Model: Snorkeler/BGE-Finetuned-FinBench
Author: Snorkeler
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:150, 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:150, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: Worldwide Sales Change By Business SegmentOrganic salesAcquisitionsDivestituresTranslationTotal sales changeSafety and Industrial1.0 % % %(4.2) %(3.2) %Transportation and Electronics1.2 (0.5)(4.6)(3.9)Health Care3.2 (1.4)(3.8)(2.0)Consumer(0.9) (0.4)(2.6)(3.9)Total Company1.2 (0.5)(3.9)(3.2)
sentences: Has MGM Resorts paid dividends to common shareholders in FY2022?, If we exclude the impact of M&A, which segment has dragged down 3M's overall growth in 2022?, In 2022 Q2, which of JPM's business segments had the highest net income?, source_sentence: Table of ContentsConsolidated Statement of IncomePepsiCo, Inc. and SubsidiariesFiscal years ended December 31, 2022, December 25, 2021 and December 26, 2020(in millions except per share amounts)202220212020Net Revenue$86,392 $79,474 $70,372 Cost of sales40,576 37,075 31,797 Gross profit45,816 42,399 38,575 Selling, general and administrative expenses34,459 31,237 28,453 Gain associated with the Juice Transaction (see Note 13)(3,321) Impairment of intangible assets (see Notes 1 and 4)3,166 42 Operating Profit11,512 11,162 10,080 Other pension and retiree medical benefits income132 522 117 Net interest expense and other(939)(1,863)(1,128)Income before income taxes10,705 9,821 9,069 Provision for income taxes1,727 2,142 1,894 Net income8,978 7,679 7,175 Less: Net income attributable to noncontrolling interests68 61 55 Net Income Attributable to PepsiCo$8,910 $7,618 $7,120 Net Income Attributable to PepsiCo per Common ShareBasic$6.45 $5.51 $5.14 Diluted$6.42 $5.49 $5.12 Weighted-average common shares outstandingBasic1,380 1,382 1,385 Diluted1,387 1,389 1,392 See accompanying notes to the consolidated financial statements.60
sentences: What is Amcor's year end FY2020 net AR (in USD millions)? Address the question by adopting the perspective of a financial analyst who can only use the details shown within the balance sheet., What is the FY2022 unadjusted EBITDA less capex for PepsiCo? Define unadjusted EBITDA as unadjusted operating income + depreciation and amortization [from cash flow statement]. Answer in USD millions. Respond to the question by assuming the perspective of an investment analyst who can only use the details shown within the statement of cash flows and the income statement., By how much did Pepsico increase its unsecured five year revolving credit agreement on May 26, 2023?, source_sentence: Lockheed Martin CorporationConsolidated Statements of Earnings(in millions, except per share data) Years Ended December 31,202220212020Net salesProducts$ 55,466 $ 56,435 $ 54,928 Services 10,518 10,609 10,470 Total net sales 65,984 67,044 65,398 Cost of salesProducts (49,577) (50,273) (48,996) Services (9,280) (9,463) (9,371) Severance and other charges (100) (36) (27) Other unallocated, net 1,260 1,789 1,650 Total cost of sales (57,697) (57,983) (56,744) Gross profit 8,287 9,061 8,654 Other income (expense), net 61 62 (10) Operating profit 8,348 9,123 8,644 Interest expense (623) (569) (591) Non-service FAS pension (expense) income (971) (1,292) 219 Other non-operating (expense) income, net (74) 288 (37) Earnings from continuing operations before income taxes 6,680 7,550 8,235 Income tax expense (948) (1,235) (1,347) Net earnings from continuing operations 5,732 6,315 6,888 Net loss from discontinued operations  (55) Net earnings$ 5,732 $ 6,315 $ 6,833 Earnings (loss) per common shareBasicContinuing operations$ 21.74 $ 22.85 $ 24.60 Discontinued operations  (0.20) Basic earnings per common share$ 21.74 $ 22.85 $ 24.40 DilutedContinuing operations$ 21.66 $ 22.76 $ 24.50 Discontinued operations  (0.20) Diluted earnings per common share$ 21.66 $ 22.76 $ 24.30 The accompanying notes are an integral part of these consolidated financial statements.Table of Contents 63
sentences: As of Q2'2023, is Pfizer spinning off any large business segments?, What is Lockheed Martin's 2 year total revenue CAGR from FY2020 to FY2022 (in units of percents and round to one decimal place)? Provide a response to the question by primarily using the statement of income., What are the geographies that Pepsico primarily operates in as of FY2022?, source_sentence: The Kraft Heinz CompanyConsolidated Statements of Income(in millions, except per share data) December 28, 2019 December 29, 2018 December 30, 2017Net sales$24,977 $26,268 $26,076Cost of products sold16,830 17,347 17,043Gross profit8,147 8,921 9,033Selling, general and administrative expenses, excluding impairment losses3,178 3,190 2,927Goodwill impairment losses1,197 7,008 Intangible asset impairment losses702 8,928 49Selling, general and administrative expenses5,077 19,126 2,976Operating income/(loss)3,070 (10,205) 6,057Interest expense1,361 1,284 1,234Other expense/(income)(952) (168) (627)Income/(loss) before income taxes2,661 (11,321) 5,450Provision for/(benefit from) income taxes728 (1,067) (5,482)Net income/(loss)1,933 (10,254) 10,932Net income/(loss) attributable to noncontrolling interest(2) (62) (9)Net income/(loss) attributable to common shareholders$1,935 $(10,192) $10,941Per share data applicable to common shareholders:  Basic earnings/(loss)$1.59 $(8.36) $8.98Diluted earnings/(loss)1.58 (8.36) 8.91See accompanying notes to the consolidated financial statements.45
sentences: What drove gross margin change as of the FY2022 for American Express? If gross margin is not a useful metric for a company like this, then please state that and explain why., How much was the Real change in Sales for AMCOR in FY 2023 vs FY 2022, if we exclude the impact of FX movement, passthrough costs and one-off items?, What is Kraft Heinz's FY2019 inventory turnover ratio? Inventory turnover ratio is defined as: (FY2019 COGS) / (average inventory between FY2018 and FY2019). Round your answer to two decimal places. Please base your judgments on the information provided primarily in the balance sheet and the P&L statement., source_sentence: 3M Company and SubsidiariesConsolidated Statement of IncomeYears ended December 31(Millions, except per share amounts)202220212020Net sales$34,229 $35,355 $32,184
sentences: Is 3M a capital-intensive business based on FY2022 data?, What is Amazon's year-over-year change in revenue from FY2016 to FY2017 (in units of percents and round to one decimal place)? Calculate what was asked by utilizing the line items clearly shown in the statement of income., Among all of the derivative instruments that Verizon used to manage the exposure to fluctuations of foreign currencies exchange rates or interest rates, which one had the highest notional value in FY 2021?
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 - FinBench Finetuned
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.8933333333333333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8933333333333333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33333333333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8933333333333333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9588867770000028
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9444444444444444
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9444444444444445
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: 0.8866666666666667
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8866666666666667
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33333333333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8866666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9572991737142889
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9422222222222221
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9422222222222223
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: 0.9133333333333333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9133333333333333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33333333333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9133333333333333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9671410469523832
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9555555555555554
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9555555555555556
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: 0.9266666666666666
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9266666666666666
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33333333333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9266666666666666
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9720619835714305
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9622222222222221
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9622222222222223
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: 0.94
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.94
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33333333333333326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19999999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09999999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.94
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9769829201904777
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9688888888888888
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9688888888888889
name: Cosine Map@100
verified: no
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Created: 2024-11-16 13:42:13