publications

2026

1. AAAI

   DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs

   Masoud Hashemi, Oluwanifemi Bamgbose, Sathwik Tejaswi Madhusudhan, Jishnu Sethumadhavan Nair, and 2 more authors

   AAAI Conference on Artificial Intelligence, 2026

   Abs arXiv Bib

   Benchmarking over-reasoning capabilities in large language models designed for reasoning tasks.

   @article{dnrbench2025,
     title = {DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs},
     author = {Hashemi, Masoud and Bamgbose, Oluwanifemi and Madhusudhan, Sathwik Tejaswi and Sethumadhavan Nair, Jishnu and Tiwari, Aman and Yadav, Vikas},
     journal = {AAAI Conference on Artificial Intelligence},
     year = {2026},
   }

2025

1. arXiv

   Apriel-Nemotron-15B-Thinker

   Shruthan Radhakrishna, Soham Parikh, Gopal Sarda, Anil Turkkan, and 31 more authors

   2025

   arXiv Bib

   @misc{radhakrishna2025aprielnemotron15bthinker,
     title = {Apriel-Nemotron-15B-Thinker},
     author = {Radhakrishna, Shruthan and Parikh, Soham and Sarda, Gopal and Turkkan, Anil and Vohra, Quaizar and Li, Raymond and Jhamb, Dhruv and Ogueji, Kelechi and Shukla, Aanjaneya and Bamgbose, Oluwanifemi and Liang, Toby and Kumar, Luke and Ostapenko, Oleksiy and Malay, Shiva Krishna Reddy and Tiwari, Aman and Bogavelli, Tara and Yadav, Vikas and Mehta, Jash and Mittal, Saloni and Kalkunte, Akshay and Pattnaik, Pulkit and Slimi, Khalil and Sreeram, Anirudh and Nair, Jishnu and Oladipo, Akintunde and Maiya, Shashank and Mahajan, Khyati and Maheshwary, Rishabh and Hashemi, Masoud and Mudumba, Sai Rajeswar and Madhusudhan, Sathwik Tejaswi and Scholak, Torsten and Paquet, Sebastien and Davasam, Sagar and Sunkara, Srinivas},
     year = {2025},
     eprint = {2508.10948},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
   }

2. Patent

   Platform Agnostic Scalable and High-Performance Semantic Search Framework

   Sriram Puttagunta, Jishnu Sethumadhavan Nair, Bidyapati Pradhan, Nirali Dineshbhai Popat, and 4 more authors

   Sep 2025

   US Patent 12,430,374 B1 (Issued: September 30, 2025)

   Bib Website

   @misc{patent_semantic_search2025,
     title = {Platform Agnostic Scalable and High-Performance Semantic Search Framework},
     author = {Puttagunta, Sriram and Sethumadhavan Nair, Jishnu and Pradhan, Bidyapati and Popat, Nirali Dineshbhai and Ramachandran, Sravan and Mittal, Vipul and Subramanian, Seganrasan and Chenna, Ranga Prasad},
     year = {2025},
     month = sep,
     day = {30},
     note = {US Patent 12,430,374 B1 (Issued: September 30, 2025)},
     publisher = {ServiceNow Inc},
   }

3. Patent

   Smart Persistence of Model for Effective Predictions and Updates

   Sriram Puttagunta, Jishnu Sethumadhavan Nair, Bidyapati Pradhan, Nirali Dineshbhai Popat, and 4 more authors

   Oct 2025

   US Patent Application 20250315447 A1 (Pending)

   Bib Website

   @misc{patent_smart_persistence2025,
     title = {Smart Persistence of Model for Effective Predictions and Updates},
     author = {Puttagunta, Sriram and Sethumadhavan Nair, Jishnu and Pradhan, Bidyapati and Popat, Nirali Dineshbhai and Ramachandran, Sravan and Mittal, Vipul and Subramanian, Seganrasan and Chenna, Ranga Prasad},
     year = {2025},
     month = oct,
     note = {US Patent Application 20250315447 A1 (Pending)},
     publisher = {ServiceNow Inc},
   }

4. Patent

   Framework Neutral and Updatable Clustering Model

   Sriram Puttagunta, Jishnu Sethumadhavan Nair, Bidyapati Pradhan, Nirali Dineshbhai Popat, and 4 more authors

   Jul 2025

   US Patent Application 20250245244 A1 (Pending)

   Bib Website

   @misc{patent_clustering2025,
     title = {Framework Neutral and Updatable Clustering Model},
     author = {Puttagunta, Sriram and Sethumadhavan Nair, Jishnu and Pradhan, Bidyapati and Popat, Nirali Dineshbhai and Ramachandran, Sravan and Mittal, Vipul and Subramanian, Seganrasan and Chenna, Ranga Prasad},
     year = {2025},
     month = jul,
     note = {US Patent Application 20250245244 A1 (Pending)},
     publisher = {ServiceNow Inc},
   }