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GLUE and SuperGLUE: shared multi-task language evaluation

Contribution grade

Language-understanding benchmarks · Evaluation resource design

Reference score160,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Combined heterogeneous language tasks, evaluation protocols, diagnostic sets and reference systems into shared benchmarks; SuperGLUE expanded the task formats and difficulty after progress on GLUE.

Scientific scope

Combined heterogeneous language tasks, evaluation protocols, diagnostic sets and reference systems into shared benchmarks; SuperGLUE expanded the task formats and difficulty after progress on GLUE. The suites reuse constituent datasets rather than inventing all underlying tasks. Original GLUE permits separately trained task models; shared representation learning is encouraged, not required. SuperGLUE v1 was a preliminary public trial, not the final frozen release. Scores do not certify general language understanding.

Evidence

The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. The suites reuse constituent datasets rather than inventing all underlying tasks. Original GLUE permits separately trained task models; shared representation learning is encouraged, not required. SuperGLUE v1 was a preliminary public trial, not the final frozen release. Scores do not certify general language understanding.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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