Hansa Meghwani
7 papers · 2025–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌉 Interdisciplinary Bridge · Silver 🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (30) ⭐ Rising Star (7) 🏆 Keyword Champion (2)
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Research topics
Artificial Intelligence
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Machine Learning
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Core AI
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Deep Learning
(5)
Learning Types · Deep Learning
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Models
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Natural Language Processing
(3)
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(3)
Learning Types · Machine Learning
(3)
Computer Vision
(2)
Core Methods
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Generation
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Optimization & Theory
(2)
Resources & Methods
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Interdisciplinary
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Keywords
multimodal learning
(3)
large language model
(3)
multimodal large language model
(2)
vision-language model
(2)
retrieval-augmented generation
(2)
enterprise application
(2)
model evaluation
(1)
conversational ai
(1)
adversarial robustness
(1)
visual reasoning
(1)
intent classification
(1)
dynamic routing
(1)
visual context
(1)
synthetic data generation
(1)
video understanding
(1)
data augmentation
(1)
model fine-tuning
(1)
document understanding
(1)
low-resource language
(1)
cross-lingual alignment
(1)
Papers
Aligning LLMs for Multilingual Consistency in Enterprise Applications
EMNLP 2025
FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models
EMNLP 2025
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems
ACL 2025
Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation
NAACL 2025
MVTamperBench: Evaluating Robustness of Vision-Language Models
ACL 2025
PCRI: Measuring Context Robustness in Multimodal Models for Enterprise Applications
EMNLP 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks
EMNLP 2025