SOTAVerified

Ad-Hoc Information Retrieval

Ad-hoc information retrieval refers to the task of returning information resources related to a user query formulated in natural language.

Papers

Showing 11–20 of 41 papers

TitleStatusHype
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
Teaching a New Dog Old Tricks: Resurrecting Multilingual Retrieval Using Zero-shot LearningCode0
WIKIR: A Python toolkit for building a large-scale Wikipedia-based English Information Retrieval DatasetCode0
A Self-Attentive model for Knowledge TracingCode0
Deeper Text Understanding for IR with Contextual Neural Language ModelingCode0
CEDR: Contextualized Embeddings for Document RankingCode0
Investigating Retrieval Method Selection with Axiomatic Features—0
Simple Applications of BERT for Ad Hoc Document RetrievalCode0
Joint Optimization of Cascade Ranking ModelsCode0
The Neural Hype and Comparisons Against Weak BaselinesCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1monoT5-3B (zero-shot)nDCG@200.61—Unverified
2PARADE(ELECTRA)nDCG@200.54—Unverified
3CEDR-KNRMnDCG@200.54—Unverified
4PARADE(BERT)nDCG@200.53—Unverified
5BERT-MaxPnDCG@200.47—Unverified
6BERT-SumPnDCG@200.47—Unverified
7POSIT-DRMM-MVnDCG@200.46—Unverified
8Vanilla BERTnDCG@200.45—Unverified
9NPRF-DRMMnDCG@200.45—Unverified
10PACRRnDCG@200.45—Unverified