Code Releases Smu-Tan Remedy-R Generative reasoning for machine translation evaluation without error annotations. Machine Translation Evaluation Reasoning Smu-Tan ReMedy Reward-modeling based machine translation evaluation from human preferences. Reward Modeling MT Evaluation Preferences Smu-Tan Neuron Specialization Code for analyzing intrinsic task modularity in multilingual machine translation models. Multilingual NLP Model Analysis MT Smu-Tan ZS-NMT Variations Experiments for understanding variations in zero-shot neural machine translation performance. Zero-Shot MT NMT Analysis Smu-Tan MEFT Decoder Only Decoder-only implementation for memory-efficient fine-tuning with reversible model components. Fine-Tuning Efficiency Transformers Smu-Tan Attention Residuals for Megatron-LM Megatron-LM implementation of Full and Block Attention Residuals for dense Llama-style pretraining experiments. Attention Residuals Megatron-LM Triton Models & Datasets Dataset EC40 Hugging Face dataset release for multilingual translation training and cross-cultural evaluation research. Dataset Multilingual Translation Evaluation Model Collection Remedy-R Model collection for generative reasoning in machine translation evaluation. Models MT Evaluation Reasoning Model Collection ReMedy Model collection for reward-modeling based machine translation evaluation. Models Reward Modeling Preferences