4 papers
Reasoning-Enhanced Rare-Event Prediction with Balanced Outcome Correction
Vitaly Bulgakov, Alexander Turchin
Rare-event prediction is critical in domains such as healthcare, finance, reliability engineering, customer support, aviation safety, where positive outcomes are infrequent yet pot…
Correction of Transformer-Based Models with Smoothing Pseudo-Projector
Vitaly Bulgakov
The pseudo-projector is a lightweight modification that can be integrated into existing language models and other neural networks without altering their core architecture. It can b…
Optimization of Retrieval-Augmented Generation Context with Outlier Detection
Vitaly Bulgakov
In this paper, we focus on methods to reduce the size and improve the quality of the prompt context required for question-answering systems. Attempts to increase the number of retr…
Dimensionality Reduction in Sentence Transformer Vector Databases with Fast Fourier Transform
Vitaly Bulgakov, Alec Segal
Dimensionality reduction in vector databases is pivotal for streamlining AI data management, enabling efficient storage, faster computation, and improved model performance. This pa…