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#live-commerce

1 articles

01 ·★ MEMBER·PAPER·11 min read Paper Walkthrough: TLive-Omni — An Omni-Modal Model That Watches, Listens, and Tells You the Timestamp A from-scratch walkthrough of TLive-Omni, an omni-modal understanding model built for e-commerce live streaming: Per-vGrid timestamped audio-video interleaving, a three-stage SFT recipe, and Faithful-RFT, which rewards answer faithfulness instead of visible reasoning — grounded strictly in the paper's own numbers.