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Response Quality Evaluation research benchmarks · SOTA2 Research

Response Quality Evaluation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8.71Average Response Quality

19

Feb 26, 2026

Controversial Topics (test)

1.17Win Score

11

Feb 26, 2026

Held-out n=300 (test)

0.747Pearson Correlation Coefficient

8

Jun 11, 2026

DailyDialog, EmoryNLP, MELD, and IMEOCAP

3.58Fluency

8

Jun 11, 2026

AlpacaEval ELOM gpt4 (test)

1,629ELOM

7

Feb 26, 2026

IFLLM 1.0 (test)

RF + (IF - Gaze)

53.54DPO Win Rate

6

Jun 19, 2026

60.4Win Rate

4

Jul 9, 2026

OOD out-of-domain (150 samples)

102Count

4

Jul 7, 2026

ID in-domain (150 samples)

134Count

4

Jul 7, 2026

Popular datasets

AlpacaEval MT-Bench ID OOD Controversial Topics

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