activity
20212023
most citedThe Missing Covariate Indicator Method is Nearly Valid Almost Always

35 citations · 54 across the 9 of their papers we have counts for

collaborators

9 papers

cs.LG2023★ 1 cited

Recognizable Information Bottleneck

Yilin Lyu, Xin Liu, Mingyang Song +4

Information Bottlenecks (IBs) learn representations that generalize to unseen data by information compression. However, existing IBs are practically unable to guarantee generalizat…

cs.CL2023★ 17 cited

Is ChatGPT A Good Keyphrase Generator? A Preliminary Study

Mingyang Song, Haiyun Jiang, Shuming Shi +5

The emergence of ChatGPT has recently garnered significant attention from the computational linguistics community. To demonstrate its capabilities as a keyphrase generator, we cond…

cs.CV2023

A Generative Model for Digital Camera Noise Synthesis

Mingyang Song, Yang Zhang, Tunç O. Aydın +2

Noise synthesis is a challenging low-level vision task aiming to generate realistic noise given a clean image along with the camera settings. To this end, we propose an effective g…

cs.CL2022

Hyperbolic Relevance Matching for Neural Keyphrase Extraction

Mingyang Song, Yi Feng, Liping Jing

Keyphrase extraction is a fundamental task in natural language processing and information retrieval that aims to extract a set of phrases with important information from a source d…

cs.CL2021

Topic-Aware Encoding for Extractive Summarization

Mingyang Song, Liping Jing

Document summarization provides an instrument for faster understanding the collection of text documents and has several real-life applications. With the growth of online text data,…

cs.CL2021

Reinforcing Semantic-Symmetry for Document Summarization

Mingyang Song, Liping Jing

Document summarization condenses a long document into a short version with salient information and accurate semantic descriptions. The main issue is how to make the output summary…

cs.CL2021★ 1 cited

Reinforced Abstractive Summarization with Adaptive Length Controlling

Mingyang Song, Yi Feng, Liping Jing

Document summarization, as a fundamental task in natural language generation, aims to generate a short and coherent summary for a given document. Controllable summarization, especi…

stat.AP2021★ 35 cited

The Missing Covariate Indicator Method is Nearly Valid Almost Always

Gang Xu, Mingyang Song, Xin Zhou +3

Background: Although the missing covariate indicator method (MCIM) has been shown to be biased under extreme conditions, the degree and determinants of bias have not been formally…

cs.CL2021

Importance Estimation from Multiple Perspectives for Keyphrase Extraction

Mingyang Song, Liping Jing, Lin Xiao

Keyphrase extraction is a fundamental task in Natural Language Processing, which usually contains two main parts: candidate keyphrase extraction and keyphrase importance estimation…