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 51–75 of 168 papers

TitleStatusHype
Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and LeaderboardingCode2
Exploring the Value of Multi-View Learning for Session-Aware Query Representation—0
BERT Rankers are Brittle: a Study using Adversarial Document PerturbationsCode0
Interactive Query Clarification and Refinement via User Simulation—0
CODEC: Complex Document and Entity CollectionCode1
Long Document Re-ranking with Modular Re-rankerCode1
PRADA: Practical Black-Box Adversarial Attacks against Neural Ranking Models—0
Information retrieval for label noise document ranking by bag sampling and group-wise loss—0
Socialformer: Social Network Inspired Long Document Modeling for Document RankingCode0
Transfer Learning Approaches for Building Cross-Language Dense Retrieval Models—0
Exploring the Value of Multi-View Learning for Session-Aware Query Representation—0
Towards Reducing Manual Workload in Technology-Assisted Reviews: Estimating Ranking Performance—0
Mirror Matching: Document Matching Approach in Seed-driven Document Ranking for Medical Systematic Reviews—0
Seed-driven Document Ranking for Systematic Reviews: A Reproducibility StudyCode0
Siamese BERT-based Model for Web Search Relevance Ranking Evaluated on a New Czech DatasetCode1
Cross-Lingual Training of Dense Retrievers for Document Retrieval—0
Enhancing Document Ranking with Task-adaptive Training and Segmented Token Recovery Mechanism—0
Learning to Rank in the Age of Muppets: Effectiveness–Efficiency Tradeoffs in Multi-Stage Ranking—0
Efficient Neural Ranking using Forward IndexesCode1
YES SIR!Optimizing Semantic Space of Negatives with Self-Involvement Ranker—0
Mixed Attention Transformer for Leveraging Word-Level Knowledge to Neural Cross-Lingual Information Retrieval—0
Cross-Lingual Training with Dense Retrieval for Document Retrieval—0
Contrastive Learning of User Behavior Sequence for Context-Aware Document RankingCode1
Deep Natural Language Processing for LinkedIn Search—0
TPRM: A Topic-based Personalized Ranking Model for Web Search—0
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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