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cs.CL2024
Differentiating Choices via Commonality for Multiple-Choice Question Answering
Wenqing Deng, Zhe Wang, Kewen Wang +3
Multiple-choice question answering (MCQA) becomes particularly challenging when all choices are relevant to the question and are semantically similar. Yet this setting of MCQA can…
cs.CL2024
SememeLM: A Sememe Knowledge Enhanced Method for Long-tail Relation Representation
Shuyi Li, Shaojuan Wu, Xiaowang Zhang +1
Recognizing relations between two words is a fundamental task with the broad applications. Different from extracting relations from text, it is difficult to identify relations amon…
cs.CL2024
BiSup: Bidirectional Quantization Error Suppression for Large Language Models
Minghui Zou, Ronghui Guo, Sai Zhang +2
As the size and context length of Large Language Models (LLMs) grow, weight-activation quantization has emerged as a crucial technique for efficient deployment of LLMs. Compared to…