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Pair of Ancient Megalithic Tombs Identified That Date Back to ‘Polish Pyramid’ Builders https://www.goodnewsnetwork.org/pair-of-ancient-megalithic-tombs-identified-that-date-back-to-polish-pyramid-builders/

Pair of Ancient Megalithic Tombs Identified That Date Back to 'Polish Pyramid' Builders
Attributed to a culture known as the Funnel Breakers, the pyramids were constructed of megalithic stones in elongated triangular shapes.

ProPy: Building Interactive Prompt Pyramids upon CLIP for Partially Relevant Video Retrieval
Yi Pan, Yujia Zhang, Michael Kampffmeyer, Xiaoguang Zhao
https://arxiv.org/abs/2508.19024

ProPy: Building Interactive Prompt Pyramids upon CLIP for Partially Relevant Video Retrieval
Partially Relevant Video Retrieval (PRVR) is a practical yet challenging task that involves retrieving videos based on queries relevant to only specific segments. While existing works follow the paradigm of developing models to process unimodal features, powerful pretrained vision-language models like CLIP remain underexplored in this field. To bridge this gap, we propose ProPy, a model with systematic architectural adaption of CLIP specifically designed for PRVR. Drawing insights from the sema…