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 21–30 of 168 papers

TitleStatusHype
High Recall, Small Data: The Challenges of Within-System Evaluation in a Live Legal Search System—0
RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of TransformersCode1
Measuring Bias in a Ranked List using Term-based Representations—0
Query Augmentation by Decoding Semantics from Brain SignalsCode0
Explain then Rank: Scale Calibration of Neural Rankers Using Natural Language Explanations from LLMsCode0
Recency Ranking by Diversification of Result Set—0
Data Augmentation for Sample Efficient and Robust Document Ranking—0
Evaluating Generative Ad Hoc Information Retrieval—0
Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document RankingCode1
A Setwise Approach for Effective and Highly Efficient Zero-shot Ranking with Large Language ModelsCode2
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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