13 citations · 36 across the 13 of their papers we have counts for
13 papers
Context-Aware Displacement Estimation from Mobile Phone Data: A Methodological Framework
Rajius Idzalika, Muhammad Rheza Muztahid, Radityo Eko Prasojo
Timely population displacement estimates are critical for humanitarian response during disasters, but traditional surveys and field assessments are slow. Mobile phone data enables…
Investigating Text Shortening Strategy in BERT: Truncation vs Summarization
Mirza Alim Mutasodirin, Radityo Eko Prasojo
The parallelism of Transformer-based models comes at the cost of their input max-length. Some studies proposed methods to overcome this limitation, but none of them reported the ef…
Simple Hack for Transformers against Heavy Long-Text Classification on a Time- and Memory-Limited GPU Service
Mirza Alim Mutasodirin, Radityo Eko Prasojo, Achmad F. Abka +1
Many NLP researchers rely on free computational services, such as Google Colab, to fine-tune their Transformer models, causing a limitation for hyperparameter optimization (HPO) in…
COPAL-ID: Indonesian Language Reasoning with Local Culture and Nuances
Haryo Akbarianto Wibowo, Erland Hilman Fuadi, Made Nindyatama Nityasya +2
We present COPAL-ID, a novel, public Indonesian language common sense reasoning dataset. Unlike the previous Indonesian COPA dataset (XCOPA-ID), COPAL-ID incorporates Indonesian lo…
On "Scientific Debt" in NLP: A Case for More Rigour in Language Model Pre-Training Research
Made Nindyatama Nityasya, Haryo Akbarianto Wibowo, Alham Fikri Aji +4
This evidence-based position paper critiques current research practices within the language model pre-training literature. Despite rapid recent progress afforded by increasingly be…
NusaX: Multilingual Parallel Sentiment Dataset for 10 Indonesian Local Languages
Genta Indra Winata, Alham Fikri Aji, Samuel Cahyawijaya +11
Natural language processing (NLP) has a significant impact on society via technologies such as machine translation and search engines. Despite its success, NLP technology is only w…
One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia
Alham Fikri Aji, Genta Indra Winata, Fajri Koto +9
NLP research is impeded by a lack of resources and awareness of the challenges presented by underrepresented languages and dialects. Focusing on the languages spoken in Indonesia,…
Nix-TTS: Lightweight and End-to-End Text-to-Speech via Module-wise Distillation
Rendi Chevi, Radityo Eko Prasojo, Alham Fikri Aji +2
Several solutions for lightweight TTS have shown promising results. Still, they either rely on a hand-crafted design that reaches non-optimum size or use a neural architecture sear…
Which Student is Best? A Comprehensive Knowledge Distillation Exam for Task-Specific BERT Models
Made Nindyatama Nityasya, Haryo Akbarianto Wibowo, Rendi Chevi +2
We perform knowledge distillation (KD) benchmark from task-specific BERT-base teacher models to various student models: BiLSTM, CNN, BERT-Tiny, BERT-Mini, and BERT-Small. Our exper…
Synthetic Source Language Augmentation for Colloquial Neural Machine Translation
Asrul Sani Ariesandy, Mukhlis Amien, Alham Fikri Aji +1
Neural machine translation (NMT) is typically domain-dependent and style-dependent, and it requires lots of training data. State-of-the-art NMT models often fall short in handling…
Semi-Supervised Low-Resource Style Transfer of Indonesian Informal to Formal Language with Iterative Forward-Translation
Haryo Akbarianto Wibowo, Tatag Aziz Prawiro, Muhammad Ihsan +4
In its daily use, the Indonesian language is riddled with informality, that is, deviations from the standard in terms of vocabulary, spelling, and word order. On the other hand, cu…
Costs to Consider in Adopting NLP for Your Business
Made Nindyatama Nityasya, Haryo Akbarianto Wibowo, Radityo Eko Prasojo +1
Recent advances in Natural Language Processing (NLP) have largely pushed deep transformer-based models as the go-to state-of-the-art technique without much regard to the production…
Enabling Fine-grained RDF Data Completeness Assessment
Fariz Darari, Simon Razniewski, Radityo Eko Prasojo +1
Nowadays, more and more RDF data is becoming available on the Semantic Web. While the Semantic Web is generally incomplete by nature, on certain topics, it already contains complet…