2025年7月6日 星期日

regurgitate. recycler and regurgitator, kerosene, paraffin.When testing an AI model, it’s hard to tell if it's reasoning or just regurgitating answers from its training data.




When testing an AI model, it’s hard to tell if it's reasoning or just regurgitating answers from its training data. A new benchmark developed by a Chinese venture capital firm might help to sidestep that issue.
That’s thanks to the way it evaluates models not only on the ability to pass arbitrary tests, like most other benchmarks, but also on the ability to execute real-world tasks, which is more unusual.

在測試人工智慧模型時,很難判斷它是在推理,還是僅僅根據訓練資料重複答案。一家中國創投公司開發的新基準或許有助於規避這個問題。
這要歸功於它評估模型的方式,它不僅像大多數其他基準一樣,評估模型通過任意測試的能力,還評估模型執行實際任務的能力,這在實際應用中並不常見。

“Koons is a recycler and regurgitator of the obvious, which he proceeds to aggrandize in the most obvious way imaginable, by producing oversized versions of cheap stuff in extremely expensive materials,” said a New York Review of Books critic in 2014 when the Whitney Museum mounted a blockbuster Koons retrospective.



A professional regurgitator is an entertainer whose act consists of swallowing and regurgitating various unusual objects. The objects may consist of anything from live animals (live mice: The Great Waldo), to light bulbs, billiard balls (Stevie Starr) and kerosene (Hadji Ali).


Professional regurgitator - Wikipedia

https://en.wikipedia.org/wiki/Professional_regurgitator

regurgitate
/rɪˈɡəːdʒɪteɪt,ˌriːˈɡəːdʒɪteɪt/
Learn to pronounce
verb
1.
bring (swallowed food) up again to the mouth.
"gulls regurgitate food for the chicks"

Similar:
vomit


bring up


disgorge


regorge





2.
repeat (information) without analysing or comprehending it.
"facts which can then be regurgitated at examinations"

Similar:
repeat


say again

restate


recapitulate




keroseneの意味 - 小学館 プログレッシブ英和中辞典

kerosene, kerosine
音節ker • o • sene
発音kérəsìːn

[名]U((米・豪・NZ))灯油(((英)) paraffin


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