conversational AI

Airbnb Technology Team

Dec 12, 2024 · Artificial Intelligence

Airbnb Automation Platform v2: Enabling LLM‑Driven Conversational AI

Airbnb’s Automation Platform v2 replaces the rigid, workflow‑driven architecture of v1 with an LLM‑centric design that orchestrates context gathering, chain‑of‑thought reasoning, tool execution, and guardrails, enabling more natural, scalable, and safe conversational AI while preserving the reliability of traditional workflows.

AI architectureAirbnbAutomation Platform

0 likes · 11 min read

Airbnb Automation Platform v2: Enabling LLM‑Driven Conversational AI

DataFunTalk

Mar 7, 2024 · Artificial Intelligence

Integrating Large Language Models with Knowledge Graphs: Current Status and Future Directions

Large language models enhance human‑machine interaction and natural language understanding, but knowledge graphs remain essential for structured, low‑cost decision making, factual retrieval, and domains like finance; combining both can improve conversational systems, while ongoing challenges in knowledge graph construction persist, as highlighted for the upcoming DataFunSummit2024.

AI integrationconversational AIknowledge graph

0 likes · 5 min read

Integrating Large Language Models with Knowledge Graphs: Current Status and Future Directions

DataFunTalk

Jun 20, 2023 · Artificial Intelligence

How Recommendation Systems Work and Their Integration with ChatGPT

This article explains the fundamentals of recommendation systems, their digital representation, how ChatGPT and large language models are applied to enhance recommendation performance, and highlights emerging trends such as conversational recommendation and a recommended book on the subject.

AIChatGPTRecommendation systems

0 likes · 8 min read

How Recommendation Systems Work and Their Integration with ChatGPT

DataFunSummit

Apr 18, 2023 · Artificial Intelligence

Best Practices for Deploying Speech AI on GPUs with Triton and TensorRT

This article presents comprehensive best‑practice guidelines for deploying conversational speech AI—including ASR and TTS pipelines—on GPU servers using NVIDIA Triton Inference Server and TensorRT, covering workflow overview, performance optimizations, streaming inference, and real‑world deployment tips.

ASRGPU DeploymentSpeech AI

0 likes · 14 min read

Best Practices for Deploying Speech AI on GPUs with Triton and TensorRT

DataFunTalk

Jan 15, 2023 · Artificial Intelligence

Advances in Dialogue Systems: Baidu PLATO Large‑Scale Conversational Models

This article reviews the evolution of dialogue systems from modular task‑oriented designs to end‑to‑end large‑scale models, detailing Baidu's PLATO series, their technical innovations, real‑world deployments, challenges such as inference efficiency and safety, and future research directions in conversational AI.

AI safetyPLATOconversational AI

0 likes · 13 min read

Advances in Dialogue Systems: Baidu PLATO Large‑Scale Conversational Models

DataFunTalk

Nov 24, 2022 · Artificial Intelligence

Technical Evolution of OPPO's Conversational AI Assistant XiaoBu

This article details the development journey of OPPO's conversational AI assistant XiaoBu, covering its historical background, product features, four years of technical evolution, challenges in skill building and user understanding, anti‑failure strategies, and future directions in multimodal AI assistants.

AI AssistantOPPOconversational AI

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Technical Evolution of OPPO's Conversational AI Assistant XiaoBu

DataFunSummit

Nov 20, 2022 · Artificial Intelligence

NLP Technology Applications and Research in Voice Assistants

This article presents an in‑depth overview of NLP techniques used in voice assistants, covering the end‑to‑end conversational AI pipeline, intent and slot modeling, multi‑turn dialog management, model deployment pipelines, quantization methods, and self‑learning strategies for continuous improvement.

Model QuantizationNLPVoice Assistant

0 likes · 30 min read

NLP Technology Applications and Research in Voice Assistants

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

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

DataFunTalk

Oct 7, 2022 · Artificial Intelligence

Overview of Baidu's PLATO Open‑Domain Dialogue Technology, Challenges, and Applications

This article introduces Baidu's PLATO open‑domain dialogue technology, explains the evolution from rule‑based to retrieval‑based and large‑scale generative models, discusses major challenges such as persona stability, long‑term memory, knowledge accuracy, and proactive conversation, and showcases real‑world applications and Q&A insights.

AI ChallengesChatbot ApplicationsOpen-domain Dialogue

0 likes · 23 min read

Overview of Baidu's PLATO Open‑Domain Dialogue Technology, Challenges, and Applications

DataFunSummit

Jul 21, 2022 · Artificial Intelligence

Advances and Challenges in Dialogue Systems: Baidu PLATO and Future Directions

This article reviews the evolution, architectures, challenges, and recent breakthroughs of dialogue systems—especially Baidu's PLATO model—while discussing data‑driven approaches, diversity, safety, interactive learning, and the potential role of virtual environments such as the metaverse in shaping future conversational AI.

AI safetyMetaversePLATO

0 likes · 24 min read

Advances and Challenges in Dialogue Systems: Baidu PLATO and Future Directions

Airbnb Technology Team

Feb 15, 2022 · Artificial Intelligence

Airbnb Automation Platform: Architecture and Modules for Conversational AI

Airbnb’s enterprise‑grade Automation Platform unifies conversational‑AI products through a Markov Decision Process‑based workflow system, featuring an Event Orchestrator, Workflow Engine, Action Store, and drag‑and‑drop Flow Builder, enabling rapid, scalable development of chatbots and assistants without deep engineering.

AI integrationAirbnbAutomation Platform

0 likes · 12 min read

Airbnb Automation Platform: Architecture and Modules for Conversational AI

DataFunTalk

Feb 22, 2021 · Artificial Intelligence

Advances in Conversational AI at Alibaba DAMO Academy: Few-Shot Learning, Dialogue Management, and TableQA

Alibaba DAMO Academy’s Conversational AI team presents a comprehensive overview of their research breakthroughs—including few‑shot learning for low‑resource language understanding, deep‑learning‑based dialogue management, and TableQA semantic parsing—alongside large‑scale deployments in government, finance, and pandemic response services.

AI applicationsDialogue ManagementTableQA

0 likes · 20 min read

Advances in Conversational AI at Alibaba DAMO Academy: Few-Shot Learning, Dialogue Management, and TableQA

DataFunTalk

Mar 9, 2020 · Artificial Intelligence

Microsoft XiaoIce: Architecture and Techniques for Persona‑Driven Conversational AI

The article presents an in‑depth overview of Microsoft XiaoIce’s conversational AI platform, covering system classification, the three major dialogue directions, long‑term conversation handling, query understanding and rewriting, few‑shot learning with prototypical networks, retrieval and generation models, empathy modeling, and the concept of AI beings for building personalized chatbots.

AI beingsconversational AIdialogue systems

0 likes · 26 min read

Microsoft XiaoIce: Architecture and Techniques for Persona‑Driven Conversational AI

DataFunTalk

Aug 6, 2019 · Artificial Intelligence

Global Landscape and Chinese Market of Conversational AI: Trends, Companies, and Case Studies

This article reviews the global and Chinese conversational AI landscape, outlines its three-tier architecture, highlights leading companies, analyzes market growth forecasts, and presents case studies from Amazon Alexa, Nuance, and Google Assistant, offering insights into challenges and design principles.

Amazon AlexaChinaGoogle Assistant

0 likes · 13 min read

Global Landscape and Chinese Market of Conversational AI: Trends, Companies, and Case Studies

DataFunTalk

May 29, 2019 · Artificial Intelligence

General‑Domain Conversational QA: Technologies, Challenges, and Alibaba UC’s Practice

This article reviews the evolution, architecture, and key technical challenges of general‑domain conversational QA systems, describing Alibaba UC’s search background, dialogue bot types, data pipelines, and advanced methods such as transfer learning, few‑shot learning, and multi‑dimensional dialogue management.

AlibabaNLPconversational AI

0 likes · 12 min read

General‑Domain Conversational QA: Technologies, Challenges, and Alibaba UC’s Practice

Tencent Cloud Developer

Dec 21, 2018 · Artificial Intelligence

Tencent Xiaowei Conversational AI Platform: Architecture, Models, and Applications

Tencent Xiaowei is an open, easy‑to‑integrate conversational AI platform that combines NLU, dialogue management and generation, supports multi‑turn context via Memory Networks, uses bidirectional RNN and CNN‑based intent classifiers, and powers smart speakers, TVs and customer‑service bots by leveraging Tencent’s rich content ecosystem.

Intent classificationNLPTencent Xiaowei

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Tencent Xiaowei Conversational AI Platform: Architecture, Models, and Applications