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 151–200 of 4740 papers

TitleStatusHype
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
ExaRanker-Open: Synthetic Explanation for IR using Open-Source LLMsCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
Extending Context Window of Large Language Models via Semantic CompressionCode1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
ESPN: Memory-Efficient Multi-Vector Information RetrievalCode1
Enhancing Cross-Sectional Currency Strategies by Context-Aware Learning to Rank with Self-AttentionCode1
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed GraphsCode1
Embed2Detect: Temporally Clustered Embedded Words for Event Detection in Social MediaCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Evaluating the Robustness of Retrieval Pipelines with Query Variation GeneratorsCode1
Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor SearchCode1
Dynamic Modality Interaction Modeling for Image-Text RetrievalCode1
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and BetterCode1
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and IntentsCode1
Latent Retrieval for Weakly Supervised Open Domain Question AnsweringCode1
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense RetrievalCode1
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
Fine-grained Visual Textual Alignment for Cross-Modal Retrieval using Transformer EncodersCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
DeepTrust: A Reliable Financial Knowledge Retrieval Framework For Explaining Extreme Pricing AnomaliesCode1
Developing Retrieval Augmented Generation (RAG) based LLM Systems from PDFs: An Experience ReportCode1
Deeper Convolutional Neural Networks and Broad Augmentation Policies Improve Performance in Musical Key EstimationCode1
DebateSum: A large-scale argument mining and summarization datasetCode1
Declarative Experimentation in Information Retrieval using PyTerrierCode1
Deep metric learning using Triplet networkCode1
C-STS: Conditional Semantic Textual SimilarityCode1
CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by ExampleCode1
DataFinder: Scientific Dataset Recommendation from Natural Language DescriptionsCode1
Cross-domain Retrieval in the Legal and Patent Domains: a Reproducibility StudyCode1
CREPE: A Convolutional Representation for Pitch EstimationCode1
Cross-Thought for Sentence Encoder Pre-trainingCode1
Decomposed Prompting: A Modular Approach for Solving Complex TasksCode1
Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment PathsCode1
Corpus-Steered Query Expansion with Large Language ModelsCode1
CORD-19: The COVID-19 Open Research DatasetCode1
CoRT: Complementary Rankings from TransformersCode1
Conversational Entity Linking: Problem Definition and DatasetsCode1
Conversational Document Prediction to Assist Customer Care AgentsCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Dive into Decision Trees and Forests: A Theoretical DemonstrationCode1
Do Music Generation Models Encode Music Theory?Code1
DTF-AT: Decoupled Time-Frequency Audio Transformer for Event ClassificationCode1
RACE: Retrieval-Augmented Commit Message GenerationCode1
EEG2Mel: Reconstructing Sound from Brain Responses to MusicCode1
Efficiently predicting high resolution mass spectra with graph neural networksCode1
Dealing with Typos for BERT-based Passage Retrieval and RankingCode1
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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