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Knowledge Injection

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Tencent Advertising Technology
Tencent Advertising Technology
Jan 9, 2025 · Artificial Intelligence

Applying Large Language Models to Search Advertising: End‑to‑End Generative Recall and System Optimizations

This report details how large language models (LLMs) were integrated into Tencent's search advertising pipeline—from early extraction‑distillation experiments in 2023 to a 2024 end‑to‑end generative recall architecture—showing significant improvements in relevance, diversity, and revenue through knowledge injection, supervised fine‑tuning, constrained beam‑search decoding, and high‑performance inference services.

AIKnowledge InjectionLLM
0 likes · 11 min read
Applying Large Language Models to Search Advertising: End‑to‑End Generative Recall and System Optimizations
DataFunTalk
DataFunTalk
Jul 11, 2023 · Artificial Intelligence

Sunshine Insurance Group's Zhèngyán Large Model Open Platform: Architecture, Tools, and Business Applications

The article describes Sunshine Insurance Group's Zhèngyán Large Model Open Platform, detailing its three‑layer architecture, AutoTrain tool, self‑developed LLM, smart routing, plugin marketplace, intelligent review, and how these capabilities empower insurance marketing, sales, service, and management through AI‑driven solutions.

AI PlatformKnowledge InjectionModel Deployment
0 likes · 13 min read
Sunshine Insurance Group's Zhèngyán Large Model Open Platform: Architecture, Tools, and Business Applications
DataFunTalk
DataFunTalk
Oct 30, 2022 · Artificial Intelligence

SPACE and Proton: Semi‑Supervised Knowledge Injection and Probing‑Tuning for Pretrained Conversational AI Models

This article reviews Alibaba DAMO‑ConvAI’s work on large‑scale conversational AI, comparing pretrained language and dialogue models, introducing the SPACE semi‑supervised knowledge‑injection framework and the Proton probing‑tuning method for extracting and applying model knowledge to downstream tasks.

Knowledge InjectionPretrained Dialogue ModelProbing Tuning
0 likes · 21 min read
SPACE and Proton: Semi‑Supervised Knowledge Injection and Probing‑Tuning for Pretrained Conversational AI Models