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 626–650 of 4740 papers

TitleStatusHype
The Russian-focused embedders' exploration: ruMTEB benchmark and Russian embedding model design—0
Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design—0
Mathematical Information Retrieval: Search and Question Answering—0
Ancient Wisdom, Modern Tools: Exploring Retrieval-Augmented LLMs for Ancient Indian PhilosophyCode0
Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval—0
Combining Objective and Subjective Perspectives for Political News Understanding—0
NLP for The Greek Language: A Longer Survey—0
Reconciling Methodological Paradigms: Employing Large Language Models as Novice Qualitative Research Assistants in Talent Management Research—0
Multilingual Needle in a Haystack: Investigating Long-Context Behavior of Multilingual Large Language ModelsCode0
Icing on the Cake: Automatic Code Summarization at Ericsson—0
Carbon Footprint Accounting Driven by Large Language Models and Retrieval-augmented Generation—0
PhysBERT: A Text Embedding Model for Physics Scientific Literature—0
Hindi-BEIR : A Large Scale Retrieval Benchmark in Hindi—0
Meta Knowledge for Retrieval Augmented Large Language Models—0
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-CheckingCode0
Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval—0
WeKnow-RAG: An Adaptive Approach for Retrieval-Augmented Generation Integrating Web Search and Knowledge Graphs—0
BMX: Entropy-weighted Similarity and Semantic-enhanced Lexical SearchCode3
Music2Latent: Consistency Autoencoders for Latent Audio CompressionCode3
Interactive-T2S: Multi-Turn Interactions for Text-to-SQL with Large Language Models—0
Enhancing Exploratory Learning through Exploratory Search with the Emergence of Large Language Models—0
LLMJudge: LLMs for Relevance JudgmentsCode1
Report on the 1st Workshop on Large Language Model for Evaluation in Information Retrieval (LLM4Eval 2024) at SIGIR 2024—0
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction—0
Neural Machine UnrankingCode0
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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