LINGUIST: Language Model Instruction Tuning to Generate Annotated Utterances for Intent Classification and Slot Tagging. - Andy Rosenbaum; Saleh Soltan; Wael Hamza; Yannick Versley; Markus Boese (COLING, 2022)

CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing. - Andy Rosenbaum; Saleh Soltan; Wael Hamza; Marco Damonte; Isabel Groves; Amir Saffari (AACL/IJCNLP (2), 2022)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (KDD, 2022)

Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems. - Jack FitzGerald; Shankar Ananthakrishnan; Konstantine Arkoudas; Davide Bernardi; Abhishek Bhagia; Claudio Delli Bovi; Jin Cao 003; Rakesh Chada; Amit Chauhan; Luoxin Chen; Anurag Dwarakanath; Satyam Dwivedi; et al. (CoRR, 2022)

AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model. - Saleh Soltan; Shankar Ananthakrishnan; Jack FitzGerald; Rahul Gupta 001; Wael Hamza; Haidar Khan; Charith Peris; Stephen Rawls; Andy Rosenbaum; Anna Rumshisky; Chandana Satya Prakash; Mukund Sridhar; et al. (CoRR, 2022)

Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding. - Maximillian Chen; Alexandros Papangelis; Chenyang Tao; Andy Rosenbaum; Seokhwan Kim; Yang Liu 004; Zhou Yu 005; Dilek Hakkani-Tur (CoRR, 2022)

Recipes for Sequential Pre-training of Multilingual Encoder and Seq2Seq Models. - Saleh Soltan; Andy Rosenbaum; Tobias Falke; Qin Lu; Anna Rumshisky; Wael Hamza (ACL (Findings), 2023)

PLACES: Prompting Language Models for Social Conversation Synthesis. - Maximillian Chen; Alexandros Papangelis; Chenyang Tao; Seokhwan Kim; Andy Rosenbaum; Yang Liu 004; Zhou Yu 005; Dilek Hakkani-Tur (EACL (Findings), 2023)

Sampling bias in NLU models: Impact and Mitigation. - Zefei Li; Anil Ramakrishna; Anna Rumshisky; Andy Rosenbaum; Saleh Soltan; Rahul Gupta 001 (INTERSPEECH, 2023)

GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning. - Amani Namboori; Shivam Mangale; Andy Rosenbaum; Saleh Soltan (CoRR, 2024)

CALICO: Conversational Agent Localization via Synthetic Data Generation. - Andy Rosenbaum; Pegah Kharazmi; Ershad Banijamali; Lu Zeng; Christopher DiPersio; Pan Wei; Gokmen Oz; Clement Chung; Karolina Owczarzak; Fabian Triefenbach; Wael Hamza (CoRR, 2024)

The Amazon Nova Family of Models: Technical Report and Model Card. - Amazon AGI; Aaron Langford; Aayush Shah; Abhanshu Gupta; Abhimanyu Bhatter; Abhinav Goyal 004; Abhinav Mathur; Abhinav Mohanty; Abhishek Kumar; Abhishek Sethi; Abi Komma; Abner Pena; et al. (CoRR, 2025)