mlsanityData to 14 Oct 2026

P3B3: A Multi-Turn Conversational Benchmark for Measuring European and Brazilian Portuguese Variety Bias in LLMs

arXiv 2606.16753 ↗First posted 15 Jun 2026cs.CL cs.AI cs.LGcited by 1

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Abstract (arXiv)

As Large Language Models (LLMs) become embedded in everyday communication, capturing regional linguistic variation is essential for reliable and equitable language use. In Portuguese, European (pt-PT) and Brazilian (pt-BR) varieties remain unevenly represented, with pt-BR dominating in data quantity, while LLM preference for Portuguese variants remains underexplored. To address this gap, we introduce P3B3, an expert-curated language variety agnostic benchmark of conversational prompts, along with an evaluation framework for measuring variety bias and controllability. Experiments on several models show that most LLMs exhibit a strong bias toward pt-BR, with variation in controllability across models. These results highlight the need for more balanced multilingual representation across language varieties.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 13 of its 26 references that are in the map. First posted on arXiv 15 Jun 2026.

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13 of 26 references.

References · 13

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2024The Llama 3 Herd of Modelscited by 14,715
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  10. 2025Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarkscited by 5
  11. 2025Enhancing Portuguese Variety Identification with Cross-Domain Approachescited by 4
  12. 2025Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varietiescited by 4
1 more
  1. 2024Performance in a dialectal profiling task of LLMs for varieties of Brazilian Portuguesecited by 3

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