{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T12:39:41Z","timestamp":1776688781329,"version":"3.51.2"},"publisher-location":"Cham","reference-count":13,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032184795","type":"print"},{"value":"9783032184801","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-18480-1_85","type":"book-chapter","created":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T11:48:00Z","timestamp":1776685680000},"page":"832-840","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["LaghuVani: How Clearly Can Tiny Vocoders Speak Bengali and\u00a0Maithili?"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-0103-7354","authenticated-orcid":false,"given":"Kaustubh S.","family":"Wade","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-0061-1278","authenticated-orcid":false,"given":"Ravindrakumar M.","family":"Purohit","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4068-2005","authenticated-orcid":false,"given":"Hemant A.","family":"Patil","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,4,21]]},"reference":[{"key":"85_CR1","unstructured":"Chaudhary, V., Sharma, R., Agrawal, A., Patil, H.A.: Efficient TTs for indian languages using lightweight neural vocoders. In: Proc. Interspeech (2024)"},{"key":"85_CR2","unstructured":"Group, I.S.: Syspin: speech corpus for indian languages (2024). https:\/\/syspin.iisc.ac.in\/datasets, Accessed 15 May 2025"},{"key":"85_CR3","doi-asserted-by":"crossref","unstructured":"Jang, Y., Kim, J., Kim, M.J.: Univnet: a neural vocoder with multi-resolution spectrogram discriminators for high-fidelity waveform generation. In: Proc. Interspeech (2021)","DOI":"10.21437\/Interspeech.2021-1016"},{"key":"85_CR4","unstructured":"Kong, J., Kim, J., Bae, J.: HIFI-GAN: generative adversarial networks for efficient and high fidelity speech synthesis. In: Proc. NeurIPS (2020)"},{"key":"85_CR5","unstructured":"Lee, J., Kim, J.M., Kim, D., Kim, S.h., Yoon, S., Kim, M.J.: Bigvgan: a universal neural vocoder with large-scale training. In: Proc. Advances in Neural Information Processing Systems (NeurIPS) (2023)"},{"key":"85_CR6","doi-asserted-by":"publisher","unstructured":"Mridha, M.F., Ohi, A.Q., Hamid, M.A., Monowar, M.M.: A study on the challenges and opportunities of speech recognition for bengali language. Artif. Intell. Rev. 55(4), 3431\u20133455 (2022). https:\/\/doi.org\/10.1007\/s10462-021-10083-3","DOI":"10.1007\/s10462-021-10083-3"},{"key":"85_CR7","doi-asserted-by":"publisher","unstructured":"Narendra, N.P., Rao, K.S., Ghosh, K., Vempada, R.R., Maity, S.: Development of syllable-based text to speech synthesis system in bengali. Int. J. Speech Technol. 14(3), 167\u2013181 (2011). https:\/\/doi.org\/10.1007\/s10772-011-9094-4","DOI":"10.1007\/s10772-011-9094-4"},{"key":"85_CR8","doi-asserted-by":"crossref","unstructured":"Purohit, R.M., Kumar, S., Patil, H.A.: Vaachika: A gan-based neural vocoder for marathi language. In: International Conference on Asian Language Processing (IALP), pp. 129-134 (2025, Sarawak, Malaysia)","DOI":"10.1109\/IALP68296.2024.11156535"},{"key":"85_CR9","doi-asserted-by":"publisher","unstructured":"Purohit, R.M., Patil, H.A.: Whether to use pretrain neural vocoders or not?: an empirical analysis for indic speech synthesis. In: 2025 International Conference on Asian Language Processing (IALP), pp. 123\u2013128 (2025).https:\/\/doi.org\/10.1109\/IALP68296.2024.11156270","DOI":"10.1109\/IALP68296.2024.11156270"},{"key":"85_CR10","doi-asserted-by":"crossref","unstructured":"Purohit, R.M., Patil, H.A.: Swar: a longformer-based gan vocoder for gujarati language. In: Proceedings of the European Signal Processing Conference (EUSIPCO), pp. 516\u2013520 (2025, Palermo, Italy)","DOI":"10.23919\/EUSIPCO63237.2025.11226237"},{"key":"85_CR11","doi-asserted-by":"crossref","unstructured":"Purohit, R.M., Patil, H.A.: Swar (hindi): a speaker-aware vocoder for low-resource speech synthesis. In: International Conference on Asian Language Processing (IALP), pp. 141\u2013146 (2025, Sarawak, Malaysia)","DOI":"10.1109\/IALP68296.2024.11156272"},{"key":"85_CR12","unstructured":"Van Den\u00a0Oord, A., et al.: Wavenet: a generative model for raw audio. arXiv preprint arXiv:1609.03499 (2016)"},{"key":"85_CR13","doi-asserted-by":"publisher","unstructured":"Yang, J., Lee, J., Kim, Y., Cho, H., Kim, I.: Vocgan: a high-fidelity real-time vocoder with a hierarchically-nested adversarial network. In: Interspeech 2020. pp. 200\u2013204 (2020). https:\/\/doi.org\/10.21437\/Interspeech.2020-1238","DOI":"10.21437\/Interspeech.2020-1238"}],"container-title":["Lecture Notes in Computer Science","Pattern Recognition and Machine Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-18480-1_85","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,20]],"date-time":"2026-04-20T11:48:07Z","timestamp":1776685687000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-18480-1_85"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032184795","9783032184801"],"references-count":13,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-18480-1_85","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"21 April 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"PReMI","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Pattern Recognition and Machine Intelligence","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Delhi","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"India","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11 December 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14 December 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"11","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"premi2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/premi25-git-dev-ashirbad97s-projects.vercel.app\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}