SOTAVerified

Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

( Image credit: sudhanshumittal )

Papers

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Showing 301–350 of 4740 papers

TitleStatusHype
Complex Knowledge Base Question Answering: A SurveyCode1
DataFinder: Scientific Dataset Recommendation from Natural Language DescriptionsCode1
Contrastive Audio-Language Learning for MusicCode1
Decomposed Prompting: A Modular Approach for Solving Complex TasksCode1
COIL: Revisit Exact Lexical Match in Information Retrieval with Contextualized Inverted ListCode1
Deep metric learning using Triplet networkCode1
Codified audio language modeling learns useful representations for music information retrievalCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
CodeSearchNet Challenge: Evaluating the State of Semantic Code SearchCode1
Co-design Hardware and Algorithm for Vector SearchCode1
Discovering Mathematical Objects of Interest -- A Study of Mathematical NotationsCode1
Conversational Document Prediction to Assist Customer Care AgentsCode1
Let Network Decide What to Learn: Symbolic Music Understanding Model Based on Large-scale Adversarial Pre-trainingCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
An Approach to Ensure Fairness in News ArticlesCode1
Injecting Domain Adaptation with Learning-to-hash for Effective and Efficient Zero-shot Dense RetrievalCode1
DTF-AT: Decoupled Time-Frequency Audio Transformer for Event ClassificationCode1
Dynamic Modality Interaction Modeling for Image-Text RetrievalCode1
Declarative Experimentation in Information Retrieval using PyTerrierCode1
Embed2Detect: Temporally Clustered Embedded Words for Event Detection in Social MediaCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Enhancing Cross-Sectional Currency Strategies by Context-Aware Learning to Rank with Self-AttentionCode1
Evaluating the Robustness of Retrieval Pipelines with Query Variation GeneratorsCode1
Efficient fine-tuning methodology of text embedding models for information retrieval: contrastive learning penalty (clp)Code1
Exploring Classic and Neural Lexical Translation Models for Information Retrieval: Interpretability, Effectiveness, and Efficiency BenefitsCode1
An efficient aggregation method for the symbolic representation of temporal dataCode1
An Adversarial Imitation Click Model for Information RetrievalCode1
CLASP: Contrastive Language-Speech Pretraining for Multilingual Multimodal Information RetrievalCode1
CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool LearningCode1
Few-Shot Generative Conversational Query RewritingCode1
Chatting Makes Perfect: Chat-based Image RetrievalCode1
Finding the Law: Enhancing Statutory Article Retrieval via Graph Neural NetworksCode1
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument RecognitionCode1
CLERC: A Dataset for Legal Case Retrieval and Retrieval-Augmented Analysis GenerationCode1
CaseGNN++: Graph Contrastive Learning for Legal Case Retrieval with Graph AugmentationCode1
CascadER: Cross-Modal Cascading for Knowledge Graph Link PredictionCode1
CaseGNN: Graph Neural Networks for Legal Case Retrieval with Text-Attributed GraphsCode1
GitTables: A Large-Scale Corpus of Relational TablesCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
A multi-task semi-supervised framework for Text2Graph & Graph2TextCode1
A Comprehensive Python Library for Deep Learning-Based Event Detection in Multivariate Time Series Data and Information Retrieval in NLPCode1
GuP: Fast Subgraph Matching by Guard-based PruningCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Hierarchical Video-Moment Retrieval and Step-CaptioningCode1
HPI-DHC at TREC 2018 Precision Medicine TrackCode1
Clinfo.ai: An Open-Source Retrieval-Augmented Large Language Model System for Answering Medical Questions using Scientific LiteratureCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
Boilerplate Removal using a Neural Sequence Labeling ModelCode1
Bridging the Gap Between Indexing and Retrieval for Differentiable Search Index with Query GenerationCode1
A Deep Recurrent Survival Model for Unbiased 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