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 126–150 of 168 papers

TitleStatusHype
Learning-to-Rank with BERT in TF-Ranking—0
Learning to Weight Translations using Ordinal Linear Regression and Query-generated Training Data for Ad-hoc Retrieval with Long Queries—0
Learning Word Embeddings for Low-Resource Languages by PU Learning—0
Leveraging Effective Query Modeling Techniques for Speech Recognition and Summarization—0
LRG at TREC 2020: Document Ranking with XLNet-Based Models—0
MarlRank: Multi-agent Reinforced Learning to Rank—0
Measuring Bias in a Ranked List using Term-based Representations—0
Mirror Matching: Document Matching Approach in Seed-driven Document Ranking for Medical Systematic Reviews—0
Mixed Attention Transformer for Leveraging Word-Level Knowledge to Neural Cross-Lingual Information Retrieval—0
Modeling Relevance Ranking under the Pre-training and Fine-tuning Paradigm—0
Multi-Field Adaptive Retrieval—0
Multi-Stage Pre-training for Low-Resource Domain Adaptation—0
Learning deep structured semantic models for web search using clickthrough dataCode0
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented GenerationCode0
Learning to Match Using Local and Distributed Representations of Text for Web SearchCode0
Fine-Grained Relevance Annotations for Multi-Task Document Ranking and Question AnsweringCode0
Explain then Rank: Scale Calibration of Neural Rankers Using Natural Language Explanations from LLMsCode0
Enhancing User Behavior Sequence Modeling by Generative Tasks for Session SearchCode0
Seed-driven Document Ranking for Systematic Reviews: A Reproducibility StudyCode0
Cross-lingual Information Retrieval with BERTCode0
DyVo: Dynamic Vocabularies for Learned Sparse Retrieval with EntitiesCode0
Extractive Explanations for Interpretable Text RankingCode0
Precise Zero-Shot Pointwise Ranking with LLMs through Post-Aggregated Global Context InformationCode0
Joint Optimization of Cascade Ranking ModelsCode0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
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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