SOTAVerified

Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

( Image credit: sudhanshumittal )

Papers

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Showing 201–225 of 4740 papers

TitleStatusHype
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and BetterCode1
Embed2Detect: Temporally Clustered Embedded Words for Event Detection in Social MediaCode1
Few-Shot Generative Conversational Query RewritingCode1
GitTables: A Large-Scale Corpus of Relational TablesCode1
G-RAG: Knowledge Expansion in Material ScienceCode1
ATR4S: Toolkit with State-of-the-art Automatic Terms Recognition Methods in ScalaCode1
Dynamic Modality Interaction Modeling for Image-Text RetrievalCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor SearchCode1
DTF-AT: Decoupled Time-Frequency Audio Transformer for Event ClassificationCode1
GLOW : Global Weighted Self-Attention Network for Web SearchCode1
RACE: Retrieval-Augmented Commit Message GenerationCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense RetrievalCode1
Dive into Decision Trees and Forests: A Theoretical DemonstrationCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Image-based table recognition: data, model, and evaluationCode1
A Comprehensive Evaluation of Large Language Models on Legal Judgment PredictionCode1
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and IntentsCode1
Do Music Generation Models Encode Music Theory?Code1
EEG2Mel: Reconstructing Sound from Brain Responses to MusicCode1
CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed GraphsCode1
A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal RetrievalCode1
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All datasetsBSARDMS MARCOCQADupStackTREC-PMAmazonMSLR WEB30KMSMARCOMTEBNews HeadlinesOhsumed

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Two-tower Bi-Encoder (RoBERTa)Recall@10074.78—Unverified
2Siamese Bi-Encoder (RoBERTa)Recall@10071.63—Unverified
3BM25Recall@10051.33—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAE v2MRR@1042.58—Unverified
2ConAE-256Time (ms)0.33—Unverified
3ConAE-128Time (ms)0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-BE-5.8BmAP@1000.16—Unverified
2TSDAEmAP@1000.15—Unverified
#ModelMetricClaimedVerifiedStatus
1hpipubcommoninfNDCG0.56—Unverified
2hpictallinfNDCG0.55—Unverified
#ModelMetricClaimedVerifiedStatus
1MINDHR@300.32—Unverified
#ModelMetricClaimedVerifiedStatus
1Distilled NetworknDCG@100.53—Unverified
#ModelMetricClaimedVerifiedStatus
1RetroMAEMRR@100.42—Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-5.8B-msmarconDCG@1050.25—Unverified
#ModelMetricClaimedVerifiedStatus
1Information Retrieval + SVM1:1 Accuracy83.79—Unverified
#ModelMetricClaimedVerifiedStatus
1BERT+CONCEPT FILTERNDCG0.25—Unverified