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 501–525 of 4740 papers

TitleStatusHype
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge RetrieversCode1
Optimizing Keyphrase Ranking for Relevance and Diversity Using Submodular Function Optimization (SFO)Code0
AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance LabelsCode0
Two are better than one: Context window extension with multi-grained self-injectionCode0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems—0
Understanding Ranking LLMs: A Mechanistic Analysis for Information Retrieval—0
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information RetrievalCode0
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A PlatformsCode0
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?—0
A Survey of Conversational Search—0
Systematic Exploration of Dialogue Summarization Approaches for Reproducibility, Comparative Assessment, and Methodological Innovations for Advancing Natural Language Processing in Abstractive Summarization—0
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
Leveraging Retrieval-Augmented Generation for Culturally Inclusive Hakka Chatbots: Design Insights and User Perceptions—0
Enhancing Retrieval Performance: An Ensemble Approach For Hard Negative Mining—0
SPFresh: Incremental In-Place Update for Billion-Scale Vector Search—0
Backdoored Retrievers for Prompt Injection Attacks on Retrieval Augmented Generation of Large Language Models—0
Fast proxy centers for Jeffreys centroids: The Jeffreys-Fisher-Rao and the inductive Gauss-Bregman centers—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
MCSFF: Multi-modal Consistency and Specificity Fusion Framework for Entity Alignment—0
Pessimistic Evaluation—0
Best in Tau@LLMJudge: Criteria-Based Relevance Evaluation with Llama3—0
Retrieval-Enhanced Named Entity Recognition—0
Private Counterfactual Retrieval—0
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsCode2
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative ReasoningCode1
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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