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 4351–4400 of 4740 papers

TitleStatusHype
Deploying Large Language Models With Retrieval Augmented GenerationCode0
Beyond Relevance: Evaluate and Improve Retrievers on Perspective AwarenessCode0
A Comparison of Centrality Measures for Graph-Based Keyphrase ExtractionCode0
IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in Retrieval-Augmented Generation ScenariosCode0
The Effectiveness of Graph Contrastive Learning on Mathematical Information RetrievalCode0
Finding Needles in Emb(a)dding Haystacks: Legal Document Retrieval via Bagging and SVR EnsemblesCode0
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of RelevanceCode0
PUNCH: Positive UNlabelled Classification based information retrieval in Hyperspectral imagesCode0
Multimodal Tree Decoder for Table of Contents Extraction in Document ImagesCode0
Financial Report Chunking for Effective Retrieval Augmented GenerationCode0
Is Non-IID Data a Threat in Federated Online Learning to Rank?Code0
Multimodal weighted graph representation for information extraction from visually rich documents.Code0
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based ApproachCode0
Iterative NLP Query Refinement for Enhancing Domain-Specific Information Retrieval: A Case Study in Career ServicesCode0
Few shot chain-of-thought driven reasoning to prompt LLMs for open ended medical question answeringCode0
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized FormatsCode0
Feature Fusion Revisited: Multimodal CTR Prediction for MMCTR ChallengeCode0
FathomGPT: A Natural Language Interface for Interactively Exploring Ocean Science DataCode0
Multi-Perspective Relevance Matching with Hierarchical ConvNets for Social Media SearchCode0
Push-pull Feedback Implements Hierarchical Information Retrieval EfficientlyCode0
Wrong Answers Can Also Be Useful: PlausibleQA -- A Large-Scale QA Dataset with Answer Plausibility ScoresCode0
Comparative Analysis of Pretrained Audio Representations in Music Recommender SystemsCode0
Jack the Reader -- A Machine Reading FrameworkCode0
One Law, Many Languages: Benchmarking Multilingual Legal Reasoning for Judicial SupportCode0
Dense Passage Retrieval in Conversational SearchCode0
Denoising Distantly Supervised Open-Domain Question AnsweringCode0
Scaling Active Search using Linear Similarity FunctionsCode0
Fast Randomized PCA for Sparse DataCode0
JAZZVAR: A Dataset of Variations found within Solo Piano Performances of Jazz Standards for Music OverpaintingCode0
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its ApplicationsCode0
The Effect of Masking Strategies on Knowledge Retention by Language ModelsCode0
Statistical Significance Testing in Information Retrieval: An Empirical Analysis of Type I, Type II and Type III ErrorsCode0
Multi-source Neural Topic Modeling in Multi-view Embedding SpacesCode0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
Faster Learned Sparse Retrieval with Guided TraversalCode0
JIR-Arena: The First Benchmark Dataset for Just-in-time Information RecommendationCode0
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering CapabilityCode0
JNLP Team: Deep Learning for Legal Processing in COLIEE 2020Code0
Beyond Benchmarks: Evaluating Embedding Model Similarity for Retrieval Augmented Generation SystemsCode0
Two Multilingual Corpora Extracted from the Tenders Electronic Daily for Machine Learning and Machine Translation Applications.Code0
ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in VietnameseCode0
StealthRank: LLM Ranking Manipulation via Stealthy Prompt OptimizationCode0
SCDV : Sparse Composite Document Vectors using soft clustering over distributional representationsCode0
Joint Learning of Sentence Embeddings for Relevance and EntailmentCode0
Word Sense Disambiguation Based on Word Similarity Calculation Using Word Vector Representation from a Knowledge-based GraphCode0
FARA: Future-aware Ranking Algorithm for Fairness OptimizationCode0
Stemmer for Serbian languageCode0
Joint Multisided Exposure Fairness for RecommendationCode0
Joint Optimization of Cascade Ranking ModelsCode0
JointRank: Rank Large Set with Single PassCode0
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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