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cs.CL2026

BLUEX v2: Benchmarking LLMs on Open-Ended Questions from Brazilian University Entrance Exams

João Guilherme Alves Santos, Giovana Kerche Bonás, Thiago Laitz +2

Although Large Language Models (LLMs) excel in many tasks, their assessment in Portuguese has received less attention, particularly for open-ended, discursive tasks that demand dee…

cs.CL2026

moBERTo: A Modern Encoder for Portuguese via Continued Pretraining of ModernBERT

Thiago Laitz, Thales Sales Almeida, João Guilherme Alves Santos +1

Encoder-only transformer models remain essential for production NLP pipelines. We introduce moBERTo, a Portuguese adaptation of ModernBERT obtained through continued pretraining of…

cs.CL2025

Ticket-Bench: A Kickoff for Multilingual and Regionalized Agent Evaluation

Thales Sales Almeida, João Guilherme Alves Santos, Thiago Laitz +1

Large language models (LLMs) are increasingly deployed as task-oriented agents, where success depends on their ability to generate accurate function calls under realistic, multilin…

cs.CL2025

BRoverbs -- Measuring how much LLMs understand Portuguese proverbs

Thales Sales Almeida, Giovana Kerche Bonás, João Guilherme Alves Santos

Large Language Models (LLMs) exhibit significant performance variations depending on the linguistic and cultural context in which they are applied. This disparity signals the neces…

cs.CL2025

BLUEX Revisited: Enhancing Benchmark Coverage with Automatic Captioning

João Guilherme Alves Santos, Giovana Kerche Bonás, Thales Sales Almeida

With the growing capabilities of Large Language Models (LLMs), there is an increasing need for robust evaluation methods, especially in multilingual and non-English contexts. We pr…

cs.CL2025

TiEBe: Tracking Language Model Recall of Notable Worldwide Events Through Time

Thales Sales Almeida, Giovana Kerche Bonás, João Guilherme Alves Santos +2

As the knowledge landscape evolves and large language models (LLMs) become increasingly widespread, there is a growing need to keep these models updated with current events. While…