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Self-Supervised Speech Representation Learning: A Review



Abdelrahman Mohamed , Hung-yi Lee , Lasse Borgholt , Jakob D. Havtorn , Joakim Edin , Christian Igel , Katrin Kirchhoff , Shang-Wen Li , Karen Livescu , Lars Maaløe , Tara N. Sainath , Shinji Watanabe


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Domain Prompts: Towards memory and compute efficient domain adaptation of ASR systems



Saket Dingliwal , Ashish Shenoy , Sravan Bodapati , Ankur Gandhe , Ravi Teja Gadde , Katrin Kirchhoff

* 4 pages ICASSP submission 

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Directed Speech Separation for Automatic Speech Recognition of Long Form Conversational Speech



Rohit Paturi , Sundararajan Srinivasan , Katrin Kirchhoff


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Representation learning through cross-modal conditional teacher-student training for speech emotion recognition



Sundararajan Srinivasan , Zhaocheng Huang , Katrin Kirchhoff


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Prompt-tuning in ASR systems for efficient domain-adaptation



Saket Dingliwal , Ashish Shenoy , Sravan Bodapati , Ankur Gandhe , Ravi Teja Gadde , Katrin Kirchhoff

* WeCNLP 2021 camera-ready 

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Efficient domain adaptation of language models in ASR systems using Prompt-tuning



Saket Dingliwal , Ashish Shenoy , Sravan Bodapati , Ankur Gandhe , Ravi Teja Gadde , Katrin Kirchhoff

* WeCNLP accepted version 

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Remember the context! ASR slot error correction through memorization



Dhanush Bekal , Ashish Shenoy , Monica Sunkara , Sravan Bodapati , Katrin Kirchhoff

* 8 pages, 3 figures, 4 tables, Accepted to ASRU 2021 

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ASR Adaptation for E-commerce Chatbots using Cross-Utterance Context and Multi-Task Language Modeling



Ashish Shenoy , Sravan Bodapati , Katrin Kirchhoff

* Accepted at ACL-IJCNLP 2021 Workshop on e-Commerce and NLP (ECNLP) 

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Speaker-conversation factorial designs for diarization error analysis



Scott Seyfarth , Sundararajan Srinivasan , Katrin Kirchhoff

* 5 pages, 2 figures, Interspeech 2021 

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"What's The Context?" : Long Context NLM Adaptation for ASR Rescoring in Conversational Agents



Ashish Shenoy , Sravan Bodapati , Monica Sunkara , Srikanth Ronanki , Katrin Kirchhoff

* Submitted to Interspeech 2021. arXiv admin note: text overlap with arXiv:2103.10325 

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