Semantic Role Labeling in Conversational Chat using Deep Bi-Directional Long Short-Term Memory Networks with Attention Mechanism

no code implementations • PACLIC 2018 • Valdi Rachman, Rahmad Mahendra, Alfan Farizki Wicaksono, Ahmad Rizqi Meydiarso, Fariz Ikhwantri

Semantic Role Labeling

Cross-Lingual Transfer for Distantly Supervised and Low-resources Indonesian NER

no code implementations • 25 Jul 2019 • Fariz Ikhwantri

Manually annotated corpora for low-resource languages are usually small in quantity (gold), or large but distantly supervised (silver).

Cross-Lingual Transfer Language Modelling +3

Pretrained language model transfer on neural named entity recognition in Indonesian conversational texts

no code implementations • 21 Feb 2019 • Rezka Leonandya, Fariz Ikhwantri

To learn from small data, strong inductive biases are required.

Language Modelling named-entity-recognition +4

Multi-Task Active Learning for Neural Semantic Role Labeling on Low Resource Conversational Corpus

no code implementations • WS 2018 • Fariz Ikhwantri, Samuel Louvan, Kemal Kurniawan, Bagas Abisena, Valdi Rachman, Alfan Farizki Wicaksono, Rahmad Mahendra

In this paper, we propose a Multi-Task Active Learning framework for Semantic Role Labeling with Entity Recognition (ER) as the auxiliary task to alleviate the need for extensive data and use additional information from ER to help SRL.

Active Learning Multi-Task Learning +1