Model: Habiba9/bge-base-financial-matryoshka
Author: Habiba9
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: Item 8 includes information related to Financial Statements and Supplementary Data.
sentences: What are the included components in shipping costs that contribute to the cost of sales?, What information is mentioned under Item 8 in a financial document?, By how much did domestic distribution revenue excluding the Olympics change from 2021 to 2023?, source_sentence: Our products enable global service providers to continue to deploy next generation broadband access technologies across multiple standards, including G.fast, Data Over Cable Service Interface Specifications (DOCSIS), PON and Wi-Fi to provide more bandwidth and faster speeds to consumers.
sentences: Where is the index to the Financial Statements and Supplementary Data located?, How do our products support next-generation broadband access technologies?, What type of corporation is The Coca-Cola Company?, source_sentence: Our strategy is focused on growing customer loyalty by delivering great value and convenience, and investing in four strategic pillars: Fresh, Our Brands, Data & Personalization and Seamless.
sentences: What are Kroger’s four strategic pillars?, What are some current enterprise applications of VR and AR technologies?, What was the amount of cost savings achieved in 2022 and for how many consecutive years has this level been maintained?, source_sentence: We utilize a sourcing strategy that emphasizes global procurement of materials and product manufacturing in lower cost regions. We outsource the manufacturing of our products to third-party contract manufacturers.
sentences: What was the percentage increase or decrease in total research and development expenses for the company from the previous year?, What factors are considered when deciding whether to accrue a loss or disclose a loss contingency?, What kind of sourcing strategy does Enphase Energy, Inc. employ for its production?, source_sentence: Total Company matching contributions to the plans were $263 million in fiscal year 2023.
sentences: What was the total company matching contributions for Johnson & Johnson's 401(k) savings plans in the fiscal year 2023?, What are the liquidity requirements under the Liquidity Coverage Ratio (LCR) rule for Charles Schwab?, How are financial statement indexes presented in a document?
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 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9114285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6871428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09114285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9114285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8028469518140957
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7677721088435375
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7712439029918364
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: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8257142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8628571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6871428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2752380952380952
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17257142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8257142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8628571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7998672590904344
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7649750566893426
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7686634304273016
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: 0.6814285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8885714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6814285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08885714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6814285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8885714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7912941283092169
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7594756235827663
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7644992750510822
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: 0.6542857142857142
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8114285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8457142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8828571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6542857142857142
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2704761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16914285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08828571428571429
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6542857142857142
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8114285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8457142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8828571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7730532143416082
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7374013605442173
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7419005381162616
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: 0.6285714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7742857142857142
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8071428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.86
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6285714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2580952380952381
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16142857142857142
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08599999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6285714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7742857142857142
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8071428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.86
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7464335989173261
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7099308390022675
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.714898042290808
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 62
Created: 2025-03-06 01:53:57