3 papers
cs.CL2026
Beyond Transfer Accuracy: Faithful Circuits for Controlled Low-Resource Adaptation
Khumaisa Nur'aini, Ayu Purwarianti, Alham Fikri Aji +1
Existing circuit discovery methods rely on templated tasks with clean counterfactuals, limiting their use on diverse natural text. We adapt Contextual Decomposition for Transformer…
cs.CL2026
Does Visual Rendering Bypass Tokenization? Investigating Script-Tokenizer Misalignment in Pixel-Based Language Models
Lucky Susanto, Musa Izzanardi Wijanarko, Khumaisa Nur'aini +3
While pixel-based language modeling aims to bypass the sub-word tokenization bottleneck by rendering text as images, recent multimodal variants such as DualGPT reintroduce text tok…
cs.CL2025
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts
Muhammad Farid Adilazuarda, Musa Izzanardi Wijanarko, Lucky Susanto +3
Indonesia is rich in languages and scripts. However, most NLP progress has been made using romanized text. In this paper, we present NusaAksara, a novel public benchmark for Indone…