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 951–1000 of 4740 papers

TitleStatusHype
Information Discovery in e-Commerce—0
ReasoningRank: Teaching Student Models to Rank through Reasoning-Based Knowledge Distillation—0
MathHay: An Automated Benchmark for Long-Context Mathematical Reasoning in LLMs—0
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks—0
Ordinal Preference Optimization: Aligning Human Preferences via NDCGCode0
Discovering Biases in Information Retrieval Models Using Relevance Thesaurus as Global Explanation—0
SoundSignature: What Type of Music Do You Like?—0
Scalable Frame-based Construction of Sociocultural NormBases for Socially-Aware Dialogues—0
BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale—0
HATFormer: Historic Handwritten Arabic Text Recognition with Transformers—0
Unified Multimodal Interleaved Document Representation for Retrieval—0
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers—0
CoLLAP: Contrastive Long-form Language-Audio Pretraining with Musical Temporal Structure Augmentation—0
Streamlining Conformal Information Retrieval via Score Refinement—0
Simplifying complex machine learning by linearly separable network embedding spaces—0
Quantifying reliance on external information over parametric knowledge during Retrieval Augmented Generation (RAG) using mechanistic analysis—0
ThreatGram 101 - Extreme Telegram Replies Data with Threat LevelsCode0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Generative Retrieval Meets Multi-Graded Relevance—0
CBIDR: A novel method for information retrieval combining image and data by means of TOPSIS applied to medical diagnosis—0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
Disentangling Questions from Query Generation for Task-Adaptive Retrieval—0
AI Can Be Cognitively Biased: An Exploratory Study on Threshold Priming in LLM-Based Batch Relevance Assessment—0
Creating Healthy Friction: Determining Stakeholder Requirements of Job Recommendation ExplanationsCode0
IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in Retrieval-Augmented Generation ScenariosCode0
Unsupervised Text Representation Learning via Instruction-Tuning for Zero-Shot Dense Retrieval—0
Lessons Learned on Information Retrieval in Electronic Health Records: A Comparison of Embedding Models and Pooling Strategies—0
Learning When to Retrieve, What to Rewrite, and How to Respond in Conversational QA—0
Multi-View Adaptive Contrastive Learning for Information Retrieval Based Fault Localization—0
VERA: Validation and Enhancement for Retrieval Augmented systems—0
Experimental Evidence That Conversational Artificial Intelligence Can Steer Consumer Behavior Without Detection—0
Designing Interfaces for Multimodal Vector Search Applications—0
GenCRF: Generative Clustering and Reformulation Framework for Enhanced Intent-Driven Information Retrieval—0
Exploring Fine-tuned Generative Models for Keyphrase Selection: A Case Study for Russian—0
GP-GPT: Large Language Model for Gene-Phenotype Mapping—0
Comparative Analysis of Pretrained Audio Representations in Music Recommender SystemsCode0
Contri(e)ve: Context + Retrieve for Scholarly Question Answering—0
Exploring Information Retrieval Landscapes: An Investigation of a Novel Evaluation Techniques and Comparative Document Splitting MethodsCode0
An Evaluation Framework for Attributed Information Retrieval using Large Language ModelsCode0
Bio-Eng-LMM AI Assist chatbot: A Comprehensive Tool for Research and EducationCode0
Information Extraction from Visually Rich Documents Using Directed Weighted Graph Neural NetworkCode0
LAMP: Learnable Meta-Path Guided Adversarial Contrastive Learning for Heterogeneous Graphs—0
Benchmarking Sub-Genre Classification For Mainstage Dance Music—0
LegiLM: A Fine-Tuned Legal Language Model for Data ComplianceCode0
Replicability Measures for Longitudinal Information Retrieval Evaluation—0
Benchmarking and Building Zero-Shot Hindi Retrieval Model with Hindi-BEIR and NLLB-E5—0
MessIRve: A Large-Scale Spanish Information Retrieval Dataset—0
QueryBuilder: Human-in-the-Loop Query Development for Information Retrieval—0
Rx Strategist: Prescription Verification using LLM Agents System—0
Shaping the Future of Endangered and Low-Resource Languages -- Our Role in the Age of LLMs: A Keynote at ECIR 2024—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