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Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Dec 13, 2023 · Artificial Intelligence

Boosting Cross-Lingual Machine Reading Comprehension with X-STA: A New Knowledge Transfer Approach

The X-STA algorithm, introduced by Alibaba Cloud’s PAI and researchers from South China University of Technology, leverages gradient‑decomposed knowledge sharing, teacher‑guided attention, and multi‑level alignment to enhance cross‑lingual machine reading comprehension, achieving state‑of‑the‑art results on three multilingual MRC benchmarks.

Knowledge TransferX-STAcross-lingual
0 likes · 7 min read
Boosting Cross-Lingual Machine Reading Comprehension with X-STA: A New Knowledge Transfer Approach
Baidu Geek Talk
Baidu Geek Talk
Oct 25, 2023 · Artificial Intelligence

How Baidu Search Is Transforming Machine Question Answering with Large‑Scale AI Models

This article reviews the evolution of machine question answering, from early feature‑engineered systems to modern large‑language‑model‑driven retrieval‑augmented generation, outlines Baidu Search’s current Retriever‑Reader architecture, discusses challenges such as semantic complexity, latency and answer quality, and presents solutions including hierarchical DocMRC modeling, multi‑teacher knowledge distillation, and instruction decomposition for efficient, high‑quality answers.

BaiduLarge Language ModelsRetrieval Augmented Generation
0 likes · 18 min read
How Baidu Search Is Transforming Machine Question Answering with Large‑Scale AI Models
Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Dec 8, 2022 · Artificial Intelligence

KECP: Enhancing Few-Shot Machine Reading Comprehension via Knowledge-Driven Prompt Tuning

KECP, a Knowledge‑Enhanced Contrastive Prompt‑tuning model, achieves strong few‑shot extractive question answering by converting questions to masked statements, injecting external knowledge via gated fusion, and leveraging contrastive learning alongside masked language modeling, as demonstrated on EMNLP‑2022 benchmarks.

NLPcontrastive learningknowledge injection
0 likes · 9 min read
KECP: Enhancing Few-Shot Machine Reading Comprehension via Knowledge-Driven Prompt Tuning
Meituan Technology Team
Meituan Technology Team
May 26, 2022 · Artificial Intelligence

Span-Level Dialogue Summarization via Distant Supervision and Machine Reading Comprehension (DSMRC‑S)

The paper reviews classic summarization models, then proposes DSMRC‑S, a span-level extractive dialogue summarization method using distant supervision and a machine‑reading‑comprehension framework, with token‑level labeling and density‑based span selection, achieving state‑of‑the‑art BLEU and ROUGE improvements on a large Meituan dialogue dataset.

BERTDialogue Summarizationmachine reading comprehension
0 likes · 33 min read
Span-Level Dialogue Summarization via Distant Supervision and Machine Reading Comprehension (DSMRC‑S)
DataFunTalk
DataFunTalk
Sep 24, 2021 · Artificial Intelligence

Intelligent Question Answering in QQ Browser Search Engine: KBQA, DeepQA, and IRQA

This article presents the architecture, techniques, and practical solutions behind intelligent question answering in QQ Browser's search engine, covering knowledge‑graph based QA (KBQA), machine‑reading‑comprehension QA (DeepQA), and information‑retrieval QA (IRQA), and discusses system design, model optimization, and future directions.

aiinformation retrievalknowledge graph
0 likes · 23 min read
Intelligent Question Answering in QQ Browser Search Engine: KBQA, DeepQA, and IRQA
DataFunTalk
DataFunTalk
Sep 14, 2021 · Artificial Intelligence

Multimodal and Human‑Computer Interaction Technologies for E‑commerce Live Streaming: From Q&A to Live Broadcast

This talk explores how multimodal AI, knowledge‑graph‑enhanced script generation, and advanced reading‑comprehension techniques enable virtual anchors to transform e‑commerce live streaming from simple Q&A bots into interactive, content‑rich live broadcasts, addressing challenges of material sourcing, personalization, and low‑latency response.

Content GenerationLiveQAMultimodal AI
0 likes · 19 min read
Multimodal and Human‑Computer Interaction Technologies for E‑commerce Live Streaming: From Q&A to Live Broadcast
AntTech
AntTech
Apr 13, 2021 · Artificial Intelligence

Ant Financial’s ZhiXiaoBao Team Achieves Human-Level Scores on SQuAD 2.0 and Advances Machine Reading Comprehension

The ZhiXiaoBao technical team at Ant Financial broke the SQuAD 2.0 leaderboard with a model that surpasses human performance, detailing the challenges of natural‑language understanding, the specific ranking and data‑augmentation techniques they employed, and the broader impact on fintech knowledge‑base automation and future AI research.

FinTechKnowledge BaseModel Optimization
0 likes · 9 min read
Ant Financial’s ZhiXiaoBao Team Achieves Human-Level Scores on SQuAD 2.0 and Advances Machine Reading Comprehension
DataFunTalk
DataFunTalk
Mar 18, 2021 · Artificial Intelligence

Advances in Baidu Knowledge Graph: Technologies, Applications, and Future Directions

This presentation by Baidu senior R&D engineer Wang Quan outlines the evolution, architecture, and recent breakthroughs of Baidu's knowledge graph, covering universal, event, video, and industry-specific graphs, key technologies such as open knowledge mining, self‑learning, multi‑source fusion, and their applications in search, recommendation, dialogue, and intelligent services.

Artificial IntelligenceEvent ExtractionSearch
0 likes · 22 min read
Advances in Baidu Knowledge Graph: Technologies, Applications, and Future Directions
DataFunTalk
DataFunTalk
Dec 21, 2020 · Artificial Intelligence

Intelligent Question Answering Technology Framework and Practices at Meituan

This article describes Meituan's intelligent question answering system, detailing its three core capabilities—Document QA, Community QA, and Knowledge‑Graph QA—along with the underlying machine‑reading comprehension models, multi‑task learning, answer ranking, and real‑world deployment scenarios across travel, hotel, and retail services.

MeituanNLPknowledge graph
0 likes · 22 min read
Intelligent Question Answering Technology Framework and Practices at Meituan
Alibaba Cloud Developer
Alibaba Cloud Developer
Jul 31, 2019 · Artificial Intelligence

How Alibaba’s Enriched BERT Set a New Record in Open‑Domain QA

Alibaba’s AI team introduced a multi‑stage, document‑ranking and paragraph‑ranking system built on an Enriched BERT model that topped the MS MARCO reading‑comprehension leaderboard, surpassing previous state‑of‑the‑art methods and even human performance on open‑domain QA tasks.

Alibaba AIEnriched BERTOpen Domain QA
0 likes · 5 min read
How Alibaba’s Enriched BERT Set a New Record in Open‑Domain QA
DataFunTalk
DataFunTalk
Mar 8, 2019 · Artificial Intelligence

Alibaba's Intelligent Service Bot (Ali Xiaomì): Platform Overview, Intent Recognition, Machine Reading Comprehension, Multi‑turn Recommendation, and Transfer Learning

The article presents an in‑depth overview of Alibaba's intelligent service bot Ali Xiaomì, covering its platform evolution, core NLP techniques such as intent recognition and machine reading comprehension, multi‑turn recommendation strategies, transfer‑learning approaches across domains and languages, and future technical challenges.

Reinforcement Learningaimachine reading comprehension
0 likes · 11 min read
Alibaba's Intelligent Service Bot (Ali Xiaomì): Platform Overview, Intent Recognition, Machine Reading Comprehension, Multi‑turn Recommendation, and Transfer Learning
Alibaba Cloud Developer
Alibaba Cloud Developer
Jul 4, 2018 · Artificial Intelligence

Machine Reading Comprehension Revolutionizes E‑commerce: Alibaba’s XiaoMi and AI Models

This article reviews the background of Alibaba's XiaoMi chatbot, explores how machine reading comprehension can be applied to e‑commerce scenarios such as rule interpretation and product inquiries, surveys key datasets and SQuAD‑based models, and discusses practical challenges and solutions for deploying these technologies in real‑world business environments.

AlibabaDeep Learningai
0 likes · 18 min read
Machine Reading Comprehension Revolutionizes E‑commerce: Alibaba’s XiaoMi and AI Models
Alibaba Cloud Developer
Alibaba Cloud Developer
Jun 21, 2017 · Artificial Intelligence

How Alibaba’s AI Powers Machine Reading Comprehension in E‑Commerce

Alibaba’s AI assistant “Ali Xiaomì” is exploring machine reading comprehension to automatically understand e‑commerce rules and product information, leveraging deep learning models and datasets such as SQuAD, bAbI, and MCTest, while addressing challenges of long texts, answer granularity, and real‑world deployment.

Deep LearningE-commerce AImachine reading comprehension
0 likes · 18 min read
How Alibaba’s AI Powers Machine Reading Comprehension in E‑Commerce