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 1–50 of 4740 papers

TitleStatusHype
Overview of the TalentCLEF 2025: Skill and Job Title Intelligence for Human Capital Management—0
From Chaos to Automation: Enabling the Use of Unstructured Data for Robotic Process Automation—0
Temporal Information Retrieval via Time-Specifier Model MergingCode0
Efficiency-Effectiveness Reranking FLOPs for LLM-based RerankersCode0
An analysis of vision-language models for fabric retrieval—0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
JointRank: Rank Large Set with Single PassCode0
Enhancing Automatic Term Extraction with Large Language Models via Syntactic Retrieval—0
A Hierarchical Deep Learning Approach for Minority Instrument DetectionCode0
Multimodal Information Retrieval for Open World with Edit Distance Weak Supervision—0
Inference Scaled GraphRAG: Improving Multi Hop Question Answering on Knowledge Graphs—0
From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning AgentsCode4
Semantic similarity estimation for domain specific data using BERT and other techniques—0
Universal Music Representations? Evaluating Foundation Models on World Music CorporaCode0
Empowering Graph-based Approximate Nearest Neighbor Search with Adaptive Awareness Capabilities—0
Context manipulation attacks : Web agents are susceptible to corrupted memory—0
FormGym: Doing Paperwork with Agents—0
Fretting-Transformer: Encoder-Decoder Model for MIDI to Tablature Transcription—0
InsertRank: LLMs can reason over BM25 scores to Improve Listwise Reranking—0
Hierarchical Multi-Positive Contrastive Learning for Patent Image Retrieval—0
xbench: Tracking Agents Productivity Scaling with Profession-Aligned Real-World Evaluations—0
eLog analysis for accelerators: status and future outlook—0
Versatile and Fast Location-Based Private Information Retrieval with Fully Homomorphic Encryption over the TorusCode0
A Comprehensive Survey of Deep Research: Systems, Methodologies, and ApplicationsCode3
CMI-Bench: A Comprehensive Benchmark for Evaluating Music Instruction Following—0
DeepResearch Bench: A Comprehensive Benchmark for Deep Research AgentsCode4
Towards Understanding Bias in Synthetic Data for EvaluationCode0
ScholarSearch: Benchmarking Scholar Searching Ability of LLMs—0
Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning—0
Evaluation empirique de la sécurisation et de l'alignement de ChatGPT et Gemini: analyse comparative des vulnérabilités par expérimentations de jailbreaks—0
Unlocking the Potential of Large Language Models in the Nuclear Industry with Synthetic Data—0
Multimodal Representation Alignment for Cross-modal Information Retrieval—0
PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labels—0
Unable to Forget: Proactive lnterference Reveals Working Memory Limits in LLMs Beyond Context Length—0
CheMatAgent: Enhancing LLMs for Chemistry and Materials Science through Tree-Search Based Tool LearningCode1
SAR2Struct: Extracting 3D Semantic Structural Representation of Aircraft Targets from Single-View SAR Image—0
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions—0
APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval—0
A Survey on Vietnamese Document Analysis and Recognition: Challenges and Future Directions—0
GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information RetrievalCode0
Exp4Fuse: A Rank Fusion Framework for Enhanced Sparse Retrieval using Large Language Model-based Query ExpansionCode0
Preface to the Special Issue of the TAL Journal on Scholarly Document Processing—0
Evaluating the Unseen Capabilities: How Many Theorems Do LLMs Know?—0
CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval—0
Retrieval Augmented Generation based Large Language Models for Causality MiningCode0
CLIP-AE: CLIP-assisted Cross-view Audio-Visual Enhancement for Unsupervised Temporal Action Localization—0
Map&Make: Schema Guided Text to Table Generation—0
From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information RetrievalCode0
SNS-Bench-VL: Benchmarking Multimodal Large Language Models in Social Networking ServicesCode0
Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint QueriesCode0
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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