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Programming Language
What Makes Pre-trained Language Models Better Zero-shot Learners?
2023
Current methods for prompt learning in zero-shot scenarios widely rely on a development set with sufficient human-annotated data to select the best-performing prompt template a posteriori. This is not ideal because in a real-world zero-shot scenario of practi…
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Programming Language

Language for communicating instructions to a machine

A programming language is a system of notation for writing computer programs.

A programming language is usually described in terms of its syntax (form) and semantics (meaning). These are usually defined by a formal language.

A language usually has at least one implementation in the form of a compiler or interpreter, allowing programs written in the language to be executed.

Programming language theory is the subfield of computer science that studies the design, implementation, analysis, characterization, and classification of programming languages.

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What Makes Pre-trained Language Models Better Zero-shot Learners?
2023
Current methods for prompt learning in zero-shot scenarios widely rely on a development set with sufficient human-annotated data to select the best-performing prompt template a posteriori. This is not ideal because in a real-world zero-shot scenario of practical relevance, no labelled data is available. Thus, we propose a simple yet effective method for screening reasonable prompt templates in zero-shot text classification: Perplexity Selection (Perplection). We hypothesize that language discrepancy can be used to…
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