Key research areas
Contacts
Cognia AI Lab
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Publications
Technologies
Cognia AI Lab
Industrial Application of LLMs
Core
Text Processing
Intelligent text chunking system with support for various algorithms and metadata preservation
Markup Service
Paragraph Chunker
Sliding Window
Metadata
SOON
Document Processing
Document processing service with image and table extraction capabilities
Document Marker
PDF Processing
Markdown Output
Image Extraction
SOON
Machine Learning
High-quality text vector representations with batch processing and multilingual support
BGE-M3 Embeddings
1024D Vectors
Batch Processing
Multi-language
SOON
Machine Learning
Document reranking system by query relevance with high accuracy scoring
BGE Reranker
Relevance Scoring
Fast Processing
Multi-language
SOON
Vector Database
High-performance vector database for similarity search with metadata filtering support
Qdrant Vector Store
Vector Search
Metadata Filtering
REST API
SOON
Language Model
Powerful language model for text generation and conversations with 8K token context
LLaMA-3 8B Instruct
8K Context
Conversation Mode
Instruct-tuned
SOON
Speech Technology
Speech recognition system with speaker diarization and multiple audio format support
SpeechCore AI
Speaker Diarization
Multiple Formats
Task-based
SOON
Data and Knowledge Architectures
Knowledge
Data and Knowledge Architectures
HCI
Autonomous Agents and Multi-Agent Systems
MAS