Cross-Lingual Solutions

Expert services in multilingual corpus construction, model fine-tuning, and knowledge graph validation.

Corpus Construction

Aggregating multilingual texts with annotations for enhanced cross-lingual understanding and analysis.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
Model Fine-Tuning

Utilizing GPT-4 API for prompt design to enhance temporal reasoning and entity mapping.

Visualizing attention weights to interpret model decisions and improve understanding of outputs.

Interpretability Analysis
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.
A bookshelf filled with a variety of books, primarily in English. The visible sign above the shelf indicates these are books in English, and several shelves are labeled with alphabetical markers. A large dictionary is prominently displayed, suggesting a focus on English language resources.
A bookshelf filled with a variety of books, primarily in English. The visible sign above the shelf indicates these are books in English, and several shelves are labeled with alphabetical markers. A large dictionary is prominently displayed, suggesting a focus on English language resources.

Innovative Cross-Lingual Design Solutions

We specialize in multilingual corpus construction and model fine-tuning for advanced cross-lingual alignment and timeline generation, ensuring precise knowledge graph validation and interpretability analysis.

A large open book is placed on a table inside a modern building with a glass-paneled facade. Hanging from the ceiling are alphabetic characters forming an artistic installation. In the background, several people are sitting and working or conversing at tables, partially silhouetted against the windows.
A large open book is placed on a table inside a modern building with a glass-paneled facade. Hanging from the ceiling are alphabetic characters forming an artistic installation. In the background, several people are sitting and working or conversing at tables, partially silhouetted against the windows.
Transforming language processing for all.
"

Multilingual Alignment

Innovative project for cross-lingual entity mapping and reasoning.

The image depicts an indoor space with bookshelves lined against a wall. The word 'multimedia' is visible on the far wall, indicating that this section could be related to multimedia resources. The ceiling has recessed lighting, and the overall tone of the space is modern and minimalistic.
The image depicts an indoor space with bookshelves lined against a wall. The word 'multimedia' is visible on the far wall, indicating that this section could be related to multimedia resources. The ceiling has recessed lighting, and the overall tone of the space is modern and minimalistic.
Knowledge Graphs

Validating entities and relations through automated metrics analysis.

The image features a dimly lit wall with Chinese text printed in white on a dark background. The text appears to be part of an exhibit or informational display, possibly in a museum or gallery. Multiple columns and sections of text are visible, with some larger characters and headings near the top.
The image features a dimly lit wall with Chinese text printed in white on a dark background. The text appears to be part of an exhibit or informational display, possibly in a museum or gallery. Multiple columns and sections of text are visible, with some larger characters and headings near the top.
An urban street scene at night featuring a dimly lit alleyway next to a restaurant with signage in both English and another language. Several parked cars and a bicycle are visible, with a person walking down the alley. Graffiti decorates one of the walls, and scaffolding covers part of the sidewalk.
An urban street scene at night featuring a dimly lit alleyway next to a restaurant with signage in both English and another language. Several parked cars and a bicycle are visible, with a person walking down the alley. Graffiti decorates one of the walls, and scaffolding covers part of the sidewalk.
Posters with information in a foreign language are attached to a column inside an open space with visible industrial elements. Various indistinct figures and a busy street can be seen through a large opening.
Posters with information in a foreign language are attached to a column inside an open space with visible industrial elements. Various indistinct figures and a busy street can be seen through a large opening.
Model Fine-Tuning

Designing prompts for effective cross-lingual alignment and reasoning.

Phases

Multilingual corpus construction and model fine-tuning.

© 2025. All rights reserved.