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Papers Benchmarks Datasets Tasks

Generalization research benchmarks · SOTA2 Research

Generalization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LLaMA Original Languages 3.1-8B

LLaMA-3.1-8B-Instruct

80.37Generalization Score

8

May 19, 2026

LLaMA Evaluation Expanded Languages 3.1-8B

69.37Overall Score

8

May 19, 2026

Modular Gradient Surgery

35.7Gen Score

8

Feb 26, 2026

Single scenario unseen tasks

58.3ROUGE-1

6

Apr 2, 2026

Synthetic Dataset

AdverISF (Two-Stage)

0.251R^2 (10%)

5

Feb 26, 2026

Popular datasets

Llama Synthetic dataset Gen Single scenario

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