SOTAVerified

Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 951–1000 of 14297 papers

TitleStatusHype
Random Walks in Self-supervised Learning for Triangular Meshes—0
A Semantic Search Pipeline for Causality-driven Adhoc Information Retrieval—0
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks—0
Qilin: A Multimodal Information Retrieval Dataset with APP-level User SessionsCode2
U-NIAH: Unified RAG and LLM Evaluation for Long Context Needle-In-A-HaystackCode0
ABC: Achieving Better Control of Multimodal Embeddings using VLMs—0
Streaming Video Question-Answering with In-context Video KV-Cache RetrievalCode2
Pseudo-Knowledge Graph: Meta-Path Guided Retrieval and In-Graph Text for RAG-Equipped LLM—0
Fine-Grained Retrieval-Augmented Generation for Visual Question Answering—0
Variations in Relevance Judgments and the Shelf Life of Test Collections—0
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval—0
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation ConversationCode1
Ext2Gen: Alignment through Unified Extraction and Generation for Robust Retrieval-Augmented Generation—0
Fast 3D point clouds retrieval for Large-scale 3D Place Recognition—0
TempRetriever: Fusion-based Temporal Dense Passage Retrieval for Time-Sensitive Questions—0
CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval—0
Passage Query Methods for Retrieval and Reranking in Conversational Agents—0
DeepRetrieval: Hacking Real Search Engines and Retrievers with Large Language Models via Reinforcement LearningCode4
DeepSolution: Boosting Complex Engineering Solution Design via Tree-based Exploration and Bi-point ThinkingCode1
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval—0
Retrieval Augmented Generation for Topic Modeling in Organizational Research: An Introduction with Empirical Demonstration—0
NANOGPT: A Query-Driven Large Language Model Retrieval-Augmented Generation System for Nanotechnology Research—0
CS-PaperSum: A Large-Scale Dataset of AI-Generated Summaries for Scientific Papers—0
Teaching Dense Retrieval Models to Specialize with Listwise Distillation and LLM Data AugmentationCode0
Bisecting K-Means in RAG for Enhancing Question-Answering Tasks Performance in Telecommunications—0
Long-Context Inference with Retrieval-Augmented Speculative DecodingCode1
Joint Fusion and Encoding: Advancing Multimodal Retrieval from the Ground Up—0
Lightweight Contrastive Distilled Hashing for Online Cross-modal Retrieval—0
Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge BasesCode1
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix FactorizationCode1
From Retrieval to Generation: Comparing Different Approaches—0
Granite Embedding Models—0
PhantomWiki: On-Demand Datasets for Reasoning and Retrieval EvaluationCode1
Do Retrieval-Augmented Language Models Adapt to Varying User Needs?—0
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings—0
SCA3D: Enhancing Cross-modal 3D Retrieval via 3D Shape and Caption Paired Data AugmentationCode0
Hierarchical corpus encoder: Fusing generative retrieval and dense indices—0
OneRec: Unifying Retrieve and Rank with Generative Recommender and Iterative Preference Alignment—0
Trustworthy Answers, Messier Data: Bridging the Gap in Low-Resource Retrieval-Augmented Generation for Domain Expert Systems—0
On the Importance of Text Preprocessing for Multimodal Representation Learning and Pathology Report Generation—0
Agentic Mixture-of-Workflows for Multi-Modal Chemical Search—0
Agent-centric Information Access—0
Winning Big with Small Models: Knowledge Distillation vs. Self-Training for Reducing Hallucination in QA Agents—0
A 106K Multi-Topic Multilingual Conversational User Dataset with Emoticons—0
Automated Code Generation and Validation for Software Components of Microcontrollers—0
Efficient Federated Search for Retrieval-Augmented Generation—0
Retrieval Augmented Anomaly Detection (RAAD): Nimble Model Adjustment Without Retraining—0
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning—0
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based InferenceCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53—Unverified
2ElasticsearchQueries per second21.8—Unverified
3BM25-PTQueries per second6.49—Unverified
4Rank-BM25Queries per second1.18—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88—Unverified
2ElasticsearchQueries per second7.11—Unverified
3Rank-BM25Queries per second0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85—Unverified
2ElasticsearchQueries per second12.16—Unverified
3Rank-BM25Queries per second0.1—Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32—Unverified
2RA-VQARecall@582.84—Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1—Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55—Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222—Unverified