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P2DT: Mitigating Forgetting in Task-Incremental Learning with Progressive Prompt Decision Transformer
Catastrophic forgetting poses a substantial challenge for managing intelligent agents controlled by a large model, causing performance …
Zhiyuan Wang
,
Xiaoyang Qu
,
Jing Xiao
,
Bokui Chen
,
Jianzong Wang
Cite
arXiv
IEEE
On the Calibration and Uncertainty with Pólya-Gamma Augmentation for Dialog Retrieval Models
Deep neural retrieval models have amply demonstrated their power but estimating the reliability of their predictions remains …
Tong Ye
,
Shijing Si
,
Jianzong Wang
,
Ning Cheng
,
Zhitao Li
,
Jing Xiao
PDF
Cite
arXiv
AAAI
PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter
The Retrieval Question Answering (ReQA) task employs the retrieval-augmented framework, composed of a retriever and generator. The …
Haoyan Yang
,
Zhitao Li
,
Yong Zhang
,
Jianzong Wang
,
Ning Cheng
,
Ming Li
,
Jing Xiao
PDF
Cite
arXiv
ACL
Sparks of Large Audio Models: A Survey and Outlook
This survey paper provides a comprehensive overview of the recent advancements and challenges in applying large language models to the …
Siddique Latif
,
Moazzam Shoukat
,
Fahad Shamshad
,
Muhammad Usama
,
Yi Ren
,
Heriberto Cuayáhuitl
,
Wenwu Wang
,
Xulong Zhang
,
Roberto Togneri
,
Björn W. Schuller
Cite
Code
arXiv
Prompt Guided Copy Mechanism for Conversational Question Answering
Conversational Question Answering (CQA) is a challenging task that aims to generate natural answers for conversational flow questions. …
Yong Zhang
,
Zhitao Li
,
Jianzong Wang
,
Yiming Gao
,
Ning Cheng
,
Fengying Yu
,
Jing Xiao
PDF
Cite
arXiv
ISCA
Self-Attention for Incomplete Utterance Rewriting
Incomplete utterance rewriting (IUR) has recently become an essential task in NLP, aiming to complement the incomplete utterance with …
Yong Zhang
,
Zhitao Li
,
Jianzong Wang
,
Ning Cheng
,
Jing Xiao
Cite
arXiv
IEEE
VU-BERT: A Unified Framework for Visual Dialog
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Tong Ye
,
Shijing Si
,
Jianzong Wang
,
Rui Wang
,
Ning Cheng
,
Jing Xiao
Cite
arXiv
IEEE
Self-supervised Learning for Semantic Sentence Matching with Dense Transformer Inference Network
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Fengying Yu
,
Jianzong Wang
,
Dewei Tao
,
Ning Cheng
,
Jing Xiao
Cite
Springer
Semantic Extraction for Sentence Representation via Reinforcement Learning
Many modern Natural Language Processing(NLP) systems rely on word embeddings, previously trained in an unsupervised manner on large …
Fengying Yu
,
Dewei Tao
,
Jianzong Wang
,
Yanfei Hui
,
Ning Cheng
,
Jing Xiao
Cite
IEEE
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