2 papers
cs.CL2026
Tool-MCoT: Tool Augmented Multimodal Chain-of-Thought for Content Safety Moderation
Shutong Zhang, Dylan Zhou, Yinxiao Liu +3
The growth of online platforms and user content requires strong content moderation systems that can handle complex inputs from various media types. While large language models (LLM…
cs.CL2025
Dual-Head Reasoning Distillation: Improving Classifier Accuracy with Train-Time-Only Reasoning
Jillian Xu, Dylan Zhou, Vinay Shukla +6
Chain-of-Thought (CoT) prompting often improves classification accuracy, but it introduces a significant throughput penalty with rationale generation (Wei et al., 2022; Cheng and V…