Model: NghiBuine/product-search-model
Author: NghiBuine
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:33, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:keepitreal/vietnamese-sbert, base_model:finetune:keepitreal/vietnamese-sbert, model-index, endpoints_compatible, region:us
Base models (finetune): id: keepitreal/vietnamese-sbert
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:33, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: keepitreal/vietnamese-sbert
widget: source_sentence: Áo Polo Lacoste với chất liệu Petit Piqué và thiết kế cổ gập kinh điển
sentences: Giày cao gót đẳng cấp, Xe điều khiển từ xa, Áo polo sang trọng, source_sentence: Sony Alpha A7 IV với cảm biến CMOS Exmor R 33MP và khả năng quay 4K 60fps
sentences: Giày cao gót sang trọng, Sách văn học tuổi thơ, Máy ảnh chuyên nghiệp, source_sentence: Laneige Water Bank Cream với công nghệ Hydro Ionized Mineral Water và kết cấu gel mỏng nhẹ
sentences: Điện thoại flagship cao cấp, Kem dưỡng ẩm nổi bật, Giày tây nam lịch lãm, source_sentence: Adidas Ultraboost với công nghệ Boost™ và đế ngoài Continental™ Rubber
sentences: Tai nghe chống ồn hàng đầu, Quần short kaki trẻ trung, Giày chạy bộ hiện đại, source_sentence: Áo thun từ cotton mềm mại, kiểu dáng đa dạng phù hợp cho nhiều phong cách
sentences: Máy ảnh vlog chuyên nghiệp, Áo thun thoải mái, Laptop hiệu năng mạnh mẽ
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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
model-index: name: SentenceTransformer based on keepitreal/vietnamese-sbert
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.25
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.75
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.75
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.25
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15000000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.25
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.75
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.75
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6377310833652008
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.525
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.525
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: 0.25
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.75
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.75
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.25
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15000000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.25
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.75
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.75
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6079899373088598
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4861111111111111
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4861111111111111
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: 0.25
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.75
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.75
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.75
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.25
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15000000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07500000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.25
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.75
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.75
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.75
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.41666666666666663
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.43749999999999994
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: 0.5
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.75
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.75
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15000000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.75
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.75
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7410657717261977
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6607142857142857
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6607142857142857
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
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.75
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16666666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.07500000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.75
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4045166735627343
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.29166666666666663
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.30952380952380953
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 95
Created: 2024-12-25 18:29:11