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

Showing 47014750 of 14297 papers

TitleStatusHype
VeCLIP: Improving CLIP Training via Visual-enriched CaptionsCode2
ESA: External Space Attention Aggregation for Image-Text RetrievalCode1
The Solution for the CVPR2023 NICE Image Captioning Challenge0
Crossing the Threshold: Idiomatic Machine Translation through Retrieval Augmentation and Loss WeightingCode0
How (not) to ensemble LVLMs for VQA0
GPT-4 as an Agronomist Assistant? Answering Agriculture Exams Using Large Language Models0
Uni3D: Exploring Unified 3D Representation at ScaleCode2
Get the gist? Using large language models for few-shot decontextualization0
Teaching Language Models to Hallucinate Less with Synthetic Tasks0
Topic-DPR: Topic-based Prompts for Dense Passage Retrieval0
Topological RANSAC for instance verification and retrieval without fine-tuning0
MuseChat: A Conversational Music Recommendation System for VideosCode0
Efficient Retrieval of Images with Irregular Patterns using Morphological Image Analysis: Applications to Industrial and Healthcare datasets0
Hexa: Self-Improving for Knowledge-Grounded Dialogue System0
DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual ScreeningCode1
Distortion-Aware Phase Retrieval Receiver for High-Order QAM Transmission with Carrierless Intensity-Only Measurements0
Sequential Tag Recommendation0
Developing and Refining a Multifunctional Facial Recognition System for Older Adults with Cognitive Impairments: A Journey Towards Enhanced Quality of LifeCode0
Augmented Embeddings for Custom Retrievals0
GROVE: A Retrieval-augmented Complex Story Generation Framework with A Forest of Evidence0
Sentence-level Prompts Benefit Composed Image RetrievalCode1
Robust Angular Synchronization via Directed Graph Neural NetworksCode0
Generalized Neural Collapse for a Large Number of Classes0
ReZG: Retrieval-Augmented Zero-Shot Counter Narrative Generation for Hate SpeechCode0
Towards Verifiable Generation: A Benchmark for Knowledge-aware Language Model AttributionCode0
Self-Knowledge Guided Retrieval Augmentation for Large Language Models0
GMMFormer: Gaussian-Mixture-Model Based Transformer for Efficient Partially Relevant Video RetrievalCode1
DeVAn: Dense Video Annotation for Video-Language ModelsCode0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
SCANet: Scene Complexity Aware Network for Weakly-Supervised Video Moment Retrieval0
Walking Down the Memory Maze: Beyond Context Limit through Interactive Reading0
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain0
Retrieval-Generation Synergy Augmented Large Language ModelsCode4
LLM4VV: Developing LLM-Driven Testsuite for Compiler ValidationCode0
Building an Open-Vocabulary Video CLIP Model with Better Architectures, Optimization and DataCode1
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based QueriesCode1
Investigating the Influence of Legal Case Retrieval Systems on Users' Decision Process0
Conversational Factor Information Retrieval Model (ConFIRM)Code0
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective AugmentationCode1
Saliency-Guided Hidden Associative Replay for Continual LearningCode0
Keyword Augmented Retrieval: Novel framework for Information Retrieval integrated with speech interface0
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language ModelsCode6
Policy-Gradient Training of Language Models for Ranking0
TPDR: A Novel Two-Step Transformer-based Product and Class Description Match and Retrieval Method0
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
An Efficient Content-based Time Series Retrieval System0
Personalized Transformer-based Ranking for e-Commerce at Yandex0
Learning Personalized Alignment for Evaluating Open-ended Text Generation0
Living Lab Evaluation for Life and Social Sciences Search Platforms -- LiLAS at CLEF 20210
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human PreferenceCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second183.53Unverified
2ElasticsearchQueries per second21.8Unverified
3BM25-PTQueries per second6.49Unverified
4Rank-BM25Queries per second1.18Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second20.88Unverified
2ElasticsearchQueries per second7.11Unverified
3Rank-BM25Queries per second0.04Unverified
#ModelMetricClaimedVerifiedStatus
1BM25SQueries per second41.85Unverified
2ElasticsearchQueries per second12.16Unverified
3Rank-BM25Queries per second0.1Unverified
#ModelMetricClaimedVerifiedStatus
1FLMRRecall@589.32Unverified
2RA-VQARecall@582.84Unverified
#ModelMetricClaimedVerifiedStatus
1PreFLMRRecall@562.1Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP-KIStext-to-video Mean Rank30Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4OutfitRecall@57.59Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1MetaGen Blended RAGAccuracy (Top-1)82.1Unverified
#ModelMetricClaimedVerifiedStatus
1COLTCOMP@84.55Unverified
#ModelMetricClaimedVerifiedStatus
1hello0L1,121,222Unverified