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cs.CL2024
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification
Hossam M. Zawbaa, Wael Rashwan, Sourav Dutta +1
Detecting out-of-scope user utterances is essential for task-oriented dialogues and intent classification. Current methodologies face difficulties with the unpredictable distributi…
cs.CL2024
Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding
Zheng Zhao, Emilio Monti, Jens Lehmann +1
Large language models (LLMs) tend to inadequately integrate input context during text generation, relying excessively on encoded prior knowledge in model parameters, potentially re…