Sumanth Doddapaneni
PhD Student • IIT Madras • AI4Bharat
Hello | నమస్కారం | नमस्ते
I am a first, second third year PhD Student at IIT Madras
& AI4Bharat, where I'm advised by Mitesh M. Khapra and Anoop Kunchukuttan. My PhD research is supported by Google PhD Fellowship
2023.
My research interests are aligned towards Multilingual Learning for building Language Models, Machine Translation and Speech Recognition Models. One of the primary goals of my research is to develop models and data for under-resourced languages and make NLP technologies accessible to a much wider audience. Released IndicBERT, IndicTrans and IndicWav2Vec as part of this initiative.
Previously, I interned at Google Research in Bangalore, working on improving multilingual generation, working with from Nitish Gupta and Partha Talukdar. I also spent a summer at Google Research in Mountain View, focusing on language model personalization, working with Krishna Sayana. I collaborated with Rahul Aralikatte at Mila - Quebec AI Institute on multilingual summarization.
If you wanna chat about research/academia/whatever, feel free to reach out to sumanthd@cse.iitm.ac.in
news
Sep, 2024 | FBI paper has been accepted at EMNLP 2024! |
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Sep, 2024 | After almost 3 years of reviewing our survey paper on multilingual language models(pre-gpt era) paper has been accepted to ACM Computing Surveys! |
Aug, 2024 | Delighted to share that our work IndicLLMSuite has received the Outstanding Paper Award at ACL 2024! |
Aug, 2024 | Attending ACL 2024, Bangkok, Thailand 🇹🇭! Let's catch up if you are there! |
June, 2024 | Our pre-print FBI: Finding Blindspots in LLM Evaluations with Interpretable Checklists is out on arxiv! |
May, 2024 | IndicLLMSuite has been accepted at ACL 2024! |
Feb, 2024 | I'll be at the Google Research Week, between Feb 1-3, 2024. Let's catch up if you are there! |
Dec, 2023 | Attending EMNLP 2023, Singapore 🇸🇬! Let's catch up if you are there! |
Nov, 2023 | My research is now funded by Google PhD Fellowship. Thank You, Google! |
Nov, 2023 | Will start as a Research Intern at Google Research, India 🇮🇳! Will be in Bangalore till March'24. Let's catch up if you are here! |
Oct, 2023 | Will be traveling along the East Coast during the last 2 weeks of October, Boston (Oct 22-24), New York (Oct 24-28), Pittsburg (Oct 28-31) and back in the Bay Area till Nov 4. Come say Hi, and let's walk around the streets, eat good food and maybe talk NLP! |
July, 2023 | Will be attending ACL 2023 in Toronto, Canada 🇨🇦! I will be presenting IndicXTREME, Naamapadam, and Vārta. Let's catch up if you are here! |
June, 2023 | Started as a Student Researcher at Google Research, Mountain View 🇺🇸! Will be in the Bay Area till November. Let's catch up if you are here! |
May, 2023 | Released IndicTrans2, this is the first model to support all 22 Scheduled Indian languages. More details in the Paper. Kudos to entire AI4Bharat Team for pulling off this herculean effort. |
May, 2023 | Released a pre-print "A Comprehensive Analysis of Adapter Efficiency". Paper available here. Kudos to Nandini Mundra for driving this work! |
May, 2023 | Three papers accepted at ACL 2023. Pre-prints - IndicXTREME, Vārta, Naamapadam |
Apr, 2023 | Our paper A Survey of Adversarial Defences and Robustness in NLP is accepted at ACM Computing Surveys. |
Feb, 2023 | Talk at Google Research India on Building Natural Language Understanding (NLU) capabilities for Indic languages. Thanks Nitish Gupta and Partha Talukdar for hosting me! |
Feb, 2023 | Our paper Effectiveness of Mining Audio and Text Pairs from Public Data for Improving ASR Systems for Low-Resource Languages is accepted at ICASSP 2023. |
Jan, 2023 | I'll be attending Google Research Week 2023! Let's catch up if you are there! |
Dec, 2022 | Released Naamapadam. released. Paper is available here. |
Dec, 2022 | Released IndicXTREME and IndicBERT v2. released. Paper is available here. |
Dec, 2022 | Attending EMNLP 2022, Abu Dhabi 🇦🇪! Let's catch up if you are there! |
Nov, 2022 | I'll be attending ALPS 2023! Let's catch up if you are there! |
Sept, 2022 | Relased a pre-print of our paper Effectiveness of Mining Audio and Text Pairs from Public Data for Improving ASR Systems for Low-Resource Languages. Work led by Kaushal Bhogale |
May, 2022 | Presenting Samanantar at ACL 2022, Dublin 🇮🇪 (Thank You, Prof. Mitesh Khapra). In-person talk (25/05, session 7) & Poster (25/05, session 6). Come say Hi, and let's talk NMT |
Feb, 2022 | Presenting IndicWav2Vec at AAAI 2022. |
Feb, 2022 | I'll be attending the Google Research Week 2022! Feel free to get in touch if you are attending the same. |
selected papers
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EMNLP'24Finding Blindspots in LLM Evaluations with Interpretable ChecklistsACL'24IndicLLMSuite: A Blueprint for Creating Pre-training and Fine-Tuning Datasets for Indian LanguagesTMLRIndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian LanguagesACL'23Towards Leaving No Indic Language Behind: Building Monolingual Corpora, Benchmark and Models for Indic LanguagesTACLSamanantar: The Largest Publicly Available Parallel Corpora Collection For 11 Indic LanguagesAAAI'22Towards Building ASR Systems For The Next Billion Users
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Conferences and internships took me here 🇮🇪 🇦🇪 🇺🇸 🇨🇦 🇸🇬 🇹🇭 (so far)!