123 citations · 140 across the 12 of their papers we have counts for
4 papers · 1 filter
Probing Linguistic Information For Logical Inference In Pre-trained Language Models
Zeming Chen, Qiyue Gao
Progress in pre-trained language models has led to a surge of impressive results on downstream tasks for natural language understanding. Recent work on probing pre-trained language…
NeuralLog: Natural Language Inference with Joint Neural and Logical Reasoning
Zeming Chen, Qiyue Gao, Lawrence S. Moss
Deep learning (DL) based language models achieve high performance on various benchmarks for Natural Language Inference (NLI). And at this time, symbolic approaches to NLI are recei…
Monotonicity Marking from Universal Dependency Trees
Zeming Chen, Qiyue Gao
Dependency parsing is a tool widely used in the field of Natural language processing and computational linguistics. However, there is hardly any work that connects dependency parsi…
Attentive Tree-structured Network for Monotonicity Reasoning
Zeming Chen
Many state-of-art neural models designed for monotonicity reasoning perform poorly on downward inference. To address this shortcoming, we developed an attentive tree-structured neu…