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Balachandran, Vidhisha

  1. Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration
    2024/02/01 by Shangbin Feng, Feng, Shangbin, Weijia Shi +9 · 27 citations
    Computer Science · #Library Science and Information Systems #Natural Language Processing Techniques
  2. MediQ: Question-Asking LLMs and a Benchmark for Reliable Interactive Clinical Reasoning
    2024/06/03 by Shuyue Stella Li, Li, Shuyue Stella, Vidhisha Balachandran +11 · 27 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
  3. Improving Instruction-Following in Language Models through Activation Steering
    2024/10/15 by Stolfo, Alessandro, Balachandran, Vidhisha, Yousefi, Safoora +2 · 30 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Fine-grained Hallucination Detection and Editing for Language Models
    2024/01/12 by Abhika Mishra, Mishra, Abhika, Akari Asai +11 · 19 citations
    Computer Science · Psychology · #Topic Modeling #Mental Health via Writing #Machine Learning in Healthcare
  5. Phi-4-reasoning Technical Report
    2025/04/30 by Marah Abdin, Abdin, Marah, Sahaj Agarwal +45 · 4 voices · 29 citations
    Computer Science · #Multimodal Machine Learning Applications #Explainable Artificial Intelligence (XAI) #Topic Modeling
  6. Understanding Factuality in Abstractive Summarization with FRANK: A\n Benchmark for Factuality Metrics
    2021/04/27 by Artidoro Pagnoni, Vidhisha Balachandran, Pagnoni, Artidoro +3 · 11 citations
    Computer Science · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  7. The Art of Saying No: Contextual Noncompliance in Language Models
    2024/07/02 by Faeze Brahman, Brahman, Faeze, Sachin Kumar +26 · 2 voices · 14 citations
    Computer Science · #Hate Speech and Cyberbullying Detection #Multi-Agent Systems and Negotiation #cs.AI #cs.CL #cs.HC
  8. Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey
    2022/10/14 by Sachin Kumar, Vidhisha Balachandran, Kumar, Sachin +7 · 6 citations
    Computer Science · Medicine · #Topic Modeling #Artificial Intelligence in Healthcare and Education
  9. Resolving Knowledge Conflicts in Large Language Models
    2023/10/02 by Wang, Yike, Feng, Shangbin, Wang, Heng +4 · 6 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  10. Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models
    2023/05/17 by Shangbin Feng, Weijia Shi, Feng, Shangbin +9 · 6 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text Readability and Simplification
  11. Sample More to Think Less: Group Filtered Policy Optimization for Concise Reasoning
    2025/08/13 by Shrivastava, Vaishnavi, Awadallah, Ahmed, Balachandran, Vidhisha +3 · 27 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. Learning Syntax Without Planting Trees: Understanding Hierarchical Generalization in Transformers
    2024/04/25 by Ahuja, Kabir, Balachandran, Vidhisha, Panwar, Madhur +4 · 5 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies Ahead
    2025/03/31 by Vidhisha Balachandran, Balachandran, Vidhisha, Chen, Jingya +18 · 12 citations
    Computer Science · Materials Science · #Topic Modeling #Multimodal Machine Learning Applications #Machine Learning in Materials Science
  14. The Singapore Consensus on Global AI Safety Research Priorities
    2025/06/25 by Yoshua Bengio, Bengio, Yoshua, Tegan Maharaj +171 · 2 voices · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #cs.AI #cs.CY
  15. Eureka: Evaluating and Understanding Large Foundation Models
    2024/09/13 by Vidhisha Balachandran, Balachandran, Vidhisha, Neel Joshi +14 · 6 citations
    Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Geological Modeling and Analysis #I.2 #Machine Learning (cs.LG)
  16. Teaching LLMs to Abstain across Languages via Multilingual Feedback
    2024/06/22 by Feng, Shangbin, Shi, Weijia, Wang, Yike +6 · 3 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  17. Assessing Language Model Deployment with Risk Cards
    2023/03/31 by Leon Derczynski, Derczynski, Leon, Hannah Rose Kirk +11 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Software Engineering Research #Topic Modeling
  18. KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models
    2023/10/15 by Bai, Yuyang, Feng, Shangbin, Balachandran, Vidhisha +4 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  19. Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models
    2023/10/02 by Wenxuan Ding, Ding, Wenxuan, Shangbin Feng +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
  20. BenchAgents: Multi-Agent Systems for Structured Benchmark Creation
    2024/10/29 by Butt, Natasha, Varun Chandrasekaran, Neel Joshi +6 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Semantic Web and Ontologies
  21. Correcting Diverse Factual Errors in Abstractive Summarization via Post-Editing and Language Model Infilling
    2022/10/22 by Balachandran, Vidhisha, Hajishirzi, Hannaneh, Cohen, William W. +1 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  22. FactKB: Generalizable Factuality Evaluation using Language Models Enhanced with Factual Knowledge
    2023/05/14 by Feng, Shangbin, Balachandran, Vidhisha, Bai, Yuyang +1 · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  23. Reasoning Up the Instruction Ladder for Controllable Language Models
    2025/10/30 by Zheng, Zishuo, Balachandran, Vidhisha, Park, Chan Young +2 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
  24. Unearthing Skill-Level Insights for Understanding Trade-Offs of Foundation Models
    2024/10/17 by Moayeri, Mazda, Balachandran, Vidhisha, Chandrasekaran, Varun +6 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  25. MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation
    2025/01/07 by Joshi, Siddharth, Nushi, Besmira, Balachandran, Vidhisha +4 · 1 citation
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)