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experiments.md

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Dimensions:

  • level: token, sentence
  • similarity measure:
    • cosine
    • MNLI
      • NN
      • Entail
      • Entail-Contradictory
  • LM:
    • mpnet
    • BART (not always)
    • RoBERTa
    • DeBERTa
  • size: large, xlarge
  • fine-tune strategy: basic (MLM), MNLI
  • Sentence weighting:
    • PageRank: Sum, Entropy
  • pseudoreference:
    • AnyRef
      • Pegasus-CNNDM, Pegasus-Newsroom, Pegasus-large, Pegaus-xsum (no need to run/report)
      • BART-CNNDM
    • top-k
    • top-p

All experiment names must follow the order of dimension above, e.g., sentence-cosine-DeBERTa-large-MNLI-AnyRef-Pegaus-cnndm

Experiments

  • BERTScore-token
    • RoBERTa-large, DeBERTa-large-mnli, DeBERTa-xlarge-mnli, DeBERTa-large (OOM)
    • RoBERTa-large-topk, DeBERTa-large-mnli-topk, DeBERTa-xlarge-mnli-topk
    • RoBERTa-large-topp, DeBERTa-large-mnli-topp, DeBERTa-xlarge-mnli-topp
    • RoBERTa-large-anyref-{bart, pegasus-{xsum, cnndm, newsroom, large}}-{default, min, mean, constant-*}, DeBERTa (not run OOM)
    • Why no IDF? Error? (please double check)
  • BERTScore-sentence
    • cosine:
      • Vanilla: mpnet (done), RoBERTa-large (done), DeBERTa-large (done), DeBERTa-xlarge (not run)
      • Add pseudoreference
        • top-k (done), top-p (done)
        • AnyRef (done)
      • Add sentence weighting
        • mpnet (done: entropy, sum), RoBERTa-large (done: entropy, sum)
    • MNLI:
      • Vanilla
        • MNLI-{Bart, RoBERTa}-large-{NN, EO, EC}: done
        • MNLI-DeBERta-xlarge-{NN, EO, EC}: done
        • MNLI-DeBERta-large-{NN, EO, EC}: done
      • Add sentence weighting
        • MNLI-DeBERTa-xlarge-EC-{entropy, sum}: done
        • MNLI-DeBERTa-large-EC-{entropy, sum}: done
      • Add pseudorefence
        • Nothing yet