Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/REL-RWMD k-NN

REL-RWMD k-NN

Reported on 22 benchmarks across 3 tasks · 1 paper · 3 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing14 results

Text ClassificationonClassic
Accuracy· 2019-12-01
96.85
SOTA
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonClassic
Accuracy· 2019-12-01
96.85
SOTA
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonOhsumed
Accuracy· 2019-12-01
58.74
best: 72.8 (RoBERTaGCN)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text Classificationon20NEWS
Accuracy· 2019-12-01
74.78
best: 93 (LinearSVM+TFIDF)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonReuters-21578
Accuracy· 2019-12-01
95.61
best: 97.17 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonBBCSport
Accuracy· 2019-12-01
95.18
best: 99.59 (MPAD-path)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonRecipe
Accuracy· 2019-12-01
56.8
best: 59.06 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonTwitter
Accuracy· 2019-12-01
71.05
best: 99.97 (ERNIE 2.0)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Text ClassificationonAmazon
Accuracy· 2019-12-01
93.03
best: 94.31 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonReuters-21578
Accuracy· 2019-12-01
95.61
best: 97.17 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonBBCSport
Accuracy· 2019-12-01
95.18
best: 99.59 (MPAD-path)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonRecipe
Accuracy· 2019-12-01
56.8
best: 59.06 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonTwitter
Accuracy· 2019-12-01
71.05
best: 72.6 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Document ClassificationonAmazon
Accuracy· 2019-12-01
93.03
best: 94.31 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509

Methodology8 results

ClassificationonClassic
Accuracy· 2019-12-01
96.85
SOTA
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonOhsumed
Accuracy· 2019-12-01
58.74
best: 72.8 (RoBERTaGCN)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
Classificationon20NEWS
Accuracy· 2019-12-01
74.78
best: 93 (LinearSVM+TFIDF)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonReuters-21578
Accuracy· 2019-12-01
95.61
best: 97.17 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonBBCSport
Accuracy· 2019-12-01
95.18
best: 99.59 (MPAD-path)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonRecipe
Accuracy· 2019-12-01
56.8
best: 59.06 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonTwitter
Accuracy· 2019-12-01
71.05
best: 99.97 (ERNIE 2.0)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509
ClassificationonAmazon
Accuracy· 2019-12-01
93.03
best: 94.31 (ApproxRepSet)
Speeding up Word Mover's Distance and its variants via properties of distances between embeddings arXiv:1912.00509