JD Cloud Developers

Jul 20, 2026 · Artificial Intelligence

InstEmb: Future‑Aware Instruction‑Following Embeddings for Product Knowledge Representation

InstEmb introduces learnable look‑ahead tokens and dual‑anchor alignment pooling to inject future output semantics into embeddings, enabling instruction‑following tasks such as product retrieval to achieve strong performance without any extra decoding overhead.