Sudipto Ghosh

🔬 Parmanu (Hindi for Atom) is live. Parmanu is part of the Computational Social Systems (LCS2) @lcs2lab at IIT Delhi, led by Prof. Tanmoy Chakraborty @Tanmoy_Chak , and is our dedicated home for Efficient Large Language Models (LLMs) and Small Language Models (SLMs). We’re at a turning point in AI. The future won’t be defined by scaling alone - it will be shaped by efficiency, accessibility, and real-world deployability. Parmanu is our effort to push this efficiency-first vision forward. ✨🤖 🔗 Explore the project page: parmanu.lcs2.in Why Parmanu matters 🔥 • 📚 A centralized hub for our research, with papers accepted at ICLR, ICML, NeurIPS, TACL, ACL, and TMLR • 🛠️ Open access to tools, code, and artifacts spanning model compression, KV efficiency, PEFT, inference optimization, knowledge distillation, and model coordination • 🧠 A growing ecosystem focused on making strong language models smarter per parameter, not just larger What this means for the community For researchers 👩‍🔬👨‍🔬 A curated, evolving resource tied to top-tier venues Reproducible artifacts and principled problem formulations A shared space to advance efficiency-centric LLM research For practitioners 👩‍💻👨‍💻 Practical techniques to deploy LLMs under tight latency and memory budgets Faster paths from paper → production Tools that actually work under real deployment constraints What’s coming in 2026 🚀🔮 • 📊 Efficient LLM/SLM leaderboards • 🧪 Open-sourced efficient LLM artifacts • ⚙️ More tools for compression, distillation, and inference • 🤝 Deep integration with Hugging Face and other popular libraries If you’re excited about efficient, sustainable, and scalable AI, check out Parmanu, share feedback, and collaborate with us. The next wave of LLMs won’t just be bigger - they’ll be leaner, faster, and more impactful. 🌟 #EfficientLLMs #SLMs #ModelCompression #InferenceOptimization #KnowledgeDistillation #AIResearch #NLP #ICLR #ICML #NeurIPS #ACL #TACL #TMLR #IITDelhi #LCS2 #Parmanu

🚀 Today I gave a keynote at ACM COMPUTE on “Rebooting NLP Teaching in the LLM Era”. Slides: linkedin.com/posts/tanmoy-c… I proposed a 42-hour NLP curriculum that fuses classical statistical NLP with modern LLMs. I'd love to hear feedback, perspectives, or experiences from the NLP community — how are you approaching NLP education today? 🙌 @Indiaacm #ACMCOMPUTE #ComputingEducation #AI4Education

🚀 Introducing an open-access course on #LLMs: Intro & Recent Advances! 🌐 - Covered both traditional and recent research in LLMs - A collaborative effort between industry and academia - W𝐞𝐛𝐬𝐢𝐭𝐞: lnkd.in/g_GEywQF - 𝐋𝐞𝐜𝐭𝐮𝐫𝐞 𝐯𝐢𝐝𝐞𝐨𝐬: lnkd.in/gGtmp8vP

It's a blockbuster performance by our lab @lcs2lab at #EMNLP2024. 8 out of 8 papers have been accepted. Our gang is coming to Miami. 👊 @emnlpmeeting @iitdelhi

If it were iPhones that were leaving the factory with explosives inside, the media would be a hell of a lot faster to cotton on to what a horrific precedent has been set today. Nothing can justify this. It's a crime. A crime. And everyone in the world is less safe for it.

"पढ़ेगा इंडिया, तभी तो बढ़ेगा इंडिया"

This is not just inane but also irresponsible for an influential person to put out. Typical techbro posturing passed off as intellectual inquisitiveness.

science ≠ engineering

As news reports come in on the withdrawal of the Broadcasting Services (Regulation) Bill, 2024, I would like to thank everyone who reported, worked and educated others on its dangerous provisions. This is a broad coalition of diverse individuals, groups and organisations who have stood up and asked the government for transparency and contested political censorship. My own assessment is that these reports indicate merely a retreat and an official ministerial statement or admission in parliament is necessary for confirmation. However, small victories do matter and it’s important to pause and cheer for public accountability. Hope that the MIB practices the Pre-Legislative Consultation Process (PLCP) in letter and spirit for future legal proposals. I hope to continue providing a political economy framing and a detailed legal analysis that advances policy and public deliberation.

We are in Bangkok for #ACL2024NLP! 🌟 @Tanmoy_Chak and his PhD students @shivam6891 @anwoy_ @_themessier are presenting three papers. Catch us at the conference! 🧑‍💻 🔗 arxiv.org/abs/2405.10548 🔗 arxiv.org/abs/2405.11215 🔗 arxiv.org/abs/2406.03953 #NLP #LLMs #CSS #Research #Bangkok

@helmetwtf @dakuwithchaku no, brain fog 😂

@ScientificGhosh @dakuwithchaku You have no idea. Do you?

Know any good eye doc. I seem to be going colour blind. Cannot see any colour except red today 🥺

📢 Media Mention! @Tanmoy_Chak recently participated as a panellist on the Yeh Hai India programme on @UrduDoordarshan 📺 Watch the full interview to listen to his thoughts on the impact of #AI like #ChatGPT on #AcademicIntegrity youtube.com/watch?v=SyFVbs… #AIinEducation #Plagiarism

I made the closed-source vs. open-weight models figure for this moment.

✨JMIR Mental Health! ✨ Glad to share the acceptance of our work: A significant collaborative effort with @aiims_newdelhi, @aiimsrishi, and @yourdost. Check out our LinkedIn post! linkedin.com/posts/lcs2lab_… #MentalHealth #LLMs #AIResearch #MentalHealthResearch #AIforHealthcare

Airtel India Complete Customers DB Leak - 375 million customers

#Day7 One of the busiest days #ACMIndia #ResponsibleAI #SummerSchool with many external speakers joining us. 🙏 Thanks @amlanjo Arun, Bharathi @meghaarora42 Sudarsan & Tanuja for sharing your expertise, including showing live demo (#ResponsibleAI part) of systems. 🎤✨ #ProfGiri

first-author paper accepted at lkm workshop at the #ijcai2024 conference

@AnarchicAskhole but abhi to mai lecture hall me ja raha tha, mess se aa raha tha, thanda paani leke, emotion samjho

@AnarchicAskhole there are nilgai, deer, snake and mongoose as well, but the monkeys are causing me to rant here, it's bad, they get into locked hostel rooms and just ransack the entire place, the list goes on

bhai false positive hai ye, guardrail mat karo mujhe, rant karne do bhayi