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相关论文: Sabi\'a-2: A New Generation of Portuguese Large La…

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This technical report presents Sabi\'a-4 and Sabiazinho-4, a new generation of Portuguese language models with a focus on Brazilian Portuguese language. The models were developed through a four-stage training pipeline: continued…

This report presents Sabi\'a-3, our new flagship language model, and Sabiazinho-3, a more cost-effective sibling. The models were trained on a large brazilian-centric corpus. Evaluations across diverse professional and academic benchmarks…

As the capabilities of language models continue to advance, it is conceivable that "one-size-fits-all" model will remain as the main paradigm. For instance, given the vast number of languages worldwide, many of which are low-resource, the…

计算与语言 · 计算机科学 2023-11-10 Ramon Pires , Hugo Abonizio , Thales Sales Almeida , Rodrigo Nogueira

The present study aims to explore the capabilities of Language Models (LMs) in tackling high-stakes multiple-choice tests, represented here by the Exame Nacional do Ensino M\'edio (ENEM), a multidisciplinary entrance examination widely…

计算与语言 · 计算机科学 2023-03-31 Desnes Nunes , Ricardo Primi , Ramon Pires , Roberto Lotufo , Rodrigo Nogueira

We present Tucano 2, a fully open suite of large language models (LLMs) with 0.5-3.7 billion parameters, designed to address certain gaps in open-source development for Portuguese LLMs. Following our previous works, we now extend our…

计算与语言 · 计算机科学 2026-03-05 Nicholas Kluge Corrêa , Aniket Sen , Shiza Fatimah , Sophia Falk , Lennard Landgraf , Julia Kastner , Lucie Flek

Large Language Models (LLMs) exhibit significant variations in performance across linguistic and cultural contexts, underscoring the need for systematic evaluation in diverse languages. In this work, we present the most extensive evaluation…

计算与语言 · 计算机科学 2025-12-01 Thales Sales Almeida , Ramon Pires , Hugo Abonizio , Rodrigo Nogueira , Hélio Pedrini

Artificial intelligence (AI) has shown the potential to revolutionize healthcare by improving diagnostic accuracy, optimizing workflows, and personalizing treatment plans. Large Language Models (LLMs) and Multimodal Large Language Models…

This study evaluates the performance of large language models, specifically GPT-3.5 and BARD (supported by Gemini Pro model), in undergraduate admissions exams proposed by the National Polytechnic Institute in Mexico. The exams cover…

计算与语言 · 计算机科学 2023-12-29 Sabino Miranda , Obdulia Pichardo-Lagunas , Bella Martínez-Seis , Pierre Baldi

Recent advancements in language models have showcased human-comparable performance in academic entrance exams. However, existing studies often overlook questions that require the integration of visual comprehension, thus compromising the…

计算与语言 · 计算机科学 2023-11-27 Ramon Pires , Thales Sales Almeida , Hugo Abonizio , Rodrigo Nogueira

We introduce CAPITU, a benchmark for evaluating instruction-following capabilities of Large Language Models (LLMs) in Brazilian Portuguese. Unlike existing benchmarks that focus on English or use generic prompts, CAPITU contextualizes all…

Different of biases are reproduced in LLM-generated responses, including dialectal biases. A study based on prompt engineering was carried out to uncover how LLMs discriminate varieties of Brazilian Portuguese, specifically if…

计算与语言 · 计算机科学 2025-01-06 Raquel Meister Ko Freitag , Túlio Sousa de Gois

The increasing interest in Large Language Models (LLMs) within the telecommunications sector underscores their potential to revolutionize operational efficiency. However, the deployment of these sophisticated models is often hampered by…

计算与语言 · 计算机科学 2024-06-26 Nicola Piovesan , Antonio De Domenico , Fadhel Ayed

Large language models such as ChatGPT-3.5 and GPT-4.0 are ubiquitous and dominate the current discourse. Their transformative capabilities have led to a paradigm shift in how we interact with and utilize (text-based) information. Each day,…

计算机与社会 · 计算机科学 2023-08-07 Tim Krüger , Michael Gref

We investigate the effectiveness of GPT-3.5 and GPT-4, two large language models, as Grammatical Error Correction (GEC) tools for Brazilian Portuguese and compare their performance against Microsoft Word and Google Docs. We introduce a GEC…

计算与语言 · 计算机科学 2023-07-19 Maria Carolina Penteado , Fábio Perez

The research creates a professional certification survey to test large language models and evaluate their employable skills. It compares the performance of two AI models, GPT-3 and Turbo-GPT3.5, on a benchmark dataset of 1149 professional…

人工智能 · 计算机科学 2023-05-10 David Noever , Matt Ciolino

Recent advances in Large Language Models (LLMs) have presented new opportunities for integrating Artificial General Intelligence (AGI) into biological research and education. This study evaluated the capabilities of leading LLMs, including…

Large Language Models (LLMs) are increasingly bringing advances to Natural Language Processing. However, low-resource languages, those lacking extensive prominence in datasets for various NLP tasks, or where existing datasets are not as…

Language models are increasingly used in Brazil, but most evaluation remains English-centric. This paper presents Alvorada-Bench, a 4,515-question, text-only benchmark drawn from five Brazilian university entrance examinations. Evaluating…

计算与语言 · 计算机科学 2025-08-25 Henrique Godoy

Background: Medical coding structures healthcare data for research, quality monitoring, and policy. This study assesses the potential of large language models (LLMs) to assign ICPC-2 codes using the output of a domain-specific search…

As Large Language Models (LLMs) expand across multilingual domains, evaluating their performance in under-represented languages becomes increasingly important. European Portuguese (pt-PT) is particularly affected, as existing training data…

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