Model: aired/bge-base-financial-matryoshka
Author: aired
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: We enter into forward currency contracts in order to hedge a portion of the foreign currency exposure associated with the translation of our net investment in our Canadian subsidiary.
sentences: How much did Delta Air Lines spend on debt and finance lease obligations in 2023?, What mechanisms does the company use to hedge foreign currency exposure for its Canadian subsidiary?, How did operating overhead expenses change for NIKE from fiscal 2022 to fiscal 2023?, source_sentence: We calculate return on invested hat capital (ROIC) by dividing adjusted ROIC operating profit for the prior four quarters by the average invested capital.
sentences: What was the fair value of U.S. government and agency securities as of June 30, 2022?, How is the Return on Invested Capital (ROIC) calculated?, What business outcomes is HPE focused on accelerating with its technological solutions?, source_sentence: Expenses from our comparable owned and leased hotels increased $137 million, on a currency neutral basis, as a result of increased occupancy and cost inflation both driving higher labor costs, utilities and other operating expenses, as well as an increase in rent expense.
sentences: How did the expenses from comparable owned and leased hotels change and what were the contributing factors?, What do environmental laws require from suppliers in terms of operations?, What energy management technologies does the Enphase bidirectional EV charger integrate with?, source_sentence: The Advancing Agility & Automation Initiative at The Hershey Company is projected to result in total pre-tax costs of $200,000 to $250,000 from inception through 2026. This includes costs for program office execution and third-party costs supporting the design and implementation of the new organizational structure, as well as implementation and technology capability costs and employee severance and related separation benefits.
sentences: What was the total amortization expense for The Hershey Company in 2021?, How much did net cash used in financing activities decrease in fiscal 2023 compared to the previous fiscal year?, What is the total projected pre-tax cost of The Hershey Company's Advancing Agility & Automation Initiative through 2026?, source_sentence: Structural costs typically do not have a directly proportionate relationship to production volume and include costs such as manufacturing, engineering, and administrative expenses. These costs can be adjusted over time in response to external factors.
sentences: How does Ford Motor Company handle its structural costs in relation to production volume changes?, What were the total future minimum lease payments under all non-cancelable operating leases for the company as of December 31, 2023?, What guidelines does the FASB provide for the measurement of fair value when quoted prices are not available?
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: 0.72
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8257142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8585714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8942857142857142
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.72
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2752380952380953
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1717142857142857
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08942857142857143
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.72
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8257142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8585714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8942857142857142
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8077694527772951
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7800079365079364
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7837848752496734
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: 0.8242857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8642857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8914285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2747619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17285714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08914285714285713
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8242857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8642857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8914285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.805259563189015
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7773735827664396
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7813006780341183
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: 0.7028571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8542857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8814285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7028571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08814285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7028571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8542857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8814285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7945503213768784
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7664075963718817
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7709929668571353
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: 0.6785714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8028571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8542857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8814285714285715
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6785714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26761904761904765
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17085714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08814285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6785714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8028571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8542857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8814285714285715
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7829387132685872
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7509529478458048
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7549309056916426
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: 0.6485714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.77
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8142857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8657142857142858
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6485714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2566666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16285714285714287
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08657142857142856
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6485714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.77
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8142857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8657142857142858
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.755512484642688
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7203905895691608
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7247515061294347
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 99
Created: 2024-11-27 18:45:06