Multimodal Event Detection: Current Approaches and Defining the New Playground Through LLMs and VLMs. - Abhishek Dey; Aabha Bothera; Samhita Sarikonda; Rishav Aryan; Sanjay Kumar Podishetty; Akshay Havalgi; Saurabh Srivastava; Gaurav Singh (NLDB (1), 2025)