Enhancing Language Model Robustness

Studying dialects and slang for improved accuracy in language processing across Japan.

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Understanding Language Model Robustness

We study OpenAI's models' performance with noisy inputs, focusing on Japanese dialects and slang to enhance their accuracy and resilience.

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.
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A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
A computer screen displaying a webpage about ChatGPT, focusing on optimizing language models for dialogue. The webpage has text describing the model and includes the OpenAI logo. The background is green with some purple graphical elements on the side.
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.

Our Research Focus

Our project examines language variations in Japan, aiming to improve model performance against ambiguity caused by dialects and slang.

Language Model Resilience

Enhancing accuracy amidst noisy input data and regional language variations in Japan.

Dialect and Slang
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.
A display screen shows information about ChatGPT, a language model for dialogue optimization. The text includes details on how the model is used in conversational contexts. The background is primarily green, with pink and purple graphic lines on the right side. The OpenAI logo is positioned at the top left.

Exploring model performance with various dialects and slang across Japan's regions.

Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.
Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.
A smartphone displays a webpage related to ChatGPT, showcasing details about the language model and its development. The screen shows text explaining ChatGPT's capabilities and origins. In the background, a logo with a neural network design and the word 'ChatGPT' are visible.
A smartphone displays a webpage related to ChatGPT, showcasing details about the language model and its development. The screen shows text explaining ChatGPT's capabilities and origins. In the background, a logo with a neural network design and the word 'ChatGPT' are visible.
Robustness Research

Studying language model adaptability to spelling errors and paraphrased sentences in Japanese.

Fine-tuning for Accuracy

Model Performance Adjustment

Language Models

Studying robustness of models against noisy input data variations.

A close-up view of a page from an instructional text, focused on a section with the word 'Grammalogue' in bold, followed by a sentence explaining the term. The background shows blurred text with variations in typography size and boldness.
A close-up view of a page from an instructional text, focused on a section with the word 'Grammalogue' in bold, followed by a sentence explaining the term. The background shows blurred text with variations in typography size and boldness.
Dialect Research

Exploring language variations across different regions of Japan.

A close-up view of a dictionary page showing words and definitions related to 'diversion' and 'diversity'. The text is crisp with clear phonetic transcription and explanations in a serif font. The paper has a textured, off-white appearance, suggesting age or frequent use.
A close-up view of a dictionary page showing words and definitions related to 'diversion' and 'diversity'. The text is crisp with clear phonetic transcription and explanations in a serif font. The paper has a textured, off-white appearance, suggesting age or frequent use.
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A close-up view of an open dictionary page, focusing on definitions and words in detailed typography. The text is well-aligned, with small, serifed font and some phonetic transcriptions visible.
A close-up view of an open dictionary page, focusing on definitions and words in detailed typography. The text is well-aligned, with small, serifed font and some phonetic transcriptions visible.
An open dictionary page with text in a foreign language, possibly German, showing various terms and their definitions. Next to it, a blurred map partially visible with the word 'ENGLAND' and parts of the coastline.
An open dictionary page with text in a foreign language, possibly German, showing various terms and their definitions. Next to it, a blurred map partially visible with the word 'ENGLAND' and parts of the coastline.
Model Performance

Evaluating accuracy with slang and paraphrased sentences variations.

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Contact Us

Reach out to discuss language model robustness and regional dialects in Japan. We value your input and collaboration.

Inquiry

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Support

info@neuralinker.com

Robustness

Studying language model accuracy with noisy inputs.

Dialect

Slang

candacealley@neuralinker.cfd

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