2 citations · 2 across the 3 of their papers we have counts for
4 papers
INTACT: Inducing Latent Reasoning on a Frozen Backbone
Kutay Tire, Atula Tejaswi, Haris Vikalo +1
Latent reasoning replaces natural-language chains of thought with compact continuous "soft-token" representations, reducing the number of intermediate tokens that must be decoded a…
Covariance-Aware Transformers for Quadratic Programming and Decision Making
Kutay Tire, Yufan Zhang, Ege Onur Taga +1
We explore the use of transformers for solving quadratic programs and how this capability benefits decision-making problems that involve covariance matrices. We first show that the…
Evaluating the Impact of Data Cleaning on the Quality of Generated Pull Request Descriptions
Kutay Tire, Berk Çakar, Eray Tüzün
Pull Requests (PRs) are central to collaborative coding, summarizing code changes for reviewers. However, many PR descriptions are incomplete, uninformative, or have out-of-context…
Retrieval Augmented Time Series Forecasting
Kutay Tire, Ege Onur Taga, Muhammed Emrullah Ildiz +1
Retrieval-augmented generation (RAG) is a central component of modern LLM systems, particularly in scenarios where up-to-date information is crucial for accurately responding to us…