SOTAVerified

Information Retrieval

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

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Papers

Showing 301350 of 4740 papers

TitleStatusHype
Augmenting Document Representations for Dense Retrieval with Interpolation and PerturbationCode1
GAIA Search: Hugging Face and Pyserini Interoperability for NLP Training Data ExplorationCode1
Audio Embeddings as Teachers for Music ClassificationCode1
audioLIME: Listenable Explanations Using Source SeparationCode1
GFTE: Graph-based Financial Table ExtractionCode1
GuP: Fast Subgraph Matching by Guard-based PruningCode1
Inductive Entity Representations from Text via Link PredictionCode1
Judging the Judges: A Collection of LLM-Generated Relevance JudgementsCode1
ATR4S: Toolkit with State-of-the-art Automatic Terms Recognition Methods in ScalaCode1
Insights into LLM Long-Context Failures: When Transformers Know but Don't TellCode1
An Adversarial Imitation Click Model for Information RetrievalCode1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
Let Network Decide What to Learn: Symbolic Music Understanding Model Based on Large-scale Adversarial Pre-trainingCode1
Fine-grained Visual Textual Alignment for Cross-Modal Retrieval using Transformer EncodersCode1
An Approach to Ensure Fairness in News ArticlesCode1
Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesCode1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
Few-Shot Generative Conversational Query RewritingCode1
A Comparison of Supervised Learning to Match Methods for Product SearchCode1
Fast Passage Re-ranking with Contextualized Exact Term Matching and Efficient Passage ExpansionCode1
Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval MechanismCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
Fast k-NN Graph Construction by GPU based NN-DescentCode1
An efficient aggregation method for the symbolic representation of temporal dataCode1
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
A Deep Recurrent Survival Model for Unbiased RankingCode1
A Comprehensive Empirical Study of Vision-Language Pre-trained Model for Supervised Cross-Modal RetrievalCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph AugmentationCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
A Comprehensive Evaluation of Large Language Models on Legal Judgment PredictionCode1
Exploring Dual Encoder Architectures for Question AnsweringCode1
Learning Hierarchical Metrical Structure Beyond MeasuresCode1
Learning music audio representations via weak language supervisionCode1
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantCode1
Chatting Makes Perfect: Chat-based Image RetrievalCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool LearningCode1
ASPIRE: Assistive System for Performance Evaluation in IRCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
A Survey on Large Language Models with Multilingualism: Recent Advances and New FrontiersCode1
A Statutory Article Retrieval Dataset in FrenchCode1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information RetrievalCode1
LLMJudge: LLMs for Relevance JudgmentsCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
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Benchmark Results

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