from SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis

from SPARK: Multi-Vision Sensor Perception and Reasoning Benchmark for Large-scale Vision-Language Models

from TroL: Traversal of Layers for Large Language and Vision Models

from Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models