Model: ChristianBernhard/bge-base-financial-matryoshka-2
Author: ChristianBernhard
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: What was the percentage change in operating revenue from 2021 to 2022?
sentences: General and administrative expense increased $1.1 billion, or 113%, in 2023, compared to 2022, primarily due to an increase of $991 million related to business and operational taxes., From 2021 to 2022, the operating revenue increased by 4%, from $4,923.9 million to $5,122.2 million., The Financial Statement Schedule is located on page S-1 of the IBM Form 10-K for 2023., source_sentence: What is the volume of natural gas Chevron is contractually committed to deliver in the United States from 2024 through 2026?
sentences: From 2024 through 2026, Chevron is contractually committed to deliver 746 billion cubic feet of natural gas to third parties and affiliates in the United States., In the fiscal fourth quarter of 2021, the Company recognized a loss on certain U.S. affiliates related to the previously impaired book value of certain intangibles, which reduced the 2021 effective tax rate by approximately 1.6%. This reduction is reflected as a Tax benefits from loss on capital assets on the effective tax rate reconciliation., In the United States, the company purchases HFCS to meet its and its bottlers’ requirements with the assistance of Coca-Cola Bottlers’ Sales & Services Company LLC, which is a procurement service provider for their North American operations., source_sentence: What is the purpose of using non-GAAP measures such as contribution margin and adjusted income from operations in financial reporting?
sentences: We use the non-GAAP measures contribution margin; gross profit and gross margin, excluding stock-based compensation; and adjusted income from operations, which excludes stock-based compensation and related employer payroll taxes, to help us evaluate our business, identify trends affecting our business, formulate business plans and financial projections, and make strategic decisions., A portion of the defense and/or settlement costs associated with such litigation is covered by indemnification from third parties in limited cases., In Fall 2023, we moved to certify the decision for an interlocutory appeal or for reconsideration, and briefing related to that motion is now complete., source_sentence: How does Chubb respond to the risks associated with climate change?
sentences: Equifax Inc. is a global data, analytics and technology company. We provide information solutions for businesses, governments and consumers., Chubb mitigates exposure to climate change risk by ceding catastrophe risk in our insurance portfolio through both reinsurance and capital markets, and our investment portfolio through the diversification of risk, industry, location, type and duration of security., The company believes that the funds available, including cash expected to be generated from operations, funds from a commercial paper program, or lines of credit, are adequate to meet its working capital needs for the year, including the repayment of a $500 million debt. , source_sentence: What was the total long-term debt, including the current portion, for AbbVie as of December 31, 2023?
sentences: Depreciation is calculated on a straight-line basis over the estimated useful lives of those assets as follows: Buildings and building improvements | 10 to 40 years  Computers, equipment and software | 3 to 5 years  Furniture and fixtures | 5 years  Leasehold improvements | Shorter of the estimated lease term or 10 years., In the first quarter of 2023, we began production shipments of Enphase branded EV chargers at our existing contract manufacturing facility in Mexico., The following table summarizes AbbVie's estimated material contractual obligations as of December 31, 2023, which includes long-term debt, both current and long-term portions, totaling $59,245 million.
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: 0.7328571428571429
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8428571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8857142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9171428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7328571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28095238095238095
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17714285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09171428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7328571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8428571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8857142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9171428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8263158679921938
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7970068027210883
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8009257946986601
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: 0.73
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.85
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8885714285714286
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9185714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.73
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2833333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17771428571428569
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09185714285714283
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.73
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.85
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8885714285714286
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9185714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8268840111497038
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7970912698412697
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8008761750139807
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: 0.7314285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8385714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8771428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.92
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7314285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27952380952380956
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1754285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09199999999999997
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7314285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8385714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8771428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.92
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8244558099874894
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.793972789115646
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7976616174443595
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: 0.7157142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8285714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8657142857142858
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: 0.2761904761904762
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17314285714285713
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: 0.8285714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8657142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8143397407863787
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7824767573696144
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7860396743589053
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: 0.6842857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7971428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8514285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8957142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6842857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26571428571428574
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17028571428571426
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08957142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6842857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7971428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8514285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7897515442737716
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7559229024943309
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7602008369032786
name: Cosine Map@100
verified: no
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Created: 2024-12-12 10:41:14