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Papers Benchmarks Datasets Tasks

Ranking Prediction research benchmarks · SOTA2 Research

Ranking Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PREF-SOI (out-of-sample (five-fold cross-validation))

3.9NLL

5

Feb 26, 2026

PREF-SOC five-fold cross-validation (out-of-sample)

5.52Negative Log-Likelihood

5

Feb 26, 2026

LETOR five-fold cross-validation (out-of-sample)

9.8Negative Log-Likelihood

5

Feb 26, 2026

nascar five-fold cross-validation (out-of-sample)

102.6Negative Log-Likelihood

5

Feb 26, 2026

meath (out-of-sample (five-fold cross-validation))

7.56Negative Log-Likelihood

5

Feb 26, 2026

dub-w (out-of-sample five-fold cross-validation)

5.86Negative Log-Likelihood

5

Feb 26, 2026

dub-n five-fold cross-validation (out-of-sample)

7.59Negative Log-Likelihood

5

Feb 26, 2026

sushi (out-of-sample (five-fold cross-validation))

13.47NLL

5

Feb 26, 2026

Evol-CodeAlpaca R1

0.46Kendall's Tau

4

Jun 29, 2026

Evol-CodeAlpaca Llama

0.61Kendall's Tau

4

Jun 29, 2026

0.73Kendall's Tau

4

Jun 29, 2026

MATH-plus Llama

0.65Kendall's Tau

4

Jun 29, 2026

LMSYS-Chat-1M R1

0.5Kendall's Tau

4

Jun 29, 2026

LMSYS-Chat-1M Llama

0.65Kendall's Tau

4

Jun 29, 2026

0.61Kendall's Tau (τb)

4

Jun 29, 2026

0.75Kendall's Tau

4

Jun 29, 2026

Evol-CodeAlpaca GPT-4

0.62Kendall's Tau

3

Jun 29, 2026

MATH-plus GPT-4

0.71Kendall's Tau

3

Jun 29, 2026

LMSYS-Chat-1M GPT-4

0.72Kendall's Tau

3

Jun 29, 2026

0.96Kendall's Tau

3

Jun 29, 2026

Popular datasets

Alpaca Evol-CodeAlpaca MATH LMSYS-Chat-1M LETOR

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