Language Resilience

Studying language model robustness against noisy input variations.

A black microphone is prominently featured in the foreground with the word 'DYNAMIC' printed on its mesh grille. The background is blurred, displaying muted colors and indistinct shapes, suggesting an indoor setting.
A black microphone is prominently featured in the foreground with the word 'DYNAMIC' printed on its mesh grille. The background is blurred, displaying muted colors and indistinct shapes, suggesting an indoor setting.
Dialect Variation Study

Evaluating model performance across Japan's diverse dialects.

A woman wearing a headscarf and mask is engaged in an interactive session with two young people. She is pointing at a whiteboard filled with comparative adjectives for characters in a list. The setting appears to be an indoor room with red walls, a tiled floor, and closed wooden doors.
A woman wearing a headscarf and mask is engaged in an interactive session with two young people. She is pointing at a whiteboard filled with comparative adjectives for characters in a list. The setting appears to be an indoor room with red walls, a tiled floor, and closed wooden doors.
A collection of colorful, plastic Bengali alphabet letters scattered randomly across a brown surface. The letters feature vibrant shades of pink, green, blue, yellow, and orange, creating a lively and playful arrangement.
A collection of colorful, plastic Bengali alphabet letters scattered randomly across a brown surface. The letters feature vibrant shades of pink, green, blue, yellow, and orange, creating a lively and playful arrangement.
A vintage typewriter holds a sheet of paper with the words 'RESILIENCE BUILDING' typed in bold font. The typewriter is an older model with dark green keys and a metallic structure. The paper is crisp and white, contrasting with the machine's darker features.
A vintage typewriter holds a sheet of paper with the words 'RESILIENCE BUILDING' typed in bold font. The typewriter is an older model with dark green keys and a metallic structure. The paper is crisp and white, contrasting with the machine's darker features.
Model Fine-Tuning

Enhancing accuracy with regional language variations in Japan.

gray computer monitor

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Reach out to discuss language model robustness and variations.