Model: harheem/bge-m3-nvidia-ko-v1
Author: harheem
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, dataset_size:1K<n<10K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, ko, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-m3, base_model:finetune:BAAI/bge-m3, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-m3
Card metadata: base_model: BAAI/bge-m3
language: ko
library_name: sentence-transformers
license: apache-2.0
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, dataset_size:1K<n<10K, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: 하이브리다이저란 무엇인가요?
sentences: 하이퍼바이저는 보안에서 어떤 역할을 합니까?, 지난 몇 년간 CUDA 생태계는 어떻게 발전해 왔나요?, 로컬 메모리 액세스 성능을 결정하는 요소는 무엇입니까?, source_sentence: 임시 구독의 용도는 무엇입니까?
sentences: 메모리 액세스 최적화에서 프리패치의 역할은 무엇입니까?, CUDA 인식 MPI는 확장 측면에서 어떻게 작동합니까?, CUDA 8이 해결하는 계산상의 과제에는 어떤 것이 있습니까?, source_sentence: 'saxpy'는 무엇을 뜻하나요?
sentences: CUDA C/C++의 맥락에서 SAXPY는 무엇입니까?, Numba는 다른 GPU 가속 방법과 어떻게 다른가요?, 장치 LTO는 CUDA 애플리케이션에 어떤 이점을 제공합니까?, source_sentence: USD/Hydra란 무엇인가요?
sentences: 쿠다란 무엇인가요?, y 미분 계산에 사용되는 접근 방식의 단점은 무엇입니까?, Pascal 아키텍처는 통합 메모리를 어떻게 개선합니까?, source_sentence: CUDAcast란 무엇인가요?
sentences: CUDACast 시리즈에서는 어떤 주제를 다룰 예정인가요?, 이 게시물에 기여한 것으로 인정받은 사람은 누구입니까?, WSL 2에서 NVML의 목적은 무엇입니까?
model-index: name: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.5443037974683544
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7749648382559775
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8523206751054853
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9409282700421941
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5443037974683544
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2583216127519925
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17046413502109703
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09409282700421939
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5443037974683544
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7749648382559775
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8523206751054853
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9409282700421941
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7411108924386547
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.677065054807671
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6802131506478553
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.5386779184247539
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7749648382559775
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8593530239099859
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9451476793248945
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5386779184247539
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2583216127519925
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17187060478199717
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09451476793248943
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5386779184247539
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7749648382559775
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8593530239099859
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9451476793248945
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7413571133247474
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6759917844306029
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.678939165210132
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.540084388185654
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7791842475386779
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8621659634317862
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9423347398030942
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.540084388185654
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25972808251289264
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1724331926863572
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09423347398030943
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.540084388185654
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7791842475386779
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8621659634317862
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9423347398030942
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7403981257690416
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6756379344986938
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6787046866761269
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.5218002812939522
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7679324894514767
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8635724331926864
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9367088607594937
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5218002812939522
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2559774964838256
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17271448663853725
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09367088607594935
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5218002812939522
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7679324894514767
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8635724331926864
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9367088607594937
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7305864977688176
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6641673922264634
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6671648971944116
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.509142053445851
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7426160337552743
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8284106891701828
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9310829817158931
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.509142053445851
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.24753867791842477
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16568213783403654
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09310829817158929
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.509142053445851
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7426160337552743
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8284106891701828
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9310829817158931
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7135661304090457
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6444829549259928
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6474431148702396
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 127
Created: 2025-02-12 13:43:48