Kumar, Shanu

1. SafeInfer: Context Adaptive Decoding Time Safety Alignment for Large Language Models
   2024/06/18 by Somnath Banerjee, Banerjee, Somnath, Sayan Layek +9 · 9 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
2. Attending to Discriminative Certainty for Domain Adaptation
   2019/06/08 by Vinod K Kurmi, Kurmi, Vinod Kumar, Shanu Kumar +3 · 4 citations
   Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #COVID-19 diagnosis using AI
3. Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models
   2022/05/12 by Kabir Ahuja, Ahuja, Kabir, Shanu Kumar +5 · 3 citations
   Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
4. SCULPT: Systematic Tuning of Long Prompts
   2024/10/28 by Shanu Kumar, Kumar, Shanu, Akhila Yesantarao Venkata +9 · 4 citations
   Computer Science · #Computation and Language (cs.CL) #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Seismology and Earthquake Studies
5. Enhancing Zero-shot Chain of Thought Prompting via Uncertainty-Guided Strategy Selection
   2024/11/30 by Shanu Kumar, Kumar, Shanu, Saish Mendke +8 · 3 citations
   Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Cognitive Science and Mapping #Computation and Language (cs.CL) #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences
6. Socio-Culturally Aware Evaluation Framework for LLM-Based Content Moderation
   2024/12/18 by Shanu Kumar, Gauri Kholkar, Kumar, Shanu +9 · 3 citations
   Computer Science · #Hate Speech and Cyberbullying Detection #Web Application Security Vulnerabilities #Advanced Malware Detection Techniques
7. "Diversity and Uncertainty in Moderation" are the Key to Data Selection for Multilingual Few-shot Transfer
   2022/06/30 by Shanu Kumar, Kumar, Shanu, Sandipan Dandapat +3 · 1 citation
   Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis
8. Towards Safer Pretraining: Analyzing and Filtering Harmful Content in Webscale datasets for Responsible LLMs
   2025/05/04 by Mendu, Sai Krishna, Yenala, Harish, Gulati, Aditi +2 · 5 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Attributional Safety Failures in Large Language Models under Code-Mixed Perturbations
   2025/05/20 by Somnath Banerjee, Banerjee, Somnath, Shanu Kumar +10 · 2 citations
   Computer Science · #Natural Language Processing Techniques