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 226–250 of 4740 papers

TitleStatusHype
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor SearchCode1
Contrastive Audio-Language Learning for MusicCode1
Is my automatic audio captioning system so bad? spider-max: a metric to consider several caption candidatesCode1
Conversational Question Answering over Passages by Leveraging Word Proximity NetworksCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long DocumentsCode1
Judging the Judges: A Collection of LLM-Generated Relevance JudgementsCode1
kANNolo: Sweet and Smooth Approximate k-Nearest Neighbors SearchCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
ComplexTempQA: A Large-Scale Dataset for Complex Temporal Question AnsweringCode1
Adaptive Machine Translation with Large Language ModelsCode1
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information RetrievalCode1
A Comprehensive Evaluation of Large Language Models on Legal Judgment PredictionCode1
Complex Knowledge Base Question Answering: A SurveyCode1
Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense RetrievalCode1
Learning Hierarchical Metrical Structure Beyond MeasuresCode1
CONCRETE: Improving Cross-lingual Fact-checking with Cross-lingual RetrievalCode1
CORD-19: The COVID-19 Open Research DatasetCode1
Learning To Generate Piano Music With Sustain PedalsCode1
Learning To Retrieve: How to Train a Dense Retrieval Model Effectively and EfficientlyCode1
A Data-Driven Methodology for Considering Feasibility and Pairwise Likelihood in Deep Learning Based Guitar Tablature Transcription SystemsCode1
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
LLF-Bench: Benchmark for Interactive Learning from Language FeedbackCode1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted ListCode1
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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