🇧🇷 #LCS2 goes to #Rio 🇧🇷 Presenting our paper where we move beyond memoryless personalization → modeling user preferences as action-conditioned geometric walks with memory for better, user-aligned summaries. See you at #Riocentro 🚀 #Personalization#RepresentationLearning
Happy to announce that our paper has been accepted to #ICLR2026! 🎉
📜 Beyond Markovian Drifts: Action-Biased Geometric Walks with Memory for Personalized Summarization
👥 Parthiv Chatterjee, Asish Batha, Tashvi Patel, @sourish_rygbee, @Tanmoy_Chak
Congratulations to all authors!
📖 Paper: aclanthology.org/2026.findin…
✨Current multimodal LLMs don’t truly see math diagrams -- they approximate. We introduce SpatialMath, which bridges perception and reasoning, enabling more reliable visual mathematical problem-solving.
🚀 #EACL2026 Sneak Peak Alert 🚀
We're excited to share a paper that we are presenting at #EACL2026 in #Morocco!
📜 Can LLMs Reason over Extended Multilingual Contexts? Towards Long-Context Evaluation Beyond Retrieval over Haystacks
👥 @AmeyHengle@prasNLP Soham Dan @Tanmoy_Chak
📊 Key Findings:
- Reasoning fails before retrieval
- Multilingual gap is real
- Effective context <30%: LLMs utilize only a fraction of their claimed context window
- RAG helps, but not enough
- Uncertainty reasoning is hardest
🔍 Key Highlights (contd.)
- Ethical and regulatory alignment, including adherence to DPDP guidelines
- Demonstrates the power of the “nothing about us without us” principle in digital mental health
✨ Huge thanks to all collaborators and participants whose lived experiences shaped this work. We hope this contributes toward accessible, scalable, and culturally resonant digital mental health solutions, especially in low-resource settings.
Happy to announce that our paper has been accepted to #ICLR2026! 🎉
📜 Beyond Markovian Drifts: Action-Biased Geometric Walks with Memory for Personalized Summarization
👥 Parthiv Chatterjee, Asish Batha, Tashvi Patel, @sourish_rygbee, @Tanmoy_Chak
Congratulations to all authors!
#LCS2 is ready for #AAAI2026 🇸🇬 🦁
We are excited to be in Singapore this week to share our latest work across quantum-inspired NLP, brain-aligned AI, and efficient language models. If you're around #AAAI2026 or #SSNLP2026, drop by and say hello! #NLProc#AIResearch@Tanmoy_Chak
🎓 Tutorial | #AAAI2026
🧑💻 Brain-Inspired AI 2.0: Aligning Language Models Across Languages and Modalities
👥 Subba Reddy Oota, @Tanmoy_Chak, @ManishGuptaMG1, Raju S. Bapi
🧠 Exploring the intersection of computational cognitive neuroscience and AI. #BrainInspiredAI#CognitiveAI
🎤 Keynote | Singapore Symposium on NLP #SSNLP @ #AAAI2026
🗨️ Enough of Scaling Laws! Let's Focus on Downscaling
👤 @Tanmoy_Chak
🔍 A call to rethink scale focusing on efficient, interpretable, and adaptable #SmallLanguageModels that rival large models without prohibitive costs.