Jiangming Liu

2 paper cards in Mova's library · 2020–2021

Jiangming Liu wrote 2 of the papers Mova reads, in 2020–2021, most of them on Discourse analysis, Machine translation; often with Ally Zhang, Ananth Gottumukkala, Ben Bogin.

The profile is the library's match of the name; two people with one name are not always told apart.

Papers

Text Generation from Discourse Representation Structures (2021)
The paper generates document text from DRSs on the Groningen Meaning Bank. Two problems make DRSs hard to generate from. First, the conditions of a box form a set, so one meaning can arrive in many orders; the paper learns a canonical order with a graph model (a graph neural network over conditions followed by a…
Evaluating Models' Local Decision Boundaries via Contrast Sets (2020) measured
Standard test sets come from the same distribution as the training data, so a dataset with systematic gaps or annotation artifacts lets models score well with shallow heuristics.