Papers › GloVe: Global Vectors for Word Representation

GloVe: Global Vectors for Word Representation

1 Oct 2014EMNLP 2014 10archive 2025-07-28

Jeffrey Pennington, Richard Socher, Christopher Manning

PaperPDFCode

Code

stanfordnlp/GloVe officialApache-2.0 report
dmlc/gluon-nlp mxnetApache-2.0 report

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Tasks

Document ClassificationInformation RetrievalNamed Entity Recognition (NER)Only Connect Walls Dataset Task 1 (Grouping)Question Answering

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe Wasserstein Distance (WD) 84.9 ± .4 #14 of 22 Archive leaderboard report
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe # Correct Groups 68 ± 4 #14 of 22 Archive leaderboard report
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe # Solved Walls 0 ± 0 #14 of 22 Archive leaderboard report
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe Adjusted Mutual Information (AMI) 17.6 ± .4 #14 of 22 Archive leaderboard report
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe Adjusted Rand Index (ARI) 14.4 ± .3 #14 of 22 Archive leaderboard report
Only Connect Walls Dataset Task 1 (Grouping) OCW GloVe Fowlkes Mallows Score (FMS) 31.5 ± .3 #14 of 22 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

Methods

Introduced by this paper: GloVe

GloVe

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