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 601–650 of 4740 papers

TitleStatusHype
Zeroshot Listwise Learning to Rank Algorithm for Recommendation—0
Rx Strategist: Prescription Verification using LLM Agents System—0
iText2KG: Incremental Knowledge Graphs Construction Using Large Language ModelsCode4
Word and Phrase Features in Graph Convolutional Network for Automatic Question Classification—0
Pooling And Attention: What Are Effective Designs For LLM-Based Embedding Models?Code1
RouterRetriever: Routing over a Mixture of Expert Embedding ModelsCode1
Language Model Powered Digital Biology with BRADCode2
R2GQA: Retriever-Reader-Generator Question Answering System to Support Students Understanding Legal Regulations in Higher Education—0
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector Networks—0
A Counterfactual Explanation Framework for Retrieval Models—0
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question AnsweringCode0
Understanding the User: An Intent-Based Ranking Dataset—0
MemLong: Memory-Augmented Retrieval for Long Text ModelingCode2
Event Extraction for Portuguese: A QA-driven Approach using ACE-2005—0
SynDL: A Large-Scale Synthetic Test Collection for Passage Retrieval—0
Jina-ColBERT-v2: A General-Purpose Multilingual Late Interaction Retriever—0
Persuasion Games using Large Language Models—0
Measuring publication relatedness using controlled vocabularies—0
Knowledge Discovery in Optical Music Recognition: Enhancing Information Retrieval with Instance Segmentation—0
MODOC: A Modular Interface for Flexible Interlinking of Text Retrieval and Text Generation FunctionsCode0
Biased Dueling Bandits with Stochastic Delayed Feedback—0
DeepVoting: Learning Voting Rules with Tailored Embeddings—0
Knowledge Graph Modeling-Driven Large Language Model Operating System (LLM OS) for Task Automation in Process Engineering Problem-Solving—0
Multi-Faceted Question Complexity Estimation Targeting Topic Domain-Specificity—0
Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning—0
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