AMALIA Technical Report: A Fully Open Source Large Language Model for European Portuguese
Despite rapid progress in open large language models (LLMs), European Portuguese (pt-PT) remains underrepresented in both training data and native evaluation, with machine-translated benchmarks likely missing the variant's linguistic and cultural nuances. We introduce AMALIA, a fully open LLM that prioritizes pt-PT by using more high-quality pt-PT data during both the mid- and post-training stages. To evaluate pt-PT more faithfully, we release a suite of pt-PT benchmarks that includes translated standard tasks and four new datasets targeting pt-PT generation, linguistic competence, and pt-PT/pt-BR bias. Experiments show that AMALIA matches strong baselines on translated benchmarks while s...
| Authors | Afonso Simplício, Gonçalo Vinagre, Miguel Moura Ramos et al. |
|---|---|
| Primary category | cs.CL |
| Published | 27 March 2026 |
| Last updated at source | 27 March 2026 |
Connected in the knowledge graph
- duarteocarmo/AMALIA-9B-0626-SFT-GGUFModel · cited by
- amalia-llm/AMALIA-9B-0626-DPOModel · cited by
- duarteocarmo/AMALIA-9B-0626-DPO-GGUFModel · cited by
- amalia-llm/PT-Culture_DataDataset · cited by
- inaciose/AMALIA-LLM-0626-SFT-Dataset-classlangcodeDataset · cited by
- amalia-llm/bigbenchhard-mt-ptDataset · cited by
- amalia-llm/AMALIA-9B-1225-SFTModel · cited by
- NoxNotreve/AMALIA-9B-0626-SFT-GGUFModel · cited by
- amalia-llm/pt_examsDataset · cited by
- amalia-llm/pt_text_completionDataset · cited by
- amalia-llm/alba_mcqDataset · cited by
- layerx-labs/AMALIA-9B-0626-DPO-GGUFModel · cited by
- amalia-llm/amalia-Nemotron-SFT-Multilingual-v1Dataset · cited by
- layerx-labs/AMALIA-9B-0626-SFT-GGUFModel · cited by
- amalia-llm/cultura-viva-pt-mcqDataset · cited by
- amalia-llm/AMALIA-9B-0626-SFTModel · cited by
Models and datasets referencing this paper
- layerx-labs/AMALIA-9B-0626-DPO-GGUFModel
- amalia-llm/AMALIA-9B-0626-DPOModel
- amalia-llm/AMALIA-9B-0626-SFTModel
- layerx-labs/AMALIA-9B-0626-SFT-GGUFModel
- inaciose/AMALIA-LLM-0626-SFT-Dataset-classlangcodeDataset
- amalia-llm/AMALIA-9B-1225-SFTModel
- duarteocarmo/AMALIA-9B-0626-DPO-GGUFModel
- amalia-llm/pt_examsDataset
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