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 201–250 of 4740 papers

TitleStatusHype
Context-Efficient Retrieval with Factual Decomposition—0
Reverse-Engineering the Retrieval Process in GenIR ModelsCode0
GENIUS: A Generative Framework for Universal Multimodal SearchCode2
FALCONEye: Finding Answers and Localizing Content in ONE-hour-long videos with multi-modal LLMs—0
Rankers, Judges, and Assistants: Towards Understanding the Interplay of LLMs in Information Retrieval Evaluation—0
A Survey of Large Language Model Agents for Question Answering—0
CCMusic: An Open and Diverse Database for Chinese Music Information Retrieval Research—0
Toward building next-generation Geocoding systems: a systematic review—0
Robust-IR @ SIGIR 2025: The First Workshop on Robust Information Retrieval—0
SciClaims: An End-to-End Generative System for Biomedical Claim Analysis—0
Dense Retrieval for Low Resource Languages -- the Case of Amharic Language—0
EqualizeIR: Mitigating Linguistic Biases in Retrieval Models—0
Satisfactory Medical Consultation based on Terminology-Enhanced Information Retrieval and Emotional In-Context Learning—0
Dense Passage Retrieval in Conversational SearchCode0
GreenIQ: A Deep Search Platform for Comprehensive Carbon Market Analysis and Automated Report Generation—0
UniHDSA: A Unified Relation Prediction Approach for Hierarchical Document Structure AnalysisCode2
Graph-Based Re-ranking: Emerging Techniques, Limitations, and Opportunities—0
Long Context Modeling with Ranked Memory-Augmented Retrieval—0
Multivariate Gaussian Topic Modelling: A novel approach to discover topics with greater semantic coherence—0
Narrative Trails: A Method for Coherent Storyline Extraction via Maximum Capacity Path OptimizationCode1
ACE: A Cardinality Estimator for Set-Valued Queries—0
When Pigs Get Sick: Multi-Agent AI for Swine Disease Detection—0
Beyond Single Pass, Looping Through Time: KG-IRAG with Iterative Knowledge Retrieval—0
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAGCode0
Agent-Enhanced Large Language Models for Researching Political InstitutionsCode0
Annotating Scientific Uncertainty: A comprehensive model using linguistic patterns and comparison with existing approaches—0
Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment—0
LLM-Driven Usefulness Labeling for IR Evaluation—0
LongEval at CLEF 2025: Longitudinal Evaluation of IR Model Performance—0
Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity DocumentsCode0
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning—0
A Survey on Knowledge-Oriented Retrieval-Augmented Generation—0
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language ModelsCode4
MultiConIR: Towards multi-condition Information RetrievalCode0
JurisTCU: A Brazilian Portuguese Information Retrieval Dataset with Query Relevance Judgments—0
Advancing Vietnamese Information Retrieval with Learning Objective and Benchmark—0
Improving Access to Trade and Investment Information in Thailand through Intelligent Document Retrieval—0
STAR: A Foundation Model-driven Framework for Robust Task Planning and Failure Recovery in Robotic Systems—0
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information RetrievalCode2
IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information Retrieval—0
Evaluating Answer Reranking Strategies in Time-sensitive Question Answering—0
HEISIR: Hierarchical Expansion of Inverted Semantic Indexing for Training-free Retrieval of Conversational Data using LLMs—0
Collapse of Dense Retrievers: Short, Early, and Literal Biases Outranking Factual Evidence—0
Matrix Factorization for Inferring Associations and Missing Links—0
Hierarchical Re-ranker Retriever (HRR)—0
The Effectiveness of Large Language Models in Transforming Unstructured Text to Standardized FormatsCode0
Retrieval Models Aren't Tool-Savvy: Benchmarking Tool Retrieval for Large Language Models—0
A Semantic Search Pipeline for Causality-driven Adhoc Information Retrieval—0
SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-CheckingCode2
Qilin: A Multimodal Information Retrieval Dataset with APP-level User SessionsCode2
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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