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

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Showing 326–350 of 4740 papers

TitleStatusHype
An efficient aggregation method for the symbolic representation of temporal dataCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
Language Models As Semantic IndexersCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
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
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph AugmentationCode1
A Comprehensive Evaluation of Large Language Models on Legal Judgment PredictionCode1
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
Exploring Dual Encoder Architectures for Question AnsweringCode1
Learning Nonsymmetric Determinantal Point ProcessesCode1
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
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
ASPIRE: Assistive System for Performance Evaluation in IRCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
A Survey on Large Language Models with Multilingualism: Recent Advances and New FrontiersCode1
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
A Statutory Article Retrieval Dataset in FrenchCode1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information RetrievalCode1
CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis GenerationCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
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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