Model: cngcv/bge-base-financial-matryoshka
Author: cngcv
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:196, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: base_model: BAAI/bge-base-en-v1.5
language: en
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:196, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: The text refers to the preparation of a pre-trained model for data set usage, which is a crucial step in machine learning projects. This suggests that the project involves using a model that has already been trained on a dataset, which can then be fine-tuned or used directly for specific tasks, potentially saving time and computational resources.
sentences: What is the significance of preparing a pre-trained model in the data set for the process described in the text?, What is the purpose of the document?, What are the developer AI developer's experiences in AI development and research?, source_sentence: The project manager has a degree from Vietnam National University and has completed a Google TensorFlow certification.
sentences: How often are the training, evaluation, and re-training steps repeated in the text?, What is the project manager's educational background?, What information should be shared via email when final product delivery is completed?, source_sentence: The text mentions that Docker for the deployment of a high NT Q trained model was built between July 18 and July 19, 2024.
sentences: What is the role of "データベースベクトルとセマンティクス検索モジュール"?, When was the Docker for the deployment of a high NT Q trained model built?, What is the significance of Level 3 in the escalation process described in the text?, source_sentence: The text spans from September 4th to October 16th, covering a total of 33 days.
sentences: How many days are listed in the given text?, How does the system support the current system and plan for future feature development?, What are the two distinct products offered by NT Q?, source_sentence: After text generation, the process involves providing test data to NT Q, which then undergoes article correction, including dealing with fragmented articles and errors.
sentences: What is the process for providing test data to NT Q after text generation?, When is the deadline for combining the API for the setting function?, What is the significance of the dates in the text?
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: 0.7755102040816326
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8775510204081632
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9591836734693877
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9795918367346939
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7755102040816326
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2925170068027211
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19183673469387752
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09795918367346937
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7755102040816326
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8775510204081632
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9591836734693877
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9795918367346939
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8776251324776435
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8447845804988664
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.846354439211582
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: 0.7959183673469388
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8979591836734694
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9591836734693877
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9795918367346939
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7959183673469388
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29931972789115646
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19183673469387752
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09795918367346937
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7959183673469388
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8979591836734694
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9591836734693877
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9795918367346939
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.884559158446073
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8539358600583091
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8551363402503859
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: 0.6938775510204082
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9183673469387755
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9591836734693877
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9591836734693877
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6938775510204082
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3061224489795918
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19183673469387752
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09591836734693876
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6938775510204082
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9183673469387755
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9591836734693877
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9591836734693877
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8397332987260313
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7993197278911565
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8016520894071916
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: 0.6938775510204082
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9183673469387755
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9183673469387755
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9183673469387755
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6938775510204082
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3061224489795918
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1836734693877551
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09183673469387756
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6938775510204082
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9183673469387755
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9183673469387755
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9183673469387755
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8168105921282822
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7823129251700681
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7865583396195641
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: 0.5918367346938775
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7959183673469388
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8163265306122449
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9183673469387755
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5918367346938775
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26530612244897955
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16326530612244897
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09183673469387756
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5918367346938775
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7959183673469388
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8163265306122449
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9183673469387755
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7471061057082727
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6929057337220603
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6978234213668709
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 119
Created: 2024-08-01 10:55:39