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cs.LG2025
Intra-request branch orchestration for efficient LLM reasoning
Weifan Jiang, Rana Shahout, Yilun Du +2
Large Language Models (LLMs) increasingly rely on inference-time reasoning algorithms such as chain-of-thought and multi-branch reasoning to improve accuracy on complex tasks. Thes…
cs.LG2024
Fast Inference for Augmented Large Language Models
Rana Shahout, Cong Liang, Shiji Xin +4
Augmented Large Language Models (LLMs) enhance the capabilities of standalone LLMs by integrating external data sources through API calls. In interactive LLM applications, efficien…
cs.LG2024
Don't Stop Me Now: Embedding Based Scheduling for LLMs
Rana Shahout, Eran Malach, Chunwei Liu +3
Efficient scheduling is crucial for interactive Large Language Model (LLM) applications, where low request completion time directly impacts user engagement. Size-based scheduling a…