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Empowering Diverse Voices in AI

Analyzing cultural representation in AI datasets for a balanced narrative.

Empowering Cultural Representation in AI

We analyze datasets to enhance multicultural representation and reduce voice deficits in AI, ensuring diverse narratives from non-western cultures are heard and effectively represented.

A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.
A laptop displaying a website about language models is set on a wooden table. A coffee cup is nearby, next to a menu stand featuring a beef dish advertisement.

Cultural Data Services

Analyzing cultural representation in datasets for enhanced inclusivity and diversity in AI models.

Voice Deficit Index
A laptop displaying a webpage about optimizing language models rests on a wooden table. To the left of the laptop is a white cup containing coffee, with remnants of foam around the edges. A colorful laminated menu stand with a sandwich picture is positioned behind the cup.
A laptop displaying a webpage about optimizing language models rests on a wooden table. To the left of the laptop is a white cup containing coffee, with remnants of foam around the edges. A colorful laminated menu stand with a sandwich picture is positioned behind the cup.

Constructing index to assess cultural representation and narrative bias in AI outputs.

A laptop displays a screen with the title 'ChatGPT: Optimizing Language Models for Dialogue', accompanied by descriptive text. The background shows a blurred image of a sandwich, and there's a white cup on the wooden table next to the laptop.
A laptop displays a screen with the title 'ChatGPT: Optimizing Language Models for Dialogue', accompanied by descriptive text. The background shows a blurred image of a sandwich, and there's a white cup on the wooden table next to the laptop.
An abstract, pastel-colored, 3D-rendered representation of data analysis and search engine optimization (SEO). The image features a computer interface with various analytics symbols, including a magnifying glass, bar charts, pie charts, and a search bar with the text 'SEO'. Surrounding the interface are different objects such as a potted plant, a cup with a saucer, and a megaphone, all placed on a light green background.
An abstract, pastel-colored, 3D-rendered representation of data analysis and search engine optimization (SEO). The image features a computer interface with various analytics symbols, including a magnifying glass, bar charts, pie charts, and a search bar with the text 'SEO'. Surrounding the interface are different objects such as a potted plant, a cup with a saucer, and a megaphone, all placed on a light green background.
Output Evaluation

Utilizing GPT-4 to analyze multicultural representation in generated texts and outputs.

Fine-tuning GPT-4 to reduce cultural voice deficits and enhance narrative diversity.

Technical Interventions

Cultural Representation

Analyzing datasets for non-western cultural representation and bias.

A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'
A section of printed text discusses the disadvantages of online surveys, referencing Denscombe (2018). Specific phrases are highlighted in green, such as 'speak for itself,' 'let empirical data,' 'quantitative,' and 'qualitative.' The text mentions concerns about focusing on empirical data without considering its implications and compares quantitative methods to qualitative ones. Shadows partially obscure the text, and the section is titled '5.3 Geographical Information System.'
Voice Deficit

Constructing index to measure cultural representation effectively.

A collection of diverse, cultural figurines arranged on a wooden surface. The dolls are dressed in traditional attire from various cultures, including elaborate dresses, headpieces, and accessories. Materials vary, with some made of ceramic, fabric, or wood, showcasing intricate details and craftsmanship.
A collection of diverse, cultural figurines arranged on a wooden surface. The dolls are dressed in traditional attire from various cultures, including elaborate dresses, headpieces, and accessories. Materials vary, with some made of ceramic, fabric, or wood, showcasing intricate details and craftsmanship.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A person is viewing a map with red data points on a computer monitor, likely indicating a geographical distribution. The image has a focus on technology and data analysis.
A computer screen displaying analytics dashboards with various charts, including a line graph on the left and a cohort analysis table on the right. The table is populated with different shades of blue, indicating varying levels of user activity over several weeks. Text labels and numbers detail user retention statistics.
A computer screen displaying analytics dashboards with various charts, including a line graph on the left and a cohort analysis table on the right. The table is populated with different shades of blue, indicating varying levels of user activity over several weeks. Text labels and numbers detail user retention statistics.
Model Evaluation

Evaluating GPT-4 outputs for multicultural representation accuracy.

Contact Us Today

Get in touch for inquiries about dataset selection and cultural representation analysis. We’re here to help with your research needs.