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 1–25 of 168 papers

TitleStatusHype
Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and LeaderboardingCode2
PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document RetrievalCode2
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERTCode2
A Setwise Approach for Effective and Highly Efficient Zero-shot Ranking with Large Language ModelsCode2
On the Calibration and Uncertainty of Neural Learning to Rank ModelsCode1
Pretraining De-Biased Language Model with Large-scale Click Logs for Document RankingCode1
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document RankingCode1
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document RankingCode1
Long Document Ranking with Query-Directed Sparse TransformerCode1
Local Self-Attention over Long Text for Efficient Document RetrievalCode1
Longformer for MS MARCO Document Re-ranking TaskCode1
OpenMatch: An Open Source Library for Neu-IR ResearchCode1
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
PARADE: Passage Representation Aggregation for Document RerankingCode1
Context Attentive Document Ranking and Query SuggestionCode1
Contrastive Learning of User Behavior Sequence for Context-Aware Document RankingCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
CODEC: Complex Document and Entity CollectionCode1
Efficient Neural Ranking using Forward IndexesCode1
Intra-Document Cascading: Learning to Select Passages for Neural Document RankingCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
Multi-Stage Document Ranking with BERTCode1
Long Document Re-ranking with Modular Re-rankerCode1
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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