activity
20152022
most citedMultimodal Intelligence: Representation Learning, Information Fusion, and Applications

500 citations · 1.6k across the 68 of their papers we have counts for

collaborators
Showing 2021Show all

11 papers · 1 filter

cs.CV2021★ 2 cited

ViDA-MAN: Visual Dialog with Digital Humans

Tong Shen, Jiawei Zuo, Fan Shi +7

We demonstrate ViDA-MAN, a digital-human agent for multi-modal interaction, which offers realtime audio-visual responses to instant speech inquiries. Compared to traditional text o…

cs.CL2021★ 5 cited

The JDDC 2.0 Corpus: A Large-Scale Multimodal Multi-Turn Chinese Dialogue Dataset for E-commerce Customer Service

Nan Zhao, Haoran Li, Youzheng Wu +2

With the development of the Internet, more and more people get accustomed to online shopping. When communicating with customer service, users may express their requirements by mean…

cs.CL2021

RoR: Read-over-Read for Long Document Machine Reading Comprehension

Jing Zhao, Junwei Bao, Yifan Wang +4

Transformer-based pre-trained models, such as BERT, have achieved remarkable results on machine reading comprehension. However, due to the constraint of encoding length (e.g., 512…

cs.CL2021

CUSTOM: Aspect-Oriented Product Summarization for E-Commerce

Jiahui Liang, Junwei Bao, Yifan Wang +3

Product summarization aims to automatically generate product descriptions, which is of great commercial potential. Considering the customer preferences on different product aspects…

cs.CL2021

EviDR: Evidence-Emphasized Discrete Reasoning for Reasoning Machine Reading Comprehension

Yongwei Zhou, Junwei Bao, Haipeng Sun +5

Reasoning machine reading comprehension (R-MRC) aims to answer complex questions that require discrete reasoning based on text. To support discrete reasoning, evidence, typically t…

cs.CL2021★ 4 cited

Joint System-Wise Optimization for Pipeline Goal-Oriented Dialog System

Zichuan Lin, Jing Huang, Bowen Zhou +2

Recent work (Takanobu et al., 2020) proposed the system-wise evaluation on dialog systems and found that improvement on individual components (e.g., NLU, policy) in prior work may…

cs.CL2021★ 6 cited

RevCore: Review-augmented Conversational Recommendation

Yu Lu, Junwei Bao, Yan Song +4

Existing conversational recommendation (CR) systems usually suffer from insufficient item information when conducted on short dialogue history and unfamiliar items. Incorporating e…

cs.CL2021★ 1 cited

SGG: Learning to Select, Guide, and Generate for Keyphrase Generation

Jing Zhao, Junwei Bao, Yifan Wang +3

Keyphrases, that concisely summarize the high-level topics discussed in a document, can be categorized into present keyphrase which explicitly appears in the source text, and absen…

cs.CL2021★ 1 cited

K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce

Song Xu, Haoran Li, Peng Yuan +5

Existing pre-trained language models (PLMs) have demonstrated the effectiveness of self-supervised learning for a broad range of natural language processing (NLP) tasks. However, m…

cs.CL2021★ 4 cited

Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification

Xiaochen Hou, Peng Qi, Guangtao Wang +4

Recent work on aspect-level sentiment classification has demonstrated the efficacy of incorporating syntactic structures such as dependency trees with graph neural networks(GNN), b…

cs.CL2021

Conversational Query Rewriting with Self-supervised Learning

Hang Liu, Meng Chen, Youzheng Wu +2

Context modeling plays a critical role in building multi-turn dialogue systems. Conversational Query Rewriting (CQR) aims to simplify the multi-turn dialogue modeling into a single…