Table 5.
Model | NDCG@20a | P@20b | Bprefc | MAPd | # rele |
BERTf | 0.6209 | 0.6430 | 0.5588 | 0.2897 | 6879 |
RoBERTag | 0.6261 | 0.6440 | 0.5530 | 0.2946 | 6945 |
XLNet | 0.6436 | 0.6570 | 0.5644 | 0.3064 | 6926 |
mlm + rrf | 0.7716 | 0.7880 | 0.5680 | 0.3468 | 6963 |
aNDCG@20: normalized discounted cumulative gain at 20 documents.
bP@20: precision at 20 documents.
cBpref: binary preference.
dMAP: mean average precision.
e# ref: total number of relevant documents retrieved by the model for the 50 queries.
fBERT: Bidirectional Encoder Representations from Transformers.
gRoBERTa: robustly optimized BERT approach.