SOTAVerified

Semantic Retrieval

Papers

Showing 125 of 86 papers

TitleStatusHype
SCBench: A KV Cache-Centric Analysis of Long-Context MethodsCode5
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook RetrievalCode2
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
Semantic Models for the First-stage Retrieval: A Comprehensive ReviewCode1
Training Effective Neural Sentence Encoders from Automatically Mined ParaphrasesCode1
Intra-class Adaptive Augmentation with Neighbor Correction for Deep Metric LearningCode1
MINERS: Multilingual Language Models as Semantic RetrieversCode1
LLM Based Multi-Agent Generation of Semi-structured Documents from Semantic Templates in the Public Administration DomainCode1
Semantic Information Recovery in Wireless NetworksCode1
Sentence Representation Learning with Generative Objective rather than Contrastive ObjectiveCode1
Revealing the Importance of Semantic Retrieval for Machine Reading at ScaleCode1
Sentence Embedding Models for Ancient Greek Using Multilingual Knowledge DistillationCode1
Deep Unsupervised Image Hashing by Maximizing Bit EntropyCode1
M4LE: A Multi-Ability Multi-Range Multi-Task Multi-Domain Long-Context Evaluation Benchmark for Large Language ModelsCode1
CSDR-BERT: a pre-trained scientific dataset match model for Chinese Scientific Dataset Retrieval0
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction0
Beyond Instance-Level Image Retrieval: Leveraging Captions to Learn a Global Visual Representation for Semantic Retrieval0
Compressing Sentence Representation with maximum Coding Rate Reduction0
Athena: Retrieval-augmented Legal Judgment Prediction with Large Language Models0
1-800-SHARED-TASKS at RegNLP: Lexical Reranking of Semantic Retrieval (LeSeR) for Regulatory Question Answering0
Generative or Contrastive? Phrase Reconstruction for Better Sentence Representation Learning0
Enhancing LLM Language Adaption through Cross-lingual In-Context Pre-training0
Enhancing Relevance of Embedding-based Retrieval at Walmart0
Compressing Sentence Representation via Homomorphic Projective Distillation0
Engineering RAG Systems for Real-World Applications: Design, Development, and Evaluation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Human baselineSoft-F10.84Unverified
2k-NN with sentence n-grams, GPT-2 embeddings, fICASoft-F10.51Unverified
3DBTW, GPT-1 embeddings, fICASoft-F10.51Unverified
4LSA baselineSoft-F10.39Unverified
5Universal Sentence EncoderSoft-F10.38Unverified
6Sentence BERTSoft-F10.31Unverified