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Models/Def2Vec

Def2Vec

Reported on 31 benchmarks across 7 tasks

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

Natural Language Processing26 results

  • Open Information ExtractiononCoNLL 2003
    AUC
    96.28
  • Open Information ExtractiononCoNLL 2003
    Accuracy
    71.98
  • Open Information ExtractiononCoNLL 2003
    F1
    83.09
  • Open Information ExtractiononCoNLL 2003
    Precision
    99.28
  • Open Information ExtractiononCoNLL 2003
    Recall
    71.98
  • Semantic Textual SimilarityonSTS Benchmark
    Spearman Correlation
    0.6372
    best: 0.931 (Mnet-Sim)
  • Named Entity Recognition (NER)onCoNLL 2003
    AUC
    96.28
  • Named Entity Recognition (NER)onCoNLL 2003
    Accuracy
    71.98
  • Named Entity Recognition (NER)onCoNLL 2003
    F1
    83.09
  • Named Entity Recognition (NER)onCoNLL 2003
    Precision
    99.28
  • Named Entity Recognition (NER)onCoNLL 2003
    Recall
    71.98
  • ChunkingonCoNLL 2003
    AUC
    93.07
  • ChunkingonCoNLL 2003
    Accuracy
    77.69
  • ChunkingonCoNLL 2003
    F1
    81.45
  • ChunkingonCoNLL 2003
    Precision
    86.56
  • ChunkingonCoNLL 2003
    Recall
    77.69
  • Event ExtractiononCoNLL 2003
    AUC
    96.28
  • Event ExtractiononCoNLL 2003
    Accuracy
    71.98
  • Event ExtractiononCoNLL 2003
    F1
    83.09
  • Event ExtractiononCoNLL 2003
    Precision
    99.28
  • Event ExtractiononCoNLL 2003
    Recall
    71.98
  • Shallow SyntaxonCoNLL 2003
    AUC
    93.07
  • Shallow SyntaxonCoNLL 2003
    Accuracy
    77.69
  • Shallow SyntaxonCoNLL 2003
    F1
    81.45
  • Shallow SyntaxonCoNLL 2003
    Precision
    86.56
  • Shallow SyntaxonCoNLL 2003
    Recall
    77.69

Medical5 results

  • Information ExtractiononCoNLL 2003
    AUC
    96.28
  • Information ExtractiononCoNLL 2003
    Accuracy
    71.98
  • Information ExtractiononCoNLL 2003
    F1
    83.09
  • Information ExtractiononCoNLL 2003
    Precision
    99.28
  • Information ExtractiononCoNLL 2003
    Recall
    71.98