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 125 of 41 papers

TitleStatusHype
The Neural Hype and Comparisons Against Weak BaselinesCode2
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
Disentangled Modeling of Domain and Relevance for Adaptable Dense RetrievalCode1
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense RetrievalCode1
PARADE: Passage Representation Aggregation for Document RerankingCode1
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
Text Matching as Image RecognitionCode1
Evaluating Generative Ad Hoc Information Retrieval0
A data-driven strategy to combine word embeddings in information retrieval0
Neural document expansion for ad-hoc information retrieval0
Event-Driven Query ExpansionCode0
A White Box Analysis of ColBERT0
Multi-Stage Conversational Passage Retrieval: An Approach to Fusing Term Importance Estimation and Neural Query Rewriting0
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 Features0
Simple Applications of BERT for Ad Hoc Document RetrievalCode0
Joint Optimization of Cascade Ranking ModelsCode0
DeepTileBars: Visualizing Term Distribution for Neural Information RetrievalCode0
NPRF: A Neural Pseudo Relevance Feedback Framework for Ad-hoc Information RetrievalCode0
From Neural Re-Ranking to Neural Ranking: Learning a Sparse Representation for Inverted IndexingCode0
Deep Relevance Ranking Using Enhanced Document-Query InteractionsCode0
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Benchmark Results

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