Model: felipehsilveira/bge-base-financial-matryoshka
Author: felipehsilveira
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: 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:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: The sales contracts for Israel contain formulas that generally reflect an initial base price subject to price indexation, Brent-linked or other, over the life of the contract.
sentences: What was the change in HP's net deferred tax assets from 2022 to 2023?, What are the pricing mechanisms for crude oil sales contracts in Israel?, What was the total net income tax benefit HP received related to foreign tax audit matters?, source_sentence: The FCA imposes severe penalties for the knowing and improper retention of overpayments from government programs. In addition, the defendant must follow certain notification and repayment processes within 60 days of identifying and quantifying an overpayment.
sentences: What does Note 21 pertain to in this report?, What types of penalties does the FCA impose for the knowing and improper retention of overpayments from government payors?, What impact did discrete tax items have on the tax provision in 2023 compared to 2022?, source_sentence: The expected long-term rate of return is evaluated on an annual basis. We consider a number of factors when setting assumptions with respect to the long-term rate of return, including current and expected asset allocation and historical and expected returns on the plan asset categories. Actual asset allocations are regularly reviewed and periodically rebalanced to the targeted allocations when considered appropriate.
sentences: How is the expected long-term rate of return on plan assets determined?, What is the accumulated benefit obligation for AT&T's pension plans as of December 31, 2023?, What is the management philosophy of Johnson & Johnson known as?, source_sentence: The functional currency of our foreign entities is the currency of the primary economic environment in which the entity operates.
sentences: By what percent did Other Income (Expense) change in 2023 compared to 2022?, What are the Canadian class actions against Equifax seeking in relation to the 2017 cybersecurity incident?, What is the functional currency for a company's foreign entities?, source_sentence: Our products compete with other commercially available products based primarily on efficacy, safety, tolerability, acceptance by doctors, ease of patient compliance, ease of use, price, insurance and other reimbursement coverage, distribution and marketing.
sentences: What are the main factors influencing competition for the company's products?, What was the impact of restructuring charges in 2022 on the company and what changes occurred in 2023?, What are the penalties for non-compliance with Brazil's data protection laws?
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: 0.6985714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9257142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6985714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09257142857142854
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6985714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9257142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8141629079228132
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7782318594104309
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7807867705374557
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: 0.7014285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8328571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8857142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9228571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7014285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2776190476190476
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17714285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09228571428571428
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7014285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8328571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8857142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9228571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8133531244983723
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7781366213151925
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7808747462599953
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: 0.7
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.84
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8714285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17428571428571427
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.84
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8714285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8077154994184018
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7749937641723353
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7785241448057054
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: 0.6942857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.82
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6942857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2733333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6942857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.82
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7990640908671799
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7658554421768706
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7697199109144424
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: 0.6614285714285715
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7842857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8271428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8885714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6614285714285715
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26142857142857145
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1654285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08885714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6614285714285715
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7842857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8271428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8885714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7730930913085324
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7365589569160996
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7404183138657333
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2024-10-10 20:42:38