Datasets › GLUE

GLUE (General Language Understanding Evaluation benchmark)

Introduced by Alex Wang et al. in GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding1 Jan 2019 archive 2025-07-28

General Language Understanding Evaluation (GLUE) benchmark is a collection of nine natural language understanding tasks, including single-sentence tasks CoLA and SST-2, similarity and paraphrasing tasks MRPC, STS-B and QQP, and natural language inference tasks MNLI, QNLI, RTE and WNLI.

Source: Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models Image Source: https://gluebenchmark.com/

Benchmarks archive 2025-07-28

All 13 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

Papers archive 2025-07-28

5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 3,197. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Guidelines for the Regularization of Gammas in Batch Normalization for Deep Residual Networks 0 1 15 May 2022 not harvested
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners 4 1 30 Aug 2021 ran 3 of 4 samples (1 unverified)
TRANS-BLSTM: Transformer with Bidirectional LSTM for Language Understanding 0 5 16 Mar 2020 not harvested
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization 6 1 8 Nov 2019 ran 6 of 8 samples (2 unverified; 1 pointer-only for licence)
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding 534 1 11 Oct 2018 ran 204 of 659 samples (455 unverified; 149 pointer-only for licence)

Dataset loaders archive 2025-07-28

16 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom (various)

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • WNLI
  • RTE
  • QNLI
  • MNLI-mm
  • MNLI-m
  • qqp
  • STS-B
  • MRPC
  • SST-2
  • CoLA
  • FinanceInc/auditor_sentiment
  • CHANGE-IT
  • datasetX
  • GLUE QNLI Dev
  • GLUE SST2 Dev
  • GLUE STSB
  • GLUE SST2
  • GLUE RTE
  • GLUE QQP
  • GLUE QNLI
  • GLUE MNLI
  • GLUE COLA
  • GLUE WNLI
  • GLUE MRPC
  • GLUE

25 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections