reasoning
fact
bullish
CritICL consistently outperforms standard in-context learning and achieves performance competitive with or superior to test-time scaling methods while requiring significantly fewer generations and lower token cost
Experimental results show that CritICL consistently outperforms standard in-context learning and achieves performance competitive with or superior to test-time scaling methods, while requiring significantly fewer generations and lower token cost
Computation and Language30 Aug 2026