most citedVec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices

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cs.CL2025

Sculptor: Empowering LLMs with Cognitive Agency via Active Context Management

Mo Li, L. H. Xu, Qitai Tan +3

Large Language Models (LLMs) suffer from significant performance degradation when processing long contexts due to proactive interference, where irrelevant information in earlier pa…