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 101–150 of 168 papers

TitleStatusHype
RankDistil: Knowledge Distillation for Ranking—0
Recency Ranking by Diversification of Result Set—0
Rembrandt - a named-entity recognition framework—0
Repeatability Corner Cases in Document Ranking: The Impact of Score Ties—0
Representing Documents and Queries as Sets of Word Embedded Vectors for Information Retrieval—0
Selective Term Proximity Scoring Via BP-ANN—0
Significant Improvements over the State of the Art? A Case Study of the MS MARCO Document Ranking Leaderboard—0
Supervised Contrastive Learning Approach for Contextual Ranking—0
Temporal Text Ranking and Automatic Dating of Texts—0
The Impact of Multiword Expression Compositionality on Machine Translation Evaluation—0
The Surprising Effectiveness of Rankers Trained on Expanded Queries—0
Toward a Deep Neural Approach for Knowledge-Based IR—0
Towards Axiomatic Explanations for Neural Ranking Models—0
Towards Reducing Manual Workload in Technology-Assisted Reviews: Estimating Ranking Performance—0
TPRM: A Topic-based Personalized Ranking Model for Web Search—0
Transfer Learning Approaches for Building Cross-Language Dense Retrieval Models—0
Unbiased Sentence Encoder For Large-Scale Multi-lingual Search Engines—0
Understanding the Behaviors of BERT in Ranking—0
Utilizing Embeddings for Ad-hoc Retrieval by Document-to-document Similarity—0
Weighted KL-Divergence for Document Ranking Model Refinement—0
Word-Entity Duet Representations for Document Ranking—0
Learning Neural Representation for CLIR with Adversarial Framework—0
Learning to Rank from Samples of Variable Quality—0
Learning to Rank in the Age of Muppets: Effectiveness–Efficiency Tradeoffs in Multi-Stage Ranking—0
Learning to Rank Scientific Documents from the Crowd—0
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