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
Evaluating Generative Ad Hoc Information Retrieval0
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
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
PARADE: Passage Representation Aggregation for Document RerankingCode1
Multi-Stage Conversational Passage Retrieval: An Approach to Fusing Term Importance Estimation and Neural Query Rewriting0
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 Features0
Simple Applications of BERT for Ad Hoc Document RetrievalCode0
Joint Optimization of Cascade Ranking ModelsCode0
The Neural Hype and Comparisons Against Weak BaselinesCode2
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
A Deep Relevance Matching Model for Ad-hoc RetrievalCode0
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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