Benchmarking Logistic Regression, SVM, and LightGBM Against BiLSTM with Attention for Sentiment Analysis on Indonesian Product Reviews. - Razin Hafid Hamdi; Ivana Margareth Hutabarat; Hanna Gresia Sinaga; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Comparative Analysis of AutoML and BiLSTM Models for Cyberbullying Detection on Indonesian Instagram Comments. - Raihana Adelia Putri; Aisyah Musfirah; Anggi Puspita Ningrum; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Benchmarking PyCaret AutoML Against BiLSTM for Fine-Grained Emotion Classification: A Comparative Study on 20-Class Emotion Detection. - Arya Muda Siregar; Arielva Simon Siahaan; Haikal Fransisko Simbolon; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Classification of Public Opinion on the Free Nutritional Meal Program on YouTube Media Using the LSTM Method. - Berliana Enda Putri; Lisa Diani Amelia; Muhammad Zaky Zaiddan; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Sentiment Analysis of AI Adoption in Indonesian Higher Education Using Machine Learning and Transformer-Based Models. - Happy Syahrul Ramadhan; Ahmad Sahidin Akbar; Karin Yehezkiel Sinaga; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Enhancing Game Review Sentiment Classification on Steam Platform with Attention-Based BiLSTM. - Abit Ahmad Oktarian; Fadhil Fitra Wijaya; Dhafin Razaqa Luthfi; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Sentiment Analysis of Mobile Legends App Reviews Using Machine Learning and LSTM-Based Deep Learning Models. - Vira Putri Maharani; Kharisa Harvanny; Daris Samudra; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Benchmarking LightGBM and BiLSTM for Sentiment Analysis on Indonesian E-Commerce Reviews. - Lidia Natasyah Marpaung; Vania Claresta; Iqfina Haula Halika; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Benchmarking Logistic Regression, SVM, Naive Bayes, and IndoBERT Fine-Tuning for Sentiment Analysis on Indonesian Product Reviews. - Nabila Zakiyah Zahra; Salwa Farhanatussaidah; Nasywa Nur Afifah; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

A Comparison of Traditional Machine Learning Algorithms and LSTM-Based Deep Learning Models for Email Sentiment Analysis. - Virdio Samuel Saragih; Baruna Abirawa; Kartini Lovian Simbolon; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Sentiment Analysis of Indonesian Spotify Reviews Using Machine Learning and BiLSTM. - Uliano Wilyam Purba; Andre Hadiman Rotua Parhusip; Sahid Maulana; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

A Comparative Study of PyCaret AutoML and CNN-BiLSTM for Binary Hate Speech Detection in Indonesian Twitter. - Tanty Widiyastuti; Mayada; Adisty Syawalda Ariyanto; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)

Sentiment Analysis and Customer Satisfaction Prediction on E-Commerce Platforms Based on YouTube Comments Using the XGBoost Algorithm. - Ridho Benedictus Togi Manik; Muhammad Aqil Ramadhan; Ihsan Maulana Yusuf; Luluk Muthoharoh; Ardika Satria; Martin Clinton Tosima Manullang (CoRR, 2026)