activity
20212024
most citedA Joint and Domain-Adaptive Approach to Spoken Language Understanding

1 citations · 3 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CL2024★ 1 cited

CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity

Jintao Liu, Ruixue Ding, Linhao Zhang +2

Retrieval-Augmented Generation (RAG) aims to enhance large language models (LLMs) to generate more accurate and reliable answers with the help of the retrieved context from externa…

cs.LG2024

DHA: Learning Decoupled-Head Attention from Transformer Checkpoints via Adaptive Heads Fusion

Yilong Chen, Linhao Zhang, Junyuan Shang +4

Large language models (LLMs) with billions of parameters demonstrate impressive performance. However, the widely used Multi-Head Attention (MHA) in LLMs incurs substantial computat…

cs.IR2022

PILE: Pairwise Iterative Logits Ensemble for Multi-Teacher Labeled Distillation

Lianshang Cai, Linhao Zhang, Dehong Ma +6

Pre-trained language models have become a crucial part of ranking systems and achieved very impressive effects recently. To maintain high performance while keeping efficient comput…

cs.CL2021★ 1 cited

Towards Controlled and Diverse Generation of Article Comments

Linhao Zhang, Houfeng Wang

Much research in recent years has focused on automatic article commenting. However, few of previous studies focus on the controllable generation of comments. Besides, they tend to…

cs.CL2021

Learn to Focus: Hierarchical Dynamic Copy Network for Dialogue State Tracking

Linhao Zhang, Houfeng Wang

Recently, researchers have explored using the encoder-decoder framework to tackle dialogue state tracking (DST), which is a key component of task-oriented dialogue systems. However…

cs.CL2021★ 1 cited

A Joint and Domain-Adaptive Approach to Spoken Language Understanding

Linhao Zhang, Yu Shi, Linjun Shou +3

Spoken Language Understanding (SLU) is composed of two subtasks: intent detection (ID) and slot filling (SF). There are two lines of research on SLU. One jointly tackles these two…