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 39013950 of 14297 papers

TitleStatusHype
KARL: Knowledge-Aware Retrieval and Representations aid Retention and Learning in Students0
TriSampler: A Better Negative Sampling Principle for Dense Retrieval0
Compress to Impress: Unleashing the Potential of Compressive Memory in Real-World Long-Term ConversationsCode1
Cofca: A Step-Wise Counterfactual Multi-hop QA benchmark0
Unveiling the Magic: Investigating Attention Distillation in Retrieval-augmented Generation0
Ask Optimal Questions: Aligning Large Language Models with Retriever's Preference in Conversational Search0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge0
FeB4RAG: Evaluating Federated Search in the Context of Retrieval Augmented Generation0
Mafin: Enhancing Black-Box Embeddings with Model Augmented Fine-Tuning0
EVOR: Evolving Retrieval for Code GenerationCode2
Surprising Efficacy of Fine-Tuned Transformers for Fact-Checking over Larger Language Models0
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges0
Visual In-Context Learning for Large Vision-Language Models0
BGE Landmark Embedding: A Chunking-Free Embedding Method For Retrieval Augmented Long-Context Large Language Models0
Metacognitive Retrieval-Augmented Large Language ModelsCode1
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval AugmentationCode1
Exploring ChatGPT for Next-generation Information Retrieval: Opportunities and Challenges0
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning0
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering0
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language ModelsCode0
Dense Passage Retrieval: Is it Retrieving?0
Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement0
Distillation Enhanced Generative RetrievalCode2
Retrieve Only When It Needs: Adaptive Retrieval Augmentation for Hallucination Mitigation in Large Language Models0
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language ModelCode2
FairSync: Ensuring Amortized Group Exposure in Distributed Recommendation RetrievalCode0
Generative Cross-Modal Retrieval: Memorizing Images in Multimodal Language Models for Retrieval and Beyond0
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQLCode0
DeepSRGM -- Sequence Classification and Ranking in Indian Classical Music with Deep Learning0
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild0
Generative Representational Instruction TuningCode4
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts0
Grounding Language Model with Chunking-Free In-Context Retrieval0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting0
Weatherproofing Retrieval for Localization with Generative AI and Geometric Consistency0
HGOT: Hierarchical Graph of Thoughts for Retrieval-Augmented In-Context Learning in Factuality EvaluationCode0
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal RetrieversCode3
Captions Are Worth a Thousand Words: Enhancing Product Retrieval with Pretrained Image-to-Text Models0
VCR: Video representation for Contextual RetrievalCode0
Multimodal Learned Sparse Retrieval for Image Suggestion0
Computationally efficient reductions between some statistical models0
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question AnsweringCode4
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT0
Had enough of experts? Quantitative knowledge retrieval from large language models0
CyberMetric: A Benchmark Dataset based on Retrieval-Augmented Generation for Evaluating LLMs in Cybersecurity KnowledgeCode2
Retrieval Augmented Thought Process for Private Data Handling in Healthcare0
PoisonedRAG: Knowledge Corruption Attacks to Retrieval-Augmented Generation of Large Language ModelsCode3
EmoWear: Exploring Emotional Teasers for Voice Message Interaction on Smartwatches0
Generalizing Conversational Dense Retrieval via LLM-Cognition Data AugmentationCode0
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models0
Show:102550
← PrevPage 79 of 286Next →

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