1 citations · 2 across the 11 of their papers we have counts for
11 papers
Know When to Trust the Skill: Delayed Appraisal and Epistemic Vigilance for Single-Agent LLMs
Eren Unlu
As large language models (LLMs) transition into autonomous agents integrated with extensive tool ecosystems, traditional routing heuristics increasingly succumb to context pollutio…
Don't Start What You Can't Finish: A Counterfactual Audit of Support-State Triage in LLM Agents
Eren Unlu
Current agent evaluations largely reward execution on fully specified tasks, while recent work studies clarification [11, 22, 2], capability awareness [9, 1], abstention [8, 14], a…
Preservation Is Not Enough for Width Growth: Regime-Sensitive Selection of Dense LM Warm Starts
Eren Unlu
Width expansion offers a practical route to reuse smaller causal-language-model checkpoints, but selecting a widened warm start is not solved by zero-step preservation alone. We st…
Loop-Extrusion Linkage: Spectral Ordering and Interval-Based Structure Discovery for Continuous Optimization
Eren Unlu
The rapid growth of nature-inspired metaheuristics has exposed a persistent gap between metaphorical novelty and genuine algorithmic advancement. Motivated by the biophysics of chr…
Geotokens and Geotransformers
Eren Unlu
In transformer architectures, position encoding primarily provides a sense of sequence for input tokens. While the original transformer paper's method has shown satisfactory result…
Translation Aligned Sentence Embeddings for Turkish Language
Eren Unlu, Unver Ciftci
Due to the limited availability of high quality datasets for training sentence embeddings in Turkish, we propose a training methodology and a regimen to develop a sentence embeddin…
Entity Embeddings : Perspectives Towards an Omni-Modality Era for Large Language Models
Eren Unlu, Unver Ciftci
Large Language Models (LLMs) are evolving to integrate multiple modalities, such as text, image, and audio into a unified linguistic space. We envision a future direction based on…
Spherical Position Encoding for Transformers
Eren Unlu
Position encoding is the primary mechanism which induces notion of sequential order for input tokens in transformer architectures. Even though this formulation in the original tran…
Chatmap : Large Language Model Interaction with Cartographic Data
Eren Unlu
The swift advancement and widespread availability of foundational Large Language Models (LLMs), complemented by robust fine-tuning methodologies, have catalyzed their adaptation fo…
FootGPT : A Large Language Model Development Experiment on a Minimal Setting
Eren Unlu
With recent empirical observations, it has been argued that the most significant aspect of developing accurate language models may be the proper dataset content and training strate…
Structural Embeddings of Tools for Large Language Models
Eren Unlu
It is evident that the current state of Large Language Models (LLMs) necessitates the incorporation of external tools. The lack of straightforward algebraic and logical reasoning i…