5 papers
Phase transition on a context-sensitive random language model with short range interactions
Yuma Toji, Jun Takahashi, Vwani Roychowdhury +1
Since the random language model was proposed by E. DeGiuli [Phys. Rev. Lett. 122, 128301], language models have been investigated intensively from the viewpoint of statistical mech…
Berezinskii--Kosterlitz--Thouless transition in a context-sensitive random language model
Yuma Toji, Jun Takahashi, Vwani Roychowdhury +1
Several power-law critical properties involving different statistics in natural languages -- reminiscent of scaling properties of physical systems at or near phase transitions -- h…
Vicsek Model Meets DBSCAN: Cluster Phases in the Vicsek Model
Hideyuki Miyahara, Hyu Yoneki, Tsuyoshi Mizohata +1
The Vicsek model, which was originally proposed to explain the dynamics of bird flocking, exhibits a phase transition with respect to the absolute value of the mean velocity. Altho…
Customizing Open Source LLMs for Quantitative Medication Attribute Extraction across Heterogeneous EHR Systems
Zhe Fei, Mehmet Yigit Turali, Shreyas Rajesh +7
Harmonizing medication data across Electronic Health Record (EHR) systems is a persistent barrier to monitoring medications for opioid use disorder (MOUD). In heterogeneous EHR sys…
Embed-Search-Align: DNA Sequence Alignment using Transformer Models
Pavan Holur, K. C. Enevoldsen, Shreyas Rajesh +5
DNA sequence alignment involves assigning short DNA reads to the most probable locations on an extensive reference genome. This process is crucial for various genomic analyses, inc…