2 papers
cs.MA2026
Emergence World: A Platform for Evaluating Long-Horizon Multi-Agent Autonomy
Deepak Akkil, Ravi Kokku, Karthik Vikram +3
Most evaluations of LLM agents look like exams: a discrete task, a clean environment, a score in minutes or hours. We argue that this approach is mismatched with the deployment con…
cs.CL2025
Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents
Ankan Mullick, Sombit Bose, Rounak Saha +6
In this paper, we introduce Spotlight, a novel paradigm for information extraction that produces concise, engaging narratives by highlighting the most compelling aspects of a docum…