1 citations · 2 across the 11 of their papers we have counts for
4 papers · 1 filter
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…
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…