Model: chcho/bge-base-financial-matryoshka
Author: chcho
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: Goodwill is recognized for the excess of the purchase price over the fair value of tangible and identifiable intangible net assets of businesses acquired. In evaluating goodwill impairment, a qualitative assessment is performed to determine the likelihood that the fair value of a reporting unit is less than its carrying amount. This might lead to further testing of goodwill for impairment, which includes comparing the fair value of the reporting unit to its carrying value (including attributable goodwill). Fair value for our reporting units is determined using an income or market approach incorporating market participant considerations and management’s assumptions.
sentences: How is goodwill reviewed for impairment in a company, and what methods are used to determine the fair value of reporting units?, What regulatory framework does the FCC currently apply to broadband internet access services as of 2023?, What were the total interest payments made by the company in 2023, 2022, and 2021?, source_sentence: Part IV Item 15, titled 'Exhibits, Financial Statement Schedules', includes the 'Index to Financial Statements' and the 'Index to Financial Statement Schedules.'
sentences: What was the net cash from operations reported for the year ended June 30, 2023?, Where would one find the 'Index to Financial Statements' and the 'Index to Financial Statement Schedules' mentioned?, What is the trajectory of the AMPTC for microinverters starting in 2030?, source_sentence: As of December 31, 2023, the total amortized cost, net of valuation allowance, for non-U.S. government securities amounted to $14,516 million.
sentences: How much federal net operating loss carryforwards did the company have at the end of 2023, and how much of it is expected to be realized?, What accounting principles are followed in the preparation of Goldman Sachs' consolidated financial statements for 2023?, What was the total amortized cost, net of valuation allowance, for non-U.S. government securities as of December 31, 2023?, source_sentence: Information about legal proceedings in the Annual Report on Form 10-K is incorporated by reference under several notes and sections.
sentences: What method is used to provide information about legal proceedings in the Annual Report on Form 10-K?, What can cause delays in pharmaceutical product launches?, What was the total amount of cash dividends declared by the company per share in the fiscal year ending on October 1, 2023?, source_sentence: MERS database revenues contain multiple performance obligations related to each new loan registration and future transfers, and the revenues are primarily recorded at the point in time of each transaction.
sentences: How are revenues from MERS database recognized?, How did The Home Depot, Inc.'s basic earnings per share change from 2020 to 2022?, How many active sellers and buyers did Etsy's marketplaces connect as of December 31, 2023?
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: 0.7228571428571429
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8528571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9185714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7228571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2842857142857143
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17799999999999996
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09185714285714283
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7228571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8528571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9185714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8244010006831627
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7936836734693877
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7971656786986449
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: 0.7157142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8471428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8857142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9185714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28238095238095234
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17714285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09185714285714283
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8471428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8857142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9185714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8209116379330612
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7891343537414967
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7926472335071902
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: 0.71
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8428571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8757142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9128571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.71
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28095238095238095
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17514285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09128571428571428
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.71
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8428571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8757142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9128571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8138965576076403
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7818429705215417
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7855894139852542
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: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8185714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8628571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8971428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6871428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27285714285714285
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17257142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0897142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8185714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8628571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8971428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7953389524625682
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7622392290249432
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7667451557566504
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: 0.6628571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7842857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8371428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8771428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6628571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26142857142857145
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1674285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0877142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6628571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7842857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8371428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8771428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7701231991584621
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7357777777777779
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7410692697767751
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 79
Created: 2025-01-06 09:24:57