Os participantes do painel discutem os prós e os contras do uso de chatbots generativos como o ChatGPT na sala de aula e expressam otimismo de que a IA pode, em última análise, melhorar o aprendizado
Chatbots de inteligência artificial (IA), como o ChatGPT, podem resolver problemas matemáticos, redigir códigos de computador, escrever ensaios e criar arte digital – tudo em poucos segundos. Mas o conhecimento e a informação expelidos pelos grandes modelos linguísticos nem sempre são precisos, tornando a verificação de fatos uma necessidade para quem os utiliza.
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)
Especialistas da Johns Hopkins
Desde o seu lançamento em novembro de 2022 pela OpenAI, o ChatGPT deu início a uma onda de entusiasmo e preocupação sobre seu potencial para mudar a forma como os alunos trabalham e aprendem. Os chatbots com tecnologia de IA abrirão portas para novas formas de construção de conhecimento e resolução de problemas? E quanto ao plágio e trapaça? As escolas, os educadores e as famílias podem fazer alguma coisa para se preparar?
Para responder a essas e outras perguntas, três especialistas da Universidade Johns Hopkins se reuniram no dia 19 de setembro para o “Could AI Upend Education?”, um evento virtual aberto ao público e parte da Johns Hopkins Briefing Series . Os especialistas incluíram James Diamond , professor assistente da Escola de Educação e líder do corpo docente dos Programas de Aprendizagem da Era Digital e Tecnologia Educacional; Daniel Khashabi , professor assistente de ciência da computação na Whiting School of Engineering; e Thomas Rid , professor de estudos estratégicos na Escola de Estudos Internacionais Avançados e diretor do Instituto Alperovitch de Estudos de Segurança Cibernética. Lanie Rutkow, vice-reitor de iniciativas interdisciplinares e professor de política e gestão de saúde na Escola Bloomberg de Saúde Pública, mediou a conversa.
Aqui estão cinco conclusões da discussão:
1. A ansiedade é válida
“A introdução repentina de qualquer nova tecnologia num ambiente educacional, especialmente uma tão poderosa como [um chatbot com IA], levanta, com razão, preocupações”, diz Diamond. "...Há preocupações sobre plágio e trapaça,... [e] um esforço reduzido entre alguns alunos para resolver problemas e construir seus próprios entendimentos. Há também preocupações reais sobre a IA perpetuar preconceitos e imprecisões existentes, bem como preocupações de privacidade sobre o uso de tecnologia."
2. O potencial para melhorar a aprendizagem é enorme, mas cuidado com as limitações
“ChatGPT é um superpoder… na sala de aula e, como o poder em geral, pode ser usado para o bem ou para o mal”, disse Rid.
"Se olharmos para o conhecimento humano como um oceano, [então] a inteligência artificial e os grandes modelos de linguagem permitem-nos navegar em águas profundas mais rapidamente, mas assim que nos aproximamos do solo ou da costa, o material de treino no modelo é superficial, [e o bot] começará a ter alucinações ou inventar coisas. Portanto, a confiabilidade é um grande problema, e temos que transmitir aos alunos que eles não podem confiar no resultado e precisam verificar e verificar os fatos.
“[Com a nova e emergente IA generativa], existem algumas implicações realmente poderosas para a aprendizagem personalizada [e] para aliviar a carga de trabalho”, disse Diamond. "Há o potencial de promover interesses e tópicos mais profundos entre os alunos. Há também o potencial de usar [essas ferramentas] para criar novos materiais ou gerar rascunhos de materiais que os alunos desenvolvem e [usam para] explorar novas maneiras de serem criativos."
3. Não conte ainda com software de detecção
“Você pode [usar vários programas para] identificar até que ponto quais partes de uma geração específica [ou, digamos, ensaio] foram fornecidas pelo modelo [de linguagem grande]”, disse Khashabi. "Mas nenhum deles são robôs. Nenhum deles é 100% confiável. Existem cenários sob os quais podemos dizer que com um alto grau de confiança algo foi gerado, mas para os próximos anos, como tecnólogo, eu diria , 'Não conte com isso.'"
4. Aborde a IA com curiosidade
"Os pais e responsáveis podem sentar-se ao lado de seus filhos e explorar uma tecnologia como o ChatGPT... com curiosidade, abertura e um sentimento de admiração,... [para que] seus filhos vejam essas ferramentas como algo para explorar e usar [de forma experimental] para criar", disse Diamond.
“Os educadores podem discutir com os alunos sobre o que pode levar um aluno a trapacear. … [Eles] podem começar a desenvolver a alfabetização em IA de seus alunos para ajudá-los a entender o que é a tecnologia, o que ela pode e o que não pode fazer, e o que eles podem fazer com isso."
5. Seja proativo
“É realmente essencial que todas as partes interessadas – pais, alunos, professores, administradores escolares, legisladores – se reúnam e discutam sobre como esta tecnologia será usada”, disse Diamond. “Se não fizermos isso, acabaremos numa situação em que teremos a tecnologia ditando os termos.”