Model: moresearch/bge-base-financial-matryoshka
Author: moresearch
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, 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: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: Capital expenditures, which primarily reflected investments in technical infrastructure, were $32.3 billion for the year ended December 31, 2023.
sentences: Where can you find the consolidated financial statements in the Annual Report on Form 10-K?, What were the total capital expenditures for Alphabet Inc. in 2023?, How did Chevron's development strategy in the Permian Basin contribute to its productivity?, source_sentence: You can identify forward-looking statements by the use of forward-looking terminology including “believes,” “expects,” “may,” “will,” “should,” “seeks,” “intends,” “plans,” “pro forma,” “estimates,” “anticipates,” or the negative of these words and phrases, other variations of these words and phrases or comparable terminology.
sentences: What does the forward-looking terminology in financial documents imply?, What seasons have higher domestic advertising revenue and what influences these patterns?, What is the role of Bank of America Corporation's management in relation to internal control over financial reporting?, source_sentence: For the year ended December 31, 2023, we recorded $3.6 million of foreign currency transaction losses.
sentences: What was the total foreign currency transaction loss recorded for the year ended December 31, 2023?, What credit ratings were assigned to the company by Standard & Poor’s and Moody’s at the end of 2022?, What are The Home Depot's strategies for increasing diversity, equity, and inclusion?, source_sentence: Gross margin contraction of 310 basis points primarily due to higher product costs, reflecting higher input costs and inbound freight and logistics costs and product mix, lower margins in NIKE Direct due to higher promotional activity and a lower mix of full-price sales.
sentences: What fiduciary duties might a company have under ERISA?, What were the significant contributors to the gross margin contraction and by how many basis points did it contract?, What typical reimbursement methods are used in the company's contracts with hospitals for inpatient and outpatient services?, source_sentence: As of December 31, 2023, we employed about 113,200 full-time persons of whom approximately 62,400 were located outside the United States. In the United States, we employed approximately 50,800 full-time persons.
sentences: What types of categories did eBay focus on in 2023, and how did they contribute to the company's gross merchandise volume?, What challenges do solar power system owners face with traditional string inverters?, How many full-time employees were employed by the company as of December 31, 2023, and how are they distributed geographically?
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: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 384
type: dim_384
metrics: type: cosine_accuracy@1
value: 0.7157142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8485714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8742857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9171428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28285714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17485714285714282
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09171428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8485714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8742857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9171428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8198819637056249
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7885175736961447
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7918328646013278
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: 0.7157142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8485714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8785714285714286
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28285714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17571428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8485714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8785714285714286
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8187635355625659
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7878270975056689
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7911673353002208
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: 0.7057142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8371428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8642857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7057142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17285714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7057142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8371428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8642857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8090255333396114
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.777143424036281
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7807082191352167
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: 0.6728571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8128571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.85
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8814285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6728571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27095238095238094
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16999999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08814285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6728571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8128571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.85
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8814285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.782934506961568
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7507721088435368
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7551335288460688
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 32
type: dim_32
metrics: type: cosine_accuracy@1
value: 0.5957142857142858
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7414285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7828571428571428
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8314285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5957142857142858
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2471428571428571
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15657142857142856
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08314285714285713
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.5957142857142858
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7414285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7828571428571428
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8314285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7158751864189645
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6787687074829931
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6839925227099907
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 106
Created: 2024-11-30 20:19:20