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 151–175 of 4740 papers

TitleStatusHype
Optimizing Compound Retrieval Systems—0
Streamlining Biomedical Research with Specialized LLMs—0
REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real WebsitesCode3
CSPLADE: Learned Sparse Retrieval with Causal Language Models—0
Progressive Rock Music Classification—0
On Precomputation and Caching in Information Retrieval Experiments with Pipeline Architectures—0
Brain-Machine Interfaces & Information Retrieval Challenges and Opportunities—0
Span-level Emotion-Cause-Category Triplet Extraction with Instruction Tuning LLMs and Data AugmentationCode0
Ordinary Least Squares as an Attention Mechanism—0
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End SystemCode1
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction—0
Learning from Elders: Making an LLM-powered Chatbot for Retirement Communities more Accessible through User-centered Design—0
Code-Craft: Hierarchical Graph-Based Code Summarization for Enhanced Context Retrieval—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
A Reproducibility Study of Graph-Based Legal Case Retrieval—0
REANIMATOR: Reanimate Retrieval Test Collections with Extracted and Synthetic ResourcesCode0
Exploring Human-Like Thinking in Search Simulations with Large Language ModelsCode0
How do Large Language Models Understand Relevance? A Mechanistic Interpretability PerspectiveCode0
Evaluating Retrieval Augmented Generative Models for Document Queries in Transportation Safety—0
SafeChat: A Framework for Building Trustworthy Collaborative Assistants and a Case Study of its UsefulnessCode0
StealthRank: LLM Ranking Manipulation via Stealthy Prompt OptimizationCode0
MicroNN: An On-device Disk-resident Updatable Vector Database—0
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling—0
CCSK:Cognitive Convection of Self-Knowledge Based Retrieval Augmentation for Large Language Models—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