Model: haophancs/bge-small-financial-matryoshka
Author: haophancs
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-small-en-v1.5, base_model:finetune:BAAI/bge-small-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-small-en-v1.5
Card metadata: language: en
license: apache-2.0
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-small-en-v1.5
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
widget: source_sentence: We offer dual motor powertrain vehicles, which use two electric motors to maximize traction and performance in an all-wheel-drive configuration, as well as vehicle powertrain technology featuring three electric motors for further increased performance in certain versions of Model S and Model X, Cybertruck, and the Tesla Semi.
sentences: What is the purpose of The Home Depot Foundation?, What are the features of the company's vehicle powertrain technology?, Where can public access the company's SEC filings?, source_sentence: The litigation requests a declaration that the IRA violates Janssen’s rights under the First Amendment and the Fifth Amendment to the Constitution.
sentences: What changes occurred in the valuation of equity warrants from 2021 to 2023?, What constitutional rights does Janssen claim the Inflation Reduction Act violates?, What was the cash paid for amounts included in the measurement of operating lease liabilities for the years 2021, 2022, and 2023?, source_sentence: After-tax earnings of other energy businesses decreased $332 million (24.5%) in 2023 compared to 2022. The decline reflected lower earnings at Northern Powergrid due to unfavorable results at a natural gas exploration project, including the write-off of capitalized exploration costs and lower gas production volumes and prices, as well as from higher deferred income tax expense related to the enactment of the Energy Profits Levy income tax in the United Kingdom. The earnings decline was also attributable to lower earnings from renewable energy and retail services businesses. The decline in renewable energy and retail services earnings was primarily due to lower income tax benefits, higher operating expenses, lower solar and wind generation at owned projects and the impact of unfavorable changes in valuations of derivatives contracts, partially offset by debt extinguishment gains.
sentences: What were the reasons for the decline in after-tax earnings of other energy businesses in 2023?, What was the main reason for the increase in the company's valuation allowance during fiscal 2023?, What were the net purchase amounts of treasury shares for the years ended December 31, 2022, and 2023?, source_sentence: The Phase 3 OAKTREE trial of obeldesivir in non-hospitalized participants without risk factors for developing severe COVID-19 did not meet its primary endpoint of improvement in time to symptom alleviation. Obeldesivir was well-tolerated in this large study population.
sentences: How did the P&C combined ratios trend from 2021 to 2023?, What are some of the digital tools Walmart uses to improve associate productivity, engagement, and performance?, What was the result of the Phase 3 OAKTREE trial of obeldesivir conducted by Gilead?, source_sentence: The issuance of preferred stock could have the effect of restricting dividends on the Company’s common stock, diluting the voting power of its common stock, impairing the liquidation rights of its common stock, or delaying or preventing a change in control.
sentences: What is the impact of issuing preferred stock according to the Company's description?, For how long did Jeffrey P. Bezos serve as President at Amazon?, Where in an Annual Report on Form 10-K is 'Note 13 — Commitments and Contingencies — Litigation and Other Legal Matters' included?
pipeline_tag: sentence-similarity
model-index: name: BGE small Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 384
type: dim_384
metrics: type: cosine_accuracy@1
value: 0.6642857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8242857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8614285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6642857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2747619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17228571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6642857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8242857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8614285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7905933695158355
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7523809523809522
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7562726267140966
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: 0.6657142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8242857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8628571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9114285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6657142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2747619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17257142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09114285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6657142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8242857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8628571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9114285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7919632560554437
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7534053287981859
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.756861587821826
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: 0.6528571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8071428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8485714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6528571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16971428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6528571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8071428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8485714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.778048727585675
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7388730158730156
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7424840237912022
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: 0.6357142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7757142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8128571428571428
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8585714285714285
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6357142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.25857142857142856
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16257142857142853
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08585714285714285
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6357142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7757142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8128571428571428
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8585714285714285
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7490553533476035
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7138038548752832
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7189504452927022
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 206
Created: 2024-06-23 15:45:45