most citedReinforced Molecular Optimization with Neighborhood-Controlled Grammars

15 citations · 16 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CL2021

Transcribing Natural Languages for The Deaf via Neural Editing Programs

Dongxu Li, Chenchen Xu, Liu Liu +4

This work studies the task of glossification, of which the aim is to em transcribe natural spoken language sentences for the Deaf (hard-of-hearing) community to ordered sign langua…

cs.CL2021

Enhancing Clinical Information Extraction with Transferred Contextual Embeddings

Zimin Wan, Chenchen Xu, Hanna Suominen

The Bidirectional Encoder Representations from Transformers (BERT) model has achieved the state-of-the-art performance for many natural language processing (NLP) tasks. Yet, limite…

cs.LG2021

Humanly Certifying Superhuman Classifiers

Qiongkai Xu, Christian Walder, Chenchen Xu

Estimating the performance of a machine learning system is a longstanding challenge in artificial intelligence research. Today, this challenge is especially relevant given the emer…

cs.CL2021★ 1 cited

Analyzing the Granularity and Cost of Annotation in Clinical Sequence Labeling

Haozhan Sun, Chenchen Xu, Hanna Suominen

Well-annotated datasets, as shown in recent top studies, are becoming more important for researchers than ever before in supervised machine learning (ML). However, the dataset anno…

cs.LG2020★ 15 cited

Reinforced Molecular Optimization with Neighborhood-Controlled Grammars

Chencheng Xu, Qiao Liu, Minlie Huang +1

A major challenge in the pharmaceutical industry is to design novel molecules with specific desired properties, especially when the property evaluation is costly. Here, we propose…