3 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.CL2026
Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams
Jiyeon Kim, Hyunji Lee, Dylan Zhou +6
LLMs operating in dynamic real-world contexts often encounter knowledge that evolves continuously or emerges incrementally. To remain accurate and effective, models must adapt to n…
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…