Model: girijesh/bge-base-financial-matryoshka
Author: girijesh
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: The net cash provided by operating activities during fiscal 2023 was related to net income of $208 million, adjusted for non-cash items including $3.8 billion of depreciation and amortization and $3.3 billion related to stock-based compensation expense.
sentences: What are the three key aspects encompassed in a company's internal control over financial reporting?, What was the net cash provided by operating activities for fiscal 2023?, What are the two operating segments of NVIDIA as mentioned in the text?, source_sentence: Intellectual Property  To establish and protect our proprietary rights, we rely on a combination of patents, trademarks, copyrights, trade secrets, including know-how, license agreements, confidentiality procedures, non-disclosure agreements with third parties, employee disclosure and invention assignment agreements, and other contractual rights.
sentences: What condition does Synthroid treat and what type of drug is it formulated as?, What legal tools does the company use to protect its intellectual property?, In which item and part of a financial document would you find information on legal proceedings?, source_sentence: Cost of revenues is comprised of TAC and other costs of revenues. TAC includes amounts paid to our distribution partners and Google Network partners primarily for ads displayed on their properties. Other cost of revenues includes compensation expense related to our data centers and operations, content acquisition costs, depreciation expense related to technical infrastructure, and inventory and other costs related to devices we sell.
sentences: What is included in the cost of revenues for Google?, What was the total net uncertain tax positions as of December 31, 2023?, What portion of the restructuring charges incurred in fiscal 2023 are expected to be settled with cash?, source_sentence: Comprehensive income (loss) | $ | (362) | | $ | 1,868 | $ | 4,775
sentences: What measures does the company take to ensure product quality?, How many pages does Item 8, which includes Financial Statements and Supplementary Data, span?, What was the total comprehensive income for Airbnb, Inc. in 2023?, source_sentence: We make our branded beverage products available to consumers throughout the world through our network of independent bottling partners, distributors, wholesalers and retailers as well as our consolidated bottling and distribution operations.
sentences: How does The Coca-Cola Company distribute its beverage products globally?, What accounting method is predominantly used to determine inventory costs in the Company's supermarket divisions before LIFO adjustments?, How are the company's inventories valued?
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: 0.7142857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8485714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8814285714285715
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9171428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7142857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28285714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17628571428571424
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09171428571428569
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7142857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8485714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8814285714285715
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9171428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8195547708074192
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7879784580498865
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.791495828863575
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: 0.8457142857142858
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8814285714285715
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.92
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2819047619047619
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17628571428571424
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09199999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8457142857142858
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8814285714285715
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.92
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8200080507124731
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7878299319727888
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7911645774121049
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8471428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.91
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28238095238095234
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09099999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8471428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.91
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8087696033003087
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7755997732426303
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7799208675704249
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0907142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8024684596621504
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7686116780045347
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7729258054107728
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: 0.6585714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8028571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8357142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8828571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6585714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2676190476190476
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1671428571428571
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08828571428571429
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6585714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8028571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8357142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8828571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7735846622621076
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.738378684807256
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7433829659777168
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 104
Created: 2024-10-23 10:01:44