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
Document Ranking with a Pretrained Sequence-to-Sequence ModelCode1
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense RetrievalCode1
PARADE: Passage Representation Aggregation for Document RerankingCode1
Text Matching as Image RecognitionCode1
Feature-Based Selection of Dependency Paths in Ad Hoc Information Retrieval0
Toward a Deep Neural Approach for Knowledge-Based IR0
Cumulative Progress in Language Models for Information Retrieval0
Fidelity-Weighted Learning0
Query Expansion with Locally-Trained Word Embeddings0
Multi-Stage Conversational Passage Retrieval: An Approach to Fusing Term Importance Estimation and Neural Query Rewriting0
Evaluating Generative Ad Hoc Information Retrieval0
A data-driven strategy to combine word embeddings in information retrieval0
A White Box Analysis of ColBERT0
Investigating Retrieval Method Selection with Axiomatic Features0
Are Semantically Coherent Topic Models Useful for Ad Hoc Information Retrieval?0
DE-PACRR: Exploring Layers Inside the PACRR Model0
GoWvis: A Web Application for Graph-of-Words-based Text Visualization and Summarization0
Neural document expansion for ad-hoc information retrieval0
WIKIR: A Python toolkit for building a large-scale Wikipedia-based English Information Retrieval DatasetCode0
A Deep Relevance Matching Model for Ad-hoc RetrievalCode0
A Self-Attentive model for Knowledge TracingCode0
Co-PACRR: A Context-Aware Neural IR 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