SOTAVerified

Biomedical Information Retrieval

Papers

Showing 115 of 15 papers

TitleStatusHype
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information RetrievalCode2
SGPT: GPT Sentence Embeddings for Semantic SearchCode2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval ModelsCode2
No Parameter Left Behind: How Distillation and Model Size Affect Zero-Shot RetrievalCode1
Interpretability Analysis of Domain Adapted Dense Retrievers0
Opportunities and Challenges for ChatGPT and Large Language Models in Biomedicine and Health0
Maximizing Use-Case Specificity through Precision Model Tuning0
Direct Generation of Protein Conformational Ensembles via Machine Learning0
Improving Biomedical Information Retrieval with Neural Retrievers0
MedGraph: An experimental semantic information retrieval method using knowledge graph embedding for the biomedical citations indexed in PubMed0
Querying Across Genres for Medical Claims in NewsCode0
Resolving the Scope of Speculation and Negation using Transformer-Based ArchitecturesCode0
edge2vec: Representation learning using edge semantics for biomedical knowledge discoveryCode0
A Fast Deep Learning Model for Textual Relevance in Biomedical Information Retrieval0
Deep Learning for Biomedical Information Retrieval: Learning Textual Relevance from Click Logs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1monoT5-3BnDCG@100.38Unverified
2SGPT-BE-5.8BnDCG@100.36Unverified
3OpenAI Search-DavincinDCG@100.36Unverified
4BM25+CEnDCG@100.35Unverified
5SGPT-CE-6.1BnDCG@100.35Unverified
6SGPT-CE-2.7BnDCG@100.33Unverified
7ColBERTnDCG@100.31Unverified
#ModelMetricClaimedVerifiedStatus
1monoT5-3BnDCG@100.58Unverified
2SGPT-CE-6.1BnDCG@100.55Unverified
3SGPT-CE-2.7BnDCG@100.55Unverified
4BM25+CEnDCG@100.52Unverified
5BM25nDCG@100.51Unverified
6SGPT-BE-5.8BnDCG@100.41Unverified
#ModelMetricClaimedVerifiedStatus
1SGPT-BE-5.8BnDCG@100.87Unverified
2monoT5-3BnDCG@100.8Unverified
3SGPT-CE-6.1BnDCG@100.79Unverified
4SGPT-CE-2.7BnDCG@100.76Unverified
5BM25+CEnDCG@100.76Unverified
6ColBERTnDCG@100.68Unverified