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evidenceretrievalleaderboard's Introduction

EvidenceRetrievalLeaderboard

The leaderboard for evidence retrieval task in QASPER dataset

Baselines

  1. LED-base/large
  2. TF-IDF
  3. LED-base+InfoNCE loss
  4. ELECTRA-CE/CE-FT
  5. OpenAI embedding API
  6. OpenAI chatgpt with prompt
  7. SciDPR
  8. MultiCite
Model Evidence-F1 on dev set Evidence-F1 on test set
First paragraph 0.71 0.34
Random paragraph 2.09 1.30
TF-IDF 10.68 9.20
LED-base 23.94 29.85
LED-large 31.25 39.37
LED-base+InfoNCE loss 24.90 30.60
ELECTRA-CE 31.75 36.37
ELECTRA-CE-FT 31.58 36.12
OpenAI embedding API Top-1 24.41 30.00
OpenAI embedding API Top-2 26.67 31.46
OpenAI embedding API Top-3 26.37 29.71
OpenAI embedding API Top-4 24.28 27.67
OpenAI embedding API Top-5 22.70 25.61
OpenAI embedding API best 35.04 40.17
SciDPR Top-1 (LED test script) 25.41 30.38
SciDPR Top-2 (LED test script) 26.74 30.98
SciDPR Top-3 (LED test script) 26.68 29.58
SciDPR Top-4 (LED test script) 24.82 27.32
SciDPR Top-5 (LED test script) 23.12 25.67
SciDPR Best (LED test script) 36.83 40.67
Human (lower bound) - 71.62

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Contributors

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