relbert/relbert-roberta-base-semeval2012-v6-mask-prompt-b-nce-0

• Analogy Question (dataset, full result):
  • Accuracy on SAT (full): 0.4679144385026738
  • Accuracy on SAT: 0.4688427299703264
  • Accuracy on BATS: 0.7204002223457476
  • Accuracy on U2: 0.39473684210526316
  • Accuracy on U4: 0.48842592592592593
  • Accuracy on Google: 0.85
• Lexical Relation Classification (dataset, full result):
  • Micro F1 score on BLESS: 0.9174325749585657
  • Micro F1 score on CogALexV: 0.8429577464788731
  • Micro F1 score on EVALution: 0.6435536294691224
  • Micro F1 score on K&H+N: 0.9610488975446895
  • Micro F1 score on ROOT09: 0.8943904732058916
• Relation Mapping (dataset, full result):
  • Accuracy on Relation Mapping: 0.8518253968253968

Usage

Training hyperparameters

• model: roberta-base
• max_length: 64
• mode: mask
• data: relbert/semeval2012_relational_similarity_v6
• split: train
• split_eval: validation
• template_mode: manual
• loss_function: nce_logout
• classification_loss: False
• temperature_nce_constant: 0.05
• temperature_nce_rank: {'min': 0.01, 'max': 0.05, 'type': 'linear'}
• epoch: 8
• batch: 128
• lr: 5e-06
• lr_decay: False
• lr_warmup: 1
• weight_decay: 0
• random_seed: 0
• exclude_relation: None
• n_sample: 320
• gradient_accumulation: 8
• relation_level: None

Reference

@inproceedings{ushio-etal-2021-distilling-relation-embeddings,
    title = "{D}istilling {R}elation {E}mbeddings from {P}re-trained {L}anguage {M}odels",
    author = "Ushio, Asahi  and
      Schockaert, Steven  and
      Camacho-Collados, Jose",
    booktitle = "EMNLP 2021",
    year = "2021",
    address = "Online",
    publisher = "Association for Computational Linguistics",
}