Construct · 1 fields · 1 citations

benchmark lottery: a standalone construct

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

● anchor · a standalone construct Nearest construct by meaning·not indexed
benchmarklottery1 CONSTRUCTBenchmark lotteryDEHGHANI · MACHINE LEARNING

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

Machine learning

the argument that which methods appear best depends heavily on arbitrary choices of benchmark tasks and setups, making rankings partly luck.

In machine learning, benchmark lottery refers to the argument that which methods appear best depends heavily on arbitrary choices of benchmark tasks and setups, making rankings partly luck. This meaning comes from Dehghani (2021) in arXiv.[1]

Unit
Recovery means
Measured by

Next

Run it through the Collider, or take the citations with you.

See how benchmark lottery sits against neighbouring constructs in the Collider, or export every reference on this page in one click.

Open in ColliderExport BibTeXReport this entry

Nearby constructs

argument3 fields · 3 citationsjingle · one word, three constructslearning6 fields · 14 citationsjingle · one name, six constructs

References

  1. Dehghani, M., Tay, Y., Gritsenko, A. A., Zhao, Z., Houlsby, N., Diaz, F., Metzler, D., & Vinyals, O. (2021). The Benchmark Lottery. arXiv. https://doi.org/10.48550/arxiv.2107.07002

Cited on this page?

Confirm your construct, or correct us.

If your work is cited behind one of these entries, you know better than we do whether we captured the meaning right. Confirm it, suggest an edit, or dispute it, and your name goes on the entry as an author who has checked it, linked to your ORCID.

Claim your construct