1 |
What do You Mean by Relation Extraction? A Survey on Datasets and Study on Scientific Relation Classification ...
|
|
|
|
BASE
|
|
Show details
|
|
6 |
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions ...
|
|
|
|
BASE
|
|
Show details
|
|
7 |
Genre as Weak Supervision for Cross-lingual Dependency Parsing ...
|
|
|
|
BASE
|
|
Show details
|
|
8 |
Cross-Lingual Cross-Domain Nested Named Entity Evaluation on English Web Texts ...
|
|
|
|
BASE
|
|
Show details
|
|
10 |
Genre as Weak Supervision for Cross-lingual Dependency Parsing ...
|
|
|
|
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.393/ Abstract: Recent work has shown that monolingual masked language models learn to represent data-driven notions of language variation which can be used for domain-targeted training data selection. Dataset genre labels are already frequently available, yet remain largely unexplored in cross-lingual setups. We harness this genre metadata as a weak supervision signal for targeted data selection in zero-shot dependency parsing. Specifically, we project treebank-level genre information to the finer-grained sentence level, with the goal to amplify information implicitly stored in unsupervised contextualized representations. We demonstrate that genre is recoverable from multilingual contextual embeddings and that it provides an effective signal for training data selection in cross-lingual, zero-shot scenarios. For 12 low-resource language treebanks, six of which are test-only, our genre-specific methods significantly outperform competitive baselines ...
|
|
Keyword:
Data Management System; Machine Learning; Machine translation; Natural Language Processing
|
|
URL: https://underline.io/lecture/37408-genre-as-weak-supervision-for-cross-lingual-dependency-parsing https://dx.doi.org/10.48448/xt5q-sp90
|
|
BASE
|
|
Hide details
|
|
11 |
DaN+: Danish Nested Named Entities and Lexical Normalization ...
|
|
|
|
BASE
|
|
Show details
|
|
12 |
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding ...
|
|
|
|
BASE
|
|
Show details
|
|
19 |
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering ...
|
|
|
|
BASE
|
|
Show details
|
|
|
|