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Books

• Young S, Evermann G, Gales M, Hain T, Kershaw D, Xunying L, Moore G, Odell J, Ollason D, Povey D , Ragni A et al () The HTK Book (for HTK Version 3.5, documentation alpha version). Cambridge University Engineering Department: Cambridge University Engineering Department.

Journal articles

• Sun W, Tu Z & Ragni A (2024) . ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), abs/2310.12765, 12667-12671.
• Flynn R & Ragni A (2024) Self-Train Before You Transcribe.. CoRR, abs/2406.12937.
• Ma Y, Øland A, Ragni A, Sette BMD, Saitis C, Donahue C, Lin C, Plachouras C, Benetos E, Quinton E , Shatri E et al (2024) Foundation Models for Music: A Survey.. CoRR, abs/2408.14340.
• Cross M & Ragni A (2024) What happens to diffusion model likelihood when your model is conditional?. 1ST ECAI WORKSHOP ON MACHINE LEARNING MEETS DIFFERENTIAL EQUATIONS: FROM THEORY TO APPLICATIONS, 255.
• Ma Y, Yuan R, Li Y, Zhang G, Chen X, Yin H, Lin C, Benetos E, Ragni A, Gyenge N , Liu R et al (2023) On the Effectiveness of Speech Self-supervised Learning for Music.. CoRR, abs/2307.05161.
• Ragni A, Gales MJF, Rose O, Knill KM, Kastanos A, Li Q & Ness PM (2022) . IEEE/ACM Transactions on Audio, Speech, and Language Processing, 30, 1319-1329.
• Li Y, Zhang G, Yang B, Lin C, Wang S, Ragni A & Fu J (2022) HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models.. CoRR, abs/2211.02882.
• Chen X, Liu X, Wang Y, Ragni A, Wong JHM & Gales MJF (2019) . IEEE/ACM Transactions on Audio, Speech, and Language Processing, 27(9), 1444-1454.
• Wu C, Gales MJF, Ragni A, Karanasou P & Sim KC (2018) . IEEE/ACM Transactions on Audio, Speech, and Language Processing, 26(2), 256-265.
• Ragni A, Li Q, Gales MJF & Wang Y (2018) Confidence Estimation and Deletion Prediction Using Bidirectional Recurrent Neural Networks.. CoRR, abs/1810.13025.
• Shi-Xiong Zhang , Ragni A & Gales MJF (2010) . IEEE Signal Processing Letters, 17(11), 945-948.
• Jacobsen SA & Ragni A () Continuous representations of intents for dialogue systems.
• Wang Z & Ragni A () Approximate Fixed-Points in Recurrent Neural Networks.

Chapters

• Nair S, Ragni A, Klejch O, Galuščáková P & Oard D (2020) , Information Retrieval Technology (pp. 145-157). Springer International Publishing

Conference proceedings papers

• Mogridge R, Close G, Sutherland R, Hain T, Barker J, Goetze S & Ragni A (2024) . ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vol. 2024 (pp 306-310). Seoul, Korea, 14 April 2024 - 14 April 2024.
• Li Y, Yuan R, Zhang G, Ma Y, Chen X, Yin H, Xiao C, Lin C, Ragni A, Benetos E , Gyenge N et al (2024) MERT: ACOUSTIC MUSIC UNDERSTANDING MODEL WITH LARGE-SCALE SELF-SUPERVISED TRAINING. 12th International Conference on Learning Representations, ICLR 2024
• Sun W, Tu Z & Ragni A (2024) Energy-Based Models for Speech Synthesis.. ICASSP (pp 12667-12671)
• Mogridge R, Close G, Sutherland R, Hain T, Barker J, Goetze S & Ragni A (2024) Non-Intrusive Speech Intelligibility Prediction for Hearing-Impaired Users Using Intermediate ASR Features and Human Memory Models.. ICASSP (pp 306-310)
• Nomo Sudro P, Ragni A & Hain T (2023) . 2023 31st European Signal Processing Conference (EUSIPCO) Proceedings (pp 271-275). Helsinki, Finland, 4 September 2023 - 4 September 2023.
• Flynn R & Ragni A (2023) . INTERSPEECH 2023, Vol. 2023-August (pp 1359-1363)
• Mogridge R, Close G, Sutherland R, Goetze S & Ragni A (2023) Pre-Trained Intermediate ASR Features and Human Memory Simulation for Non-Intrusive Speech Intelligibility Prediction in the Clarity Prediction Challenge 2. he 4th Clarity Workshop on Machine Learning Challenges for Hearing Aids (Clarity-2023). https://claritychallenge.org/clarity2023-workshop/results.html, 19 August 2023 - 19 August 2023.
• Nicholls D, Knill K, Gales MJF, Ragni A & Ricketts P (2023) Speak & Improve: L2 English Speaking Practice Tool. Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH, Vol. 2023-August (pp 3669-3670)
• Ma Y, Yuan R, Li Y, Zhang G, Lin C, Chen X, Ragni A, Yin H, Benetos E, Gyenge N , Liu R et al (2023) On the Effectiveness of Speech Self-Supervised Learning for Music.. ISMIR (pp 457-465)
• Yuan R, Ma Y, Li Y, Zhang G, Chen X, Yin H, Zhuo L, Liu Y, Huang J, Tian Z , Deng B et al (2023) MARBLE: Music Audio Representation Benchmark for Universal Evaluation. Advances in Neural Information Processing Systems, Vol. 36
• Flynn R & Ragni A (2023) Leveraging Cross-Utterance Context For ASR Decoding.. INTERSPEECH (pp 1359-1363)
• Li Y, Yuan R, Zhang G, MA Y, Lin C, Chen X, Ragni A, Yin H, Hu Z, He H , Benetos E et al (2022) LV-49: MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning. 23rd International Society for Music Information Retrieval Conference (ISMIR 2022). Bengaluru, India, 4 December 2022 - 4 December 2022.
• Li Y, Zhang G, Yang B, Lin C, Ragni A, Wang S & Fu J (2022) HERB: Measuring Hierarchical Regional Bias in Pre-trained Language Models. 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing - Findings of the Association for Computational Linguistics: AACL-IJCNLP 2022 (pp 334-346)
• Kastanos A, Ragni A & Gales MJF (2020) . ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 4 May 2020 - 8 May 2020.
• Li Q, Ness PM, Ragni A & Gales MJF (2019) . ICASSP 2019 (pp 6755-6759), 12 May 2019 - 17 May 2019.
• Oard DW, Carpuat M, Galuscáková P, Barrow J, Nair S, Niu X, Shing H-C, Xu W, Zotkina E, McKeown KR , Muresan S et al (2019) Surprise Languages: Rapid-Response Cross-Language IR.. EVIA@NTCIR
• Li Q, Ness P, Ragni A & Gales MJF (2019) Bi-directional Lattice Recurrent Neural Networks for Confidence Estimation.. ICASSP (pp 6755-6759)
• Wang Y, Wong JHM, Gales MJF, Knill KM & Ragni A (2018) . 2018 IEEE Spoken Language Technology Workshop (SLT). Athens, Greece, 18 December 2018 - 21 December 2018.
• Wang Y, Chen X, Gales MJF, Ragni A & Wong JHM (2018) . 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Calgary, AB, Canada, 15 April 2018 - 20 April 2018.
• Chen O, Ragni A, Gales M & Chen X (2018) . Proceedings of Interspeech 2018 (pp 3338-3342). Hyderabad, India, 2 September 2018 - 6 September 2018.
• Knill K, Gales M, Kyriakopoulos K, Malinin A, Ragni A, Wang Y & Caines A (2018) . Interspeech 2018 (pp 1641-1645). Hyderabad, India, 2 September 2018 - 6 September 2018.
• Ragni A & Gales M (2018) . Interspeech 2018 (pp 2217-2221). Hyderabad, India, 2 September 2018 - 6 September 2018.
• Ragni A, Li Q, Gales MJF & Wang Y (2018) . 2018 IEEE Spoken Language Technology Workshop (SLT), 18 December 2018 - 21 December 2018.
• Chen X, Liu X, Ragni A, Wang Y & Gales MJF (2017) . 2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). Okinawa, Japan, 16 December 2017 - 20 December 2017.
• Chen X, Ragni A, Liu X & Gales MJF (2017) . Proceedings of Interspeech 2017 (pp 269-273). Stockholm, Sweden, 20 August 2017 - 24 August 2017.
• Knill KM, Gales MJF, Kyriakopoulos K, Ragni A & Wang Y (2017) . Proceedings of Interspeech 2017 (pp 2774-2778). Stockholm, Sweden, 20 August 2017 - 24 August 2017.
• Gales MJF, Knill KM & Ragni A (2017) . Speech and Computer : 19th International Conference, SPECOM 2017 (pp 3-19). Hatfield, UK, 12 September 2017 - 16 September 2017.
• Malinin A, Ragni A, Knill K & Gales M (2017) . Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2 : Short Papers). Vancouver, Canada, 30 July 2017 - 4 August 2017.
• Ragni A, Wu C, Gales MJF, Vasilakes J & Knill KM (2017) . 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp 4830-4834). New Orleans, LA, USA, 5 March 2017 - 9 March 2017.
• Ragni A, Saunders D, Zahemszky P, Vasilakes J, Gales MJF & Knill KM (2017) . 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp 5770-5774). New Orleans, LA, USA, 5 March 2017 - 9 March 2017.
• Chen X, Ragni A, Vasilakes J, Liu X, Knill K & Gales MJF (2017) . 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp 5775-5779). New Orleans, LA, USA, 5 March 2017 - 9 March 2017.
• Ragni A, Dakin E, Chen X, Gales MJF & Knill KM (2016) . Interspeech 2016. San Francisco, CA, USA, 8 September 2016 - 12 September 2016.
• Yang J, Ragni A, Gales MJF & Knill KM (2016) . Interspeech 2016. San Francisco, CA, USA, 8 September 2016 - 12 September 2016.
• Yang J, Zhang C, Ragni A, Gales MJF & Woodland PC (2016) . 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Shanghai, China, 20 March 2016 - 25 March 2016.
• Mendels G, Cooper E, Soto V, Hirschberg J, Gales MJF, Knill KM, Ragni A & Wang H (2015) Improving speech recognition and keyword search for low resource languages using web data. INTERSPEECH 2015 : 16th Annual Conference of the International Speech Communication Association (pp 829-833). Dresden, Germany, 6 September 2015 - 10 September 2015.
• Wang H, Ragni A, Gales MJF, Knill KM, Woodland PC & Zhang C (2015) Joint decoding of tandem and hybrid systems for improved keyword spotting on low resource languages. INTERSPEECH 2015 : 16th Annual Conference of the International Speech Communication Association (pp 3660-3664). Dresden, Germany, 6 September 2015 - 10 September 2015.
• Gales MJF, Knill KM & Ragni A (2015) . 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Brisbane, QLD, Australia, 19 April 2015 - 24 April 2015.
• Ragni A, Gales MJF & Knill KM (2015) . 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp 4634-4638). Brisbane, QLD, Australia, 19 April 2015 - 24 April 2015.
• van Dalen RC, Yang J, Wang H, Ragni A, Zhang C & Gales MJF (2015) . 2015 IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU), 13 December 2015 - 17 December 2015.
• Cui J, Kingsbury B, Ramabhadran B, Sethy A, Audhkhasi K, Cui X, Kislal E, Mangu L, Nussbaum-Thom M, Picheny M , Tuske Z et al (2015) . 2015 IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU), 13 December 2015 - 17 December 2015.
• Knill KM, Gales MJF, Ragni A & Rath SP (2014) Language independent and unsupervised acoustic models for speech recognition and keyword spotting. INTERSPEECH 2014 : 15th Annual Conference of the International Speech Communication Association. Singapore, 14 September 2014 - 18 September 2014.
• Rath SP, Knill KM, Ragni A & Gales MJF (2014) Combining tandem and hybrid systems for improved speech recognition and keyword spotting on low resource languages. INTERSPEECH 2014 : 15th Annual Conference of the International Speech Communication Association (pp 835-839). Singapore, 14 September 2014 - 18 September 2014.
• Ragni A, Knill KM, Rath SP & Gales MJF (2014) Data augmentation for low resource languages. INTERSPEECH 2014 : 15th Annual Conference of the International Speech Communication Association (pp 810-814). Singapore, 14 September 2014 - 18 September 2014.
• Yoshioka T, Ragni A & Gales MJF (2014) . 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp 6344-6348). Florence, Italy, 4 May 2014 - 9 May 2014.
• Gales MJF, Knill KM, Ragni A & Rath SP (2014) Speech recognition and keyword spotting for low-resource languages: Babel project research at CUED.. SLTU (pp 16-23)
• van Dalen RC, Ragni A & Gales MJF (2013) . 2013 IEEE International Conference on Acoustics, Speech and Signal Processing, 26 May 2013 - 31 May 2013.
• Roupakia Z, Ragni A & Gales M (2012) Rapid nonlinear speaker adaptation for large-vocabulary continuous speech recognition. 13th Annual Conference of the International Speech Communication Association 2012, INTERSPEECH 2012, Vol. 2 (pp 1782-1785)
• Gales MJF, Ragni A, Zhang A & Dalen RCV (2012) Structured discriminative models for speech recognition.. MLSLP
• Ragni A & Gales MJF (2012) . 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 25 March 2012 - 30 March 2012.
• Ragni A & Gales MJF (2011) . 2011 IEEE Workshop on Automatic Speech Recognition & Understanding, 11 December 2011 - 15 December 2011.
• Ragni A & Gales MJF (2011) . 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 22 May 2011 - 27 May 2011.
• Gales MJF, Ragni A, AlDamarki H & Gautier C (2009) . 2009 IEEE Workshop on Automatic Speech Recognition & Understanding, 13 November 2009 - 17 December 2009.
• Ragni A (2007) Initial Experiments with Estonian Speech Recognition.. NODALIDA (pp 249-252)
• Flynn R & Ragni A () . Interspeech 2024 (pp 217-221)
• Mogridge R & Ragni A () . Interspeech 2024 (pp 2360-2364)
• Leung W-Z, Cross M, Ragni A & Goetze S () Training data augmentation for dysarthric automatic speech recognition by text-to-dysarthric-speech synthesis. Proceedings of Interspeech 2024. Kos island, Greece, 1 September 2024 - 1 September 2024.
• Malinin A, Knill K, Ragni A, Wang Y & Gales M () . 7th ISCA Workshop on Speech and Language Technology in Education
• Roupakia Z, Ragni A & Gales MJF () . Interspeech 2012

Preprints

• Cross M & Ragni A (2024) What happens to diffusion model likelihood when your model is conditional?, arXiv.
• Ma Y, Øland A, Ragni A, Del Sette BM, Saitis C, Donahue C, Lin C, Plachouras C, Benetos E, Shatri E , Morreale F et al (2024) , arXiv.
• Flynn R & Ragni A (2024) , arXiv.
• Leung W-Z, Cross M, Ragni A & Goetze S (2024) , arXiv.
• Mogridge R, Close G, Sutherland R, Hain T, Barker J, Goetze S & Ragni A (2024) , arXiv.
• Flynn R & Ragni A (2023) .
• Sun W, Tu Z & Ragni A (2023) , arXiv.
• Ma Y, Yuan R, Li Y, Zhang G, Chen X, Yin H, Lin C, Benetos E, Ragni A, Gyenge N , Liu R et al (2023) , arXiv.
• Flynn R & Ragni A (2023) , arXiv.
• Yuan R, Ma Y, Li Y, Zhang G, Chen X, Yin H, Zhuo L, Liu Y, Huang J, Tian Z , Deng B et al (2023) , arXiv.
• Li Y, Yuan R, Zhang G, Ma Y, Chen X, Yin H, Lin C, Ragni A, Benetos E, Gyenge N , Dannenberg RB et al (2023) MERT: Acoustic Music Understanding Model with Large-Scale Self-supervised Training..
• Li Y, Yuan R, Zhang G, Ma Y, Lin C, Chen X, Ragni A, Yin H, Hu Z, He H , Benetos E et al (2022) .
• Li Y, Zhang G, Yang B, Lin C, Wang S, Ragni A & Fu J (2022) , arXiv.
• Wang Z & Ragni A (2021) , arXiv.
• Jacobsen SA & Ragni A (2021) , arXiv.
• Kastanos A, Ragni A & Gales M (2019) , arXiv.
• Li Q, Ness P, Ragni A & Gales M (2018) , arXiv.
• Ragni A, Li Q, Gales M & Wang Y (2018) , arXiv.
• Wang Y, Chen X, Gales M, Ragni A & Wong J (2018) , arXiv.
• Chen X, Liu X, Ragni A, Wang Y & Gales M (2017) , arXiv.
• Chen X, Liu X, Ragni A, Wang Y & Gales MJF (2017) Future Word Contexts in Neural Network Language Models..