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Tencent Advertising Technology
Tencent Advertising Technology
Dec 25, 2025 · Artificial Intelligence

How RAVEN Leverages Reinforcement Reasoning for Precise Ad Video Violation Grounding

RAVEN is a reinforcement‑reasoning framework that combines curriculum learning with hierarchical rewards to enable multimodal large language models to accurately locate and classify violation segments in advertisement videos, even under noisy, large‑scale industrial data.

AdvertisingReinforcement learningcurriculum learning
0 likes · 17 min read
How RAVEN Leverages Reinforcement Reasoning for Precise Ad Video Violation Grounding
Sohu Tech Products
Sohu Tech Products
Jul 23, 2025 · Artificial Intelligence

Boosting Video Moderation with Multimodal CLIP and Efficient Vector Search

This article describes how a video review system combines multimodal CLIP models, image‑text feature alignment, and optimized vector‑search databases such as RedisSearch and Elasticsearch to detect prohibited content in real time and perform large‑scale historical recall, while addressing challenges of generalization, storage cost, and inference speed.

AICLIPmodel fine-tuning
0 likes · 18 min read
Boosting Video Moderation with Multimodal CLIP and Efficient Vector Search