2 papers
cs.CL2026
Choosing the Right Language Mode at Inference Time for Multilingual Reliability
Ekata Mitra, Ameeta Agrawal
Multilingual large language models often struggle to reason in low- to mid-resource languages. Prior work has shown that translation can improve multilingual reasoning by helping m…
cs.CL2026
ThreadSumm: Summarization of Nested Discourse Threads Using Tree of Thoughts
Olubusayo Olabisi, Ekata Mitra, Ameeta Agrawal
Summarizing deeply nested discussion threads requires handling interleaved replies, quotes, and overlapping topics, which standard LLM summarizers struggle to capture reliably. We…