3 papers
cs.AI2026
SCRIBE: Structured Mid-Level Supervision for Tool-Using Language Models
Yuxuan Jiang, Francis Ferraro
Training reliable tool-augmented agents remains a significant challenge, largely due to the difficulty of credit assignment in multi-step reasoning. While process-level reward mode…
cs.CL2025
DRP: Distilled Reasoning Pruning with Skill-aware Step Decomposition for Efficient Large Reasoning Models
Yuxuan Jiang, Dawei Li, Francis Ferraro
While Large Reasoning Models (LRMs) have demonstrated success in complex reasoning tasks through long chain-of-thought (CoT) reasoning, their inference often involves excessively v…
cs.CL2024
Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs
Yuxuan Jiang, Francis Ferraro
Recently, Large Language Models (LLMs) have shown impressive performance in character understanding tasks, such as analyzing the roles, personalities, and relationships of fictiona…