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 226–250 of 4740 papers

TitleStatusHype
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