SOTAVerified

Document Ranking

Sort documents according to some criterion so that the "best" results appear early in the result list displayed to the user (Source: Wikipedia).

Papers

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Showing 11–20 of 168 papers

TitleStatusHype
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
Efficient Neural Ranking using Forward IndexesCode1
Longformer for MS MARCO Document Re-ranking TaskCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
CODEC: Complex Document and Entity CollectionCode1
Context Attentive Document Ranking and Query SuggestionCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
Contrastive Learning of User Behavior Sequence for Context-Aware Document RankingCode1
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document RankingCode1
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All datasetsDaReCzechClueWeb09-B

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Query-doc RobeCzech (Roberta-base)P@1046.73—Unverified
2Query-doc Small-E-Czech (Electra-small)P@1046.3—Unverified
3Siamese Small-E-Czech (Electra-small)P@1045.26—Unverified
#ModelMetricClaimedVerifiedStatus
1XLNetERR@2020.28—Unverified