Model: ValentinaKim/Multilingual-base-soil-embedding
Author: ValentinaKim
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:2320, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, multilingual, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:intfloat/multilingual-e5-small, base_model:finetune:intfloat/multilingual-e5-small, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-small
Card metadata: base_model: intfloat/multilingual-e5-small
language: multilingual
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, generated_from_trainer, dataset_size:2320, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: MVGO; medium vacuum
gas oil
sentences: 과분해, Medium Vacuum Gas Oil(MVGO) ;, 선적 전 또는 양하 후에 화물창에 잔존하는 소량의 액체화물 양을 결정하는 수학
적인 계산 수식, source_sentence: PLE; plain large end
sentences: Plain Large End ;, 부하중 변압기 Tap 변환기 ;
변압기 권선의 Tap을 무정전으로 변경하는 장치, Cone Roof Tank에서 Tank내의 Vapor가 외부로 나갈 수 있도록 만들어 놓은 구멍, source_sentence: Fluidization
sentences: 핵심성과지표;
어떤 계획이나 목표가 성공하였는지 또는 성공하고 있는지를 확인하려면 그 성공
을 구성하는 요소들을 측정하는 지표를 찾아 측정하여야 하는데, 이들 지표 중 성
공을 확인할 수 있는 가장 결정적인 지표를 KPI라고 부릅니다., 전압변동에 영향을 주는 무효전력을 줄이기 위한 조상설비의 일종으로 정지형 무
효전력 보상장치, 고체층을 액체나 기체로 확대시키거나 현탁시켜 유통하도록 하는 것, source_sentence: SH; surface hardened
steel body
sentences: Surface Hardened Steel Body ;, 분산제 ; 슬러지 생성을 방지하기 위하여 Oil에 넣어주는 약품, 작업위험성평가;
현장에서 수행되는 작업을 포함한 전반적인 직무 활동에 대하여 위험요인을 분석
하여 현재 안전조치를 검토하고 안전대책을 마련하는 기법, source_sentence: U-205200
sentences: 물속의 (-)ion을 OH-로 치환해 주는 이온교환수지탑, 차단기, 스위치류 , 스위치, 올레핀 송유/동력 Nitrogen Section
model-index: name: Multilingual base soil embedding model (quantized)
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.2441860465116279
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.31007751937984496
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3643410852713178
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4108527131782946
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2441860465116279
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.10335917312661498
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07286821705426358
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.041085271317829464
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2441860465116279
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.31007751937984496
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3643410852713178
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4108527131782946
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3172493867293268
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.28840746893072483
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3003133446683658
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: 0.2054263565891473
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.28294573643410853
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3178294573643411
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.38372093023255816
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2054263565891473
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09431524547803617
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06356589147286822
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03837209302325582
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2054263565891473
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.28294573643410853
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3178294573643411
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.38372093023255816
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2850988708112555
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.25465270087363123
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.26532412971784447
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: 0.1937984496124031
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2713178294573643
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.29844961240310075
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.3488372093023256
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.1937984496124031
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0904392764857881
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.059689922480620154
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.03488372093023256
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1937984496124031
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2713178294573643
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.29844961240310075
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.3488372093023256
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.26467320016495083
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2385474344776671
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2482312240959752
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 141
Created: 2024-10-09 22:54:45