3 papers
cs.CL2025
CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models
Sathya Krishnan Suresh, Tanmay Surana, Lim Zhi Hao +1
Code-switching (CS) poses a significant challenge for Large Language Models (LLMs), yet its comprehensibility remains underexplored in LLMs. We introduce CS-Sum, to evaluate the co…
cs.CL2025
DiaSynth: Synthetic Dialogue Generation Framework for Low Resource Dialogue Applications
Sathya Krishnan Suresh, Wu Mengjun, Tushar Pranav +1
The scarcity of domain-specific dialogue datasets limits the development of dialogue systems across applications. Existing research is constrained by general or niche datasets that…
cs.LG2024
Towards smaller, faster decoder-only transformers: Architectural variants and their implications
Sathya Krishnan Suresh, Shunmugapriya P
In recent times, the research on Large Language Models (LLMs) has grown exponentially, predominantly focusing on models underpinned by the transformer architecture, as established…