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 76–100 of 4740 papers

TitleStatusHype
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
Backtracing: Retrieving the Cause of the QueryCode2
Verif.ai: Towards an Open-Source Scientific Generative Question-Answering System with Referenced and Verifiable AnswersCode2
The Power of Noise: Redefining Retrieval for RAG SystemsCode2
Detect-Order-Construct: A Tree Construction based Approach for Hierarchical Document Structure AnalysisCode2
BIRB: A Generalization Benchmark for Information Retrieval in BioacousticsCode2
RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!Code2
SUQL: Conversational Search over Structured and Unstructured Data with Large Language ModelsCode2
Mustango: Toward Controllable Text-to-Music GenerationCode2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open QuestionsCode2
A Foundation Model for Music InformaticsCode2
RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language ModelsCode2
CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUsCode2
Large Language Models for Information Retrieval: A SurveyCode2
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed AudioCode2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information RetrievalCode2
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
RETA-LLM: A Retrieval-Augmented Large Language Model ToolkitCode2
WebCPM: Interactive Web Search for Chinese Long-form Question AnsweringCode2
Autonomous GIS: the next-generation AI-powered GISCode2
RetroMAE-2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language ModelsCode2
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking AgentsCode2
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of RerankersCode2
InPars-v2: Large Language Models as Efficient Dataset Generators for Information RetrievalCode2
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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