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 901–925 of 4740 papers

TitleStatusHype
Data Fusion of Synthetic Query Variants With Generative Large Language ModelsCode0
Extracting Unlearned Information from LLMs with Activation Steering—0
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs—0
Online and Offline Evaluations of Collaborative Filtering and Content Based Recommender Systems—0
LLM4PR: Improving Post-Ranking in Search Engine with Large Language Models—0
Enhancing Question Answering Precision with Optimized Vector Retrieval and Instructions—0
A graph-based approach to extracting narrative signals from public discourseCode0
Improving Musical Instrument Classification with Advanced Machine Learning TechniquesCode0
Synthetic Data Generation with Large Language Models for Personalized Community Question AnsweringCode0
SandboxAQ's submission to MRL 2024 Shared Task on Multi-lingual Multi-task Information Retrieval—0
Resilience in Knowledge Graph Embeddings—0
Deep Learning Based Dense Retrieval: A Comparative Study—0
R^3AG: First Workshop on Refined and Reliable Retrieval Augmented Generation—0
Efficient and Effective Retrieval of Dense-Sparse Hybrid Vectors using Graph-based Approximate Nearest Neighbor Search—0
WindTunnel -- A Framework for Community Aware Sampling of Large Corpora—0
Optimizing Keyphrase Ranking for Relevance and Diversity Using Submodular Function Optimization (SFO)Code0
Quam: Adaptive Retrieval through Query Affinity ModellingCode0
AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance LabelsCode0
ChunkRAG: Novel LLM-Chunk Filtering Method for RAG Systems—0
Two are better than one: Context window extension with multi-grained self-injectionCode0
Understanding Ranking LLMs: A Mechanistic Analysis for Information Retrieval—0
Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information RetrievalCode0
An Adaptive Framework for Generating Systematic Explanatory Answer in Online Q&A PlatformsCode0
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?—0
Systematic Exploration of Dialogue Summarization Approaches for Reproducibility, Comparative Assessment, and Methodological Innovations for Advancing Natural Language Processing in Abstractive Summarization—0
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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