., 2009)

Cross-Language Information Propagation for Arabic Mention Detection. - Imed Zitouni; Radu Florian (ACM Trans. Asian Lang. Inf. Process., 2009)

A Cascaded Approach to Mention Detection and Chaining in Arabic. - Imed Zitouni; Xiaoqiang Luo; Radu Florian (IEEE Trans. Speech Audio Process., 2009)

Arabic Named Entity Recognition: Using Features Extracted from Noisy Data. - Yassine Benajiba; Imed Zitouni; Mona T. Diab; Paolo Rosso (ACL (2), 2010)

Enhancing Mention Detection Using Projection via Aligned Corpora. - Yassine Benajiba; Imed Zitouni (EMNLP, 2010)

Improving Mention Detection Robustness to Noisy Input. - Radu Florian; John F. Pitrelli; Salim Roukos; Imed Zitouni (EMNLP, 2010)

Morphological and syntactic features for Arabic speech recognition. - Hong-Kwang Jeff Kuo; Lidia Mangu; Ahmad Emami; Imed Zitouni (ICASSP, 2010)

Augmented context features for Arabic speech recognition. - Ahmad Emami; Hong-Kwang Jeff Kuo; Imed Zitouni; Lidia Mangu (INTERSPEECH, 2010)

Arabic Word Segmentation for Better Unit of Analysis. - Yassine Benajiba; Imed Zitouni (LREC, 2010)

Arabic Mention Detection: Toward Better Unit of Analysis. - Yassine Benajiba; Imed Zitouni (HLT-NAACL, 2010)

Using Bagging and Boosting Techniques for Improving Coreference Resolution. - Smita Vemulapalli; Xiaoqiang Luo; John F. Pitrelli; Imed Zitouni (Informatica (Slovenia), 2010)

Introduction to Arabic Natural Language Processing Nizar Y. Habash (Columbia University) Morgan & Claypool (Synthesis Lectures on Human Language Technologies, edited by Graeme Hirst, volume 10), 2010, xvii+167 pp; paperbound, ISBN 978-1-59829-795-9, $40.00; ebook, ISBN 978-1-59829-796-6, $30.00 or by subscription. - Imed Zitouni (Comput. Linguistics, 2011)

Relevance dimensions in preference-based IR evaluation. - Jin Young Kim 005; Gabriella Kazai; Imed Zitouni (SIGIR, 2013)

Machine-Assisted Search Preference Evaluation. - Ahmed Hassan Awadallah; Imed Zitouni (CIKM, 2014)

Comparing client and server dwell time estimates for click-level satisfaction prediction. - Youngho Kim; Ahmed Hassan Awadallah; Ryen W. White; Imed Zitouni (SIGIR, 2014)

Modeling dwell time to predict click-level satisfaction. - Youngho Kim; Ahmed Hassan Awadallah; Ryen W. White; Imed Zitouni (WSDM, 2014)

Contextual and dimensional relevance judgments for reusable SERP-level evaluation. - Peter B. Golbus; Imed Zitouni; Jin Young Kim 005; Ahmed Hassan Awadallah; Fernando Diaz 001 (WWW, 2014)

Transliteration normalization for Information Extraction and Machine Translation. - Yuval Marton; Imed Zitouni (J. King Saud Univ. Comput. Inf. Sci., 2014)

Aligned-Parallel-Corpora Based Semi-Supervised Learning for Arabic Mention Detection. - Imed Zitouni; Yassine Benajiba (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

Relation Extraction. - Vittorio Castelli; Imed Zitouni (NLP of Semitic Languages, 2014)

Toward Predicting the Outcome of an A/B Experiment for Search Relevance. - Lihong Li 001; Jin Young Kim 005; Imed Zitouni (WSDM, 2015)

Automatic Online Evaluation of Intelligent Assistants. - Jiepu Jiang; Ahmed Hassan Awadallah; Rosie Jones; Umut Ozertem; Imed Zitouni; Ranjitha Gurunath Kulkarni; Omar Zia Khan (WWW, 2015)

Understanding User Satisfaction with Intelligent Assistants. - Julia Kiseleva; Kyle Williams 001; Jiepu Jiang; Ahmed Hassan Awadallah; Aidan C. Crook; Imed Zitouni; Tasos Anastasakos (CHIIR, 2016)

Learning to Account for Good Abandonment in Search Success Metrics. - Madian Khabsa; Aidan C. Crook; Ahmed Hassan Awadallah; Imed Zitouni; Tasos Anastasakos; Kyle Williams 001 (CIKM, 2016)

Predicting User Satisfaction with Intelligent Assistants. - Julia Kiseleva; Kyle Williams 001; Ahmed Hassan Awadallah; Aidan C. Crook; Imed Zitouni; Tasos Anastasakos (SIGIR, 2016)

Is This Your Final Answer?: Evaluating the Effect of Answers on Good Abandonment in Mobile Search. - Kyle Williams 001; Julia Kiseleva; Aidan C. Crook; Imed Zitouni; Ahmed Hassan Awadallah; Madian Khabsa (SIGIR, 2016)

Quality Management in Crowdsourcing using Gold Judges Behavior. - Gabriella Kazai; Imed Zitouni (WSDM, 2016)

Detecting Good Abandonment in Mobile Search. - Kyle Williams 001; Julia Kiseleva; Aidan C. Crook; Imed Zitouni; Ahmed Hassan Awadallah; Madian Khabsa (WWW, 2016)

Beyond Success Rate: Utility as a Search Quality Metric for Online Experiments. - Widad Machmouchi; Ahmed Hassan Awadallah; Imed Zitouni; Georg Buscher (CIKM, 2017)

Deep Sequential Models for Task Satisfaction Prediction. - Rishabh Mehrotra; Ahmed Hassan Awadallah; Milad Shokouhi; Emine Yilmaz; Imed Zitouni; Ahmed El Kholy; Madian Khabsa (CIKM, 2017)

Does That Mean You're Happy?: RNN-based Modeling of User Interaction Sequences to Detect Good Abandonment. - Kyle Williams 003; Imed Zitouni (CIKM, 2017)

Hyperarticulation detection in repetitive voice queries using pairwise comparison for improved speech recognition. - Ranjitha Gurunath Kulkarni; Ahmed El Kholy; Ziad Al Bawab; Noha Alon; Imed Zitouni; Umut Ozertem; Shuangyu Chang (ICASSP, 2017)

Off-policy evaluation for slate recommendation. - Adith Swaminathan; Akshay Krishnamurthy; Alekh Agarwal; Miroslav Dudík; John Langford 001; Damien Jose; Imed Zitouni (NIPS, 2017)

User Interaction Sequences for Search Satisfaction Prediction. - Rishabh Mehrotra; Imed Zitouni; Ahmed Hassan Awadallah; Ahmed El Kholy; Madian Khabsa (SIGIR, 2017)

Identifying User Sessions in Interactions with Intelligent Digital Assistants. - Rishabh Mehrotra; Ahmed El Kholy; Imed Zitouni; Milad Shokouhi; Ahmed Hassan (WWW (Companion Volume), 2017)

Measuring User Satisfaction on Smart Speaker Intelligent Assistants Using Intent Sensitive Query Embeddings. - Seyyed Hadi Hashemi; Kyle Williams 003; Ahmed El Kholy; Imed Zitouni; Paul A. Crook (CIKM, 2018)

Impact of Domain and User's Learning Phase on Task and Session Identification in Smart Speaker Intelligent Assistants. - Seyyed Hadi Hashemi; Kyle Williams 003; Ahmed El Kholy; Imed Zitouni; Paul A. Crook (CIKM, 2018)

Enhancement of the word2vec Class-Based Language Modeling by Optimizing the Features Vector Using PCA. - Tiba Zaki Abdulhameed; Imed Zitouni; Ikhlas Abdel-Qader (EIT, 2018)

Bag of Experts Architectures for Model Reuse in Conversational Language Understanding. - Rahul Jha; Alex Marin; Suvamsh Shivaprasad; Imed Zitouni (NAACL-HLT (3), 2018)

Conversational Semantic Search: Looking Beyond Web Search, Q&A and Dialog Systems. - Paul A. Crook; Alex Marin; Vipul Agarwal; Samantha Anderson; Ohyoung Jang; Aliasgar Lanewala; Karthik Tangirala; Imed Zitouni (WSDM, 2018)

Identifying Task Boundaries in Digital Assistants. - Madian Khabsa; Ahmed El Kholy; Ahmed Hassan Awadallah; Imed Zitouni; Milad Shokouhi (WWW (Companion Volume), 2018)

Slot Tagging for Task Oriented Spoken Language Understanding in Human-to-Human Conversation Scenarios. - Kunho Kim; Rahul Jha; Kyle Williams 003; Alex Marin; Imed Zitouni (CoNLL, 2019)

Automatic Task Completion Flows from Web APIs. - Kyle Williams 003; Seyyed Hadi Hashemi; Imed Zitouni (SIGIR, 2019)

Reports of the Workshops Held at the 2019 AAAI Conference on Artificial Intelligence. - Guy Barash; Mauricio Castillo-Effen; Niyati Chhaya; Peter Clark; Huáscar Espinoza; Eitan Farchi; Christopher W. Geib; Odd Erik Gundersen; Seán Ó hÉigeartaigh; José Hernández-Orallo; Chiori Hori; Xiaowei Huang 001; et al. (AI Mag., 2019)

Wasf-Vec: Topology-based Word Embedding for Modern Standard Arabic and Iraqi Dialect Ontology. - Tiba Zaki Abdulhameed; Imed Zitouni; Ikhlas Abdel-Qader (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2020)

Editorial from the New Editor-in-Chief: the Era of Natural Language Processing Innovations on Asian and Low-Resource Languages. - Imed Zitouni (ACM Trans. Asian Low Resour. Lang. Inf. Process., 2020)

Exploring Dual Encoder Architectures for Question Answering. - Zhe Dong; Jianmo Ni; Dan Bikel; Enrique Alfonseca; Yuan Wang; Chen Qu 001; Imed Zitouni (EMNLP, 2022)

SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models with Same Tower Negatives. - Fedor Moiseev; Gustavo Hernández Abrego; Péter Dornbach; Imed Zitouni; Enrique Alfonseca; Zhe Dong (ACL (Findings), 2023)

ArabicNLU 2024: The First Arabic Natural Language Understanding Shared Task. - Mohammed Khalilia; Sanad Malaysha; Reem Suwaileh; Mustafa Jarrar; Alaa Aljabari; Tamer Elsayed; Imed Zitouni (ArabicNLP, 2024)

The FIGNEWS Shared Task on News Media Narratives. - Wajdi Zaghouani; Mustafa Jarrar; Nizar Habash; Houda Bouamor; Imed Zitouni; Mona T. Diab; Samhaa R. El-Beltagy; Muhammed AbuOdeh (ArabicNLP, 2024)

Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks. - Paul Suganthan; Fedor Moiseev; Le Yan; Junru Wu; Jianmo Ni; Jay Han; Imed Zitouni; Enrique Alfonseca; Xuanhui Wang; Zhe Dong (CoRR, 2025)

Entity Image and Mixed-Modal Image Retrieval Datasets. - Cristian-Ioan Blaga; Paul Suganthan; Sahil Dua; Krishna Srinivasan; Enrique Alfonseca; Péter Dornbach; Tom Duerig; Imed Zitouni; Zhe Dong (CoRR, 2025)