Schematic diagram of SPECTRA and other existing training-free approaches (IMAGE)

Japan Advanced Institute of Science and Technology

Schematic diagram of SPECTRA and other existing training-free approaches

Caption

This figure shows an overview of SPECTRA and compares its functionality with other training-free state-of-the-art approaches across a range of applications. SPECTRA comprises two main modules, namely a core component (SPECTRA-CORE) and an optional retrieval module (SPECTRA-RETRIEVAL) that enhances its performance. While SPECTRA-CORE module utilizes the knowledge inside LLM for obtaining guesses, SPECTRA-RETRIEVAL module is designed to source external guesses and can be integrated efficiently with SPECTRA-core to boost the speed of text generation.

Credit

Nguyen Le Minh from JAIST.

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