This repository serves as a companion to the survey paper 'Towards Open Vocabulary Learning: A Survey' published in T-PAMI 2024. It contains two markdown files: README.md and dataset.md. The README provides a curated, tabular listing of papers covering open-vocabulary object detection, segmentation, video understanding, and 3D scene understanding, along with related domains. The dataset.md lists standard benchmarks and dataset splits used across these tasks. The repository does not contain any executable code, data processing pipelines, or model implementations. It is purely a literature survey resource. While useful as a reference for researchers, it has no reusable software components and no data lineage to trace.