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 1–10 of 168 papers

TitleStatusHype
PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document RetrievalCode2
A Setwise Approach for Effective and Highly Efficient Zero-shot Ranking with Large Language ModelsCode2
Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and LeaderboardingCode2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERTCode2
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of TransformersCode1
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document RankingCode1
Pretraining De-Biased Language Model with Large-scale Click Logs for Document RankingCode1
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document RankingCode1
CODEC: Complex Document and Entity CollectionCode1
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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