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 151–200 of 4740 papers

TitleStatusHype
Optimizing Compound Retrieval Systems—0
REAL: Benchmarking Autonomous Agents on Deterministic Simulations of Real WebsitesCode3
Streamlining Biomedical Research with Specialized LLMs—0
Progressive Rock Music Classification—0
CSPLADE: Learned Sparse Retrieval with Causal Language Models—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
Code-Craft: Hierarchical Graph-Based Code Summarization for Enhanced Context Retrieval—0
Learning from Elders: Making an LLM-powered Chatbot for Retirement Communities more Accessible through User-centered Design—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
A Reproducibility Study of Graph-Based Legal Case Retrieval—0
Exploring Human-Like Thinking in Search Simulations with Large Language ModelsCode0
REANIMATOR: Reanimate Retrieval Test Collections with Extracted and Synthetic ResourcesCode0
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
Lightweight and Direct Document Relevance Optimization for Generative Information RetrievalCode1
How Relevance Emerges: Interpreting LoRA Fine-Tuning in Reranking LLMs—0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
EnrichIndex: Using LLMs to Enrich Retrieval Indices Offline—0
Distillation and Refinement of Reasoning in Small Language Models for Document Re-rankingCode1
Talk2X -- An Open-Source Toolkit Facilitating Deployment of LLM-Powered Chatbots on the WebCode0
AD-GPT: Large Language Models in Alzheimer's Disease—0
Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval—0
Extending MovieLens-32M to Provide New Evaluation Objectives—0
GeoRAG: A Question-Answering Approach from a Geographical Perspective—0
Horizon Scans can be accelerated using novel information retrieval and artificial intelligence tools—0
Information Retrieval for Climate Impact—0
Aud-Sur: An Audio Analyzer Assistant for Audio Surveillance Applications—0
Music Information Retrieval on Representative Mexican Folk Vocal Melodies Through MIDI Feature Extraction—0
On the Reproducibility of Learned Sparse Retrieval Adaptations for Long DocumentsCode0
LIRA: A Learning-based Query-aware Partition Framework for Large-scale ANN SearchCode1
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement—0
DAT: Dynamic Alpha Tuning for Hybrid Retrieval in Retrieval-Augmented Generation—0
Beyond Contrastive Learning: Synthetic Data Enables List-wise Training with Multiple Levels of RelevanceCode0
A Survey on (M)LLM-Based GUI Agents—0
FAIR-QR: Enhancing Fairness-aware Information Retrieval through Query Refinement—0
Low-Resource Transliteration for Roman-Urdu and Urdu Using Transformer-Based Models—0
Bias-Aware Agent: Enhancing Fairness in AI-Driven Knowledge RetrievalCode0
A Survey of Multimodal Retrieval-Augmented Generation—0
Enhanced Bloom's Educational Taxonomy for Fostering Information Literacy in the Era of 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