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 51–100 of 4740 papers

TitleStatusHype
Omnizart: A General Toolbox for Automatic Music TranscriptionCode2
Mustango: Toward Controllable Text-to-Music GenerationCode2
PersonaRAG: Enhancing Retrieval-Augmented Generation Systems with User-Centric AgentsCode2
Overview of the EHRSQL 2024 Shared Task on Reliable Text-to-SQL Modeling on Electronic Health RecordsCode2
Multilingual Search with Subword TF-IDFCode2
CoIR: A Comprehensive Benchmark for Code Information Retrieval ModelsCode2
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language ModelsCode2
Pyserini: An Easy-to-Use Python Toolkit to Support Replicable IR Research with Sparse and Dense RepresentationsCode2
Multi-Interest Network with Dynamic Routing for Recommendation at TmallCode2
Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language ModelsCode2
CLaMP 2: Multimodal Music Information Retrieval Across 101 Languages Using Large Language ModelsCode2
RankZephyr: Effective and Robust Zero-Shot Listwise Reranking is a Breeze!Code2
MidiCaps: A large-scale MIDI dataset with text captionsCode2
Multi-CPR: A Multi Domain Chinese Dataset for Passage RetrievalCode2
Lightning IR: Straightforward Fine-tuning and Inference of Transformer-based Language Models for Information RetrievalCode2
Large Language Models for Information Retrieval: A SurveyCode2
Making a MIRACL: Multilingual Information Retrieval Across a Continuum of LanguagesCode2
Knowledge Representation Learning: A Quantitative ReviewCode2
All-In-One Metrical And Functional Structure Analysis With Neighborhood Attentions on Demixed AudioCode2
Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based RetrieversCode2
LamRA: Large Multimodal Model as Your Advanced Retrieval AssistantCode2
InPars-v2: Large Language Models as Efficient Dataset Generators for Information RetrievalCode2
InPars Toolkit: A Unified and Reproducible Synthetic Data Generation Pipeline for Neural Information RetrievalCode2
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking AgentsCode2
Infinite Recommendation Networks: A Data-Centric ApproachCode2
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information RetrievalCode2
CAGRA: Highly Parallel Graph Construction and Approximate Nearest Neighbor Search for GPUsCode2
InPars: Data Augmentation for Information Retrieval using Large Language ModelsCode2
Melody transcription via generative pre-trainingCode2
Backtracing: Retrieving the Cause of the QueryCode2
AIR-Bench: Automated Heterogeneous Information Retrieval BenchmarkCode2
Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph CompletionCode2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsCode2
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
A Foundation Model for Music InformaticsCode2
Autoregressive Search Engines: Generating Substrings as Document IdentifiersCode2
GENIUS: A Generative Framework for Universal Multimodal SearchCode2
Language Model Powered Digital Biology with BRADCode2
BIRB: A Generalization Benchmark for Information Retrieval in BioacousticsCode2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsCode2
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
FIRST: Faster Improved Listwise Reranking with Single Token DecodingCode2
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity SearchCode2
Autonomous GIS: the next-generation AI-powered GISCode2
GiantMIDI-Piano: A large-scale MIDI dataset for classical piano musicCode2
Evaluation of Retrieval-Augmented Generation: A SurveyCode2
Eureka: Evaluating and Understanding Large Foundation ModelsCode2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open QuestionsCode2
Differential TransformerCode2
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
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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