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 126–150 of 4740 papers

TitleStatusHype
REARANK: Reasoning Re-ranking Agent via Reinforcement LearningCode1
Modality Curation: Building Universal Embeddings for Advanced Multimodal Information RetrievalCode1
POQD: Performance-Oriented Query Decomposer for Multi-vector retrievalCode1
DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster ManagementCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph CompletionCode1
Exploring _0 Sparsification for Inference-free Sparse RetrieversCode1
Template-Based Financial Report Generation in Agentic and Decomposed Information RetrievalCode1
Building Russian Benchmark for Evaluation of Information Retrieval ModelsCode1
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
LIRA: A Learning-based Query-aware Partition Framework for Large-scale ANN SearchCode1
Narrative Trails: A Method for Coherent Storyline Extraction via Maximum Capacity Path OptimizationCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking PreferencesCode1
Judging the Judges: A Collection of LLM-Generated Relevance JudgementsCode1
Towards Text-Image Interleaved RetrievalCode1
FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval AlgorithmsCode1
Syntriever: How to Train Your Retriever with Synthetic Data from LLMsCode1
Scalable-Softmax Is Superior for AttentionCode1
TFLOP: Table Structure Recognition Framework with Layout Pointer MechanismCode1
MechIR: A Mechanistic Interpretability Framework for Information RetrievalCode1
kANNolo: Sweet and Smooth Approximate k-Nearest Neighbors SearchCode1
Length-Aware DETR for Robust Moment RetrievalCode1
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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