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20232026
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cs.CL2026

Router-Suggest: Dynamic Routing for Multimodal Auto-Completion in Visually-Grounded Dialogs

Sandeep Mishra, Devichand Budagam, Anubhab Mandal +3

Real-time multimodal auto-completion is essential for digital assistants, chatbots, design tools, and healthcare consultations, where user inputs rely on shared visual context. We…

cs.CL2025

Breaking Token Into Concepts: Exploring Extreme Compression in Token Representation Via Compositional Shared Semantics

Kavin R, Pawan Goyal

Standard language models employ unique, monolithic embeddings for each token, potentially limiting their ability to capture the multifaceted nature of word meanings. We investigate…

cs.CL2025

Chat-Ghosting: A Comparative Study of Methods for Auto-Completion in Dialog Systems

Sandeep Mishra, Anubhab Mandal, Bishal Santra +3

Ghosting, the ability to predict a user's intended text input for inline query auto-completion, is an invaluable feature for modern search engines and chat interfaces, greatly enha…

cs.CL2024

ReFeR: Improving Evaluation and Reasoning through Hierarchy of Models

Yaswanth Narsupalli, Abhranil Chandra, Sreevatsa Muppirala +2

Assessing the quality of outputs generated by generative models, such as large language models and vision language models, presents notable challenges. Traditional methods for eval…

cs.CL2023

DepNeCTI: Dependency-based Nested Compound Type Identification for Sanskrit

Jivnesh Sandhan, Yaswanth Narsupalli, Sreevatsa Muppirala +4

Multi-component compounding is a prevalent phenomenon in Sanskrit, and understanding the implicit structure of a compound's components is crucial for deciphering its meaning. Earli…