Construct · 1 fields · 1 citations

majority label bias: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed
majoritylabel bias1 CONSTRUCTMajority label biasZHAO · NATURAL LANGUAGE

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Natural language processing

few-shot prompting's skew toward labels that are frequent or appear last among the examples, making in-context accuracy unstable.

In natural language processing, majority label bias refers to few-shot prompting's skew toward labels that are frequent or appear last among the examples, making in-context accuracy unstable. This meaning comes from Zhao (2021) in arXiv.[1]

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Nearby constructs

accuracy3 fields · 6 citationsjingle · one word, three constructsbias6 fields · 8 citationsjingle · one name, six constructsin-context learning1 fields · 1 citationsanchor · a standalone construct

References

  1. Zhao, T. Z., Wallace, E., Feng, S., Klein, D., & Singh, S. (2021). Calibrate Before Use: Improving Few-Shot Performance of Language Models. arXiv. https://doi.org/10.48550/arxiv.2102.09690

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