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 1–50 of 168 papers

TitleStatusHype
Understanding Performance of Long-Document Ranking Models through Comprehensive Evaluation and LeaderboardingCode2
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
PromptReps: Prompting Large Language Models to Generate Dense and Sparse Representations for Zero-Shot Document RetrievalCode2
OpenMatch: An Open Source Library for Neu-IR ResearchCode1
Local Self-Attention over Long Text for Efficient Document RetrievalCode1
Intra-Document Cascading: Learning to Select Passages for Neural Document RankingCode1
Simplified TinyBERT: Knowledge Distillation for Document RetrievalCode1
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
Siamese BERT-based Model for Web Search Relevance Ranking Evaluated on a New Czech DatasetCode1
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document RankingCode1
Context Attentive Document Ranking and Query SuggestionCode1
Longformer for MS MARCO Document Re-ranking TaskCode1
On the Calibration and Uncertainty of Neural Learning to Rank ModelsCode1
Pretraining De-Biased Language Model with Large-scale Click Logs for Document RankingCode1
Long Document Ranking with Query-Directed Sparse TransformerCode1
PARADE: Passage Representation Aggregation for Document RerankingCode1
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of TransformersCode1
TU Wien @ TREC Deep Learning '19 -- Simple Contextualization for Re-rankingCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
XLNet: Generalized Autoregressive Pretraining for Language UnderstandingCode1
Traditional IR rivals neural models on the MS MARCO Document Ranking LeaderboardCode1
The Expando-Mono-Duo Design Pattern for Text Ranking with Pretrained Sequence-to-Sequence ModelsCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
CODEC: Complex Document and Entity CollectionCode1
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document RankingCode1
Long Document Re-ranking with Modular Re-rankerCode1
Multi-Stage Document Ranking with BERTCode1
Contrastive Learning of User Behavior Sequence for Context-Aware Document RankingCode1
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
Efficient Neural Ranking using Forward IndexesCode1
Context Aware Query Rewriting for Text Rankers using LLM—0
A Static Pruning Study on Sparse Neural Retrievers—0
A Neural Autoencoder Approach for Document Ranking and Query Refinement in Pharmacogenomic Information Retrieval—0
Noise-Robust Dense Retrieval via Contrastive Alignment Post Training—0
A review on ranking problems in statistical learning—0
Bridging the Gap between Intrinsic and Perceived Relevance in Snippet Generation—0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?—0
An Empirical Study of Uniform-Architecture Knowledge Distillation in Document Ranking—0
A Domain Adaptation Regularization for Denoising Autoencoders—0
Exponential Family Graph Matching and Ranking—0
A Passage-Based Approach to Learning to Rank Documents—0
Explainability of Text Processing and Retrieval Methods: A Critical Survey—0
Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering—0
Development of Natural Language Processing Tools to Support Determination of Federal Disability Benefits in the U.S.—0
Bridge the Gap between Past and Future: Siamese Model Optimization for Context-Aware Document Ranking—0
Effective shared representations with Multitask Learning for Community Question Answering—0
Efficient Document Ranking with Learnable Late Interactions—0
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion—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