Model: uhoffmann/bge-base-financial-matryoshka
Author: uhoffmann
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: base_model: BAAI/bge-base-en-v1.5
language: en
library_name: sentence-transformers
license: apache-2.0
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
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: Mergers and acquisitions, joint ventures and strategic investments complement our internal development and enhance our partnerships to align with Visa’s priorities.
sentences: How much did the unbilled accounts receivable amount to as of December 30, 2023?, What was the main reason for Visa to engage in mergers and acquisitions, joint ventures, and strategic investments?, What is the mission of Intuit?, source_sentence: Garmin’s audio brands, Fusion and JL Audio, offer premium audio products and accessories, including head units, speakers, amplifiers, subwoofers, and other audio components. These products are designed specifically for the marine, powersports, aftermarket automotive, home, or RV environments, offering premium sound quality and supporting many connectivity options for integrating with MFDs, smartphones, and Garmin wearables.
sentences: What type of insurance policies cover some of the defense and settlement costs associated with litigation mentioned?, What types of audio products does Garmin's Fusion and JL Audio brands offer?, What should investors consider when comparing Adjusted EBITDA across different companies?, source_sentence: Medical device products that are marketed in the European Union must comply with the requirements of the Medical Device Regulation (the MDR), which came into effect in May 2021. The MDR provides for regulatory oversight with respect to the design, manufacture, clinical trials, labeling and adverse event reporting for medical devices.
sentences: What are the requirements for medical devices to be marketed in the European Union under the MDR?, By what percentage did the pre-tax earnings increase from 2021 to 2022 in the manufacturing sector?, What were the cash and cash equivalents at the end of 2023?, source_sentence: In March 2023, the Board of Directors sanctioned a restructuring plan concentrated on investment prioritization towards significant growth prospects and the optimization of the company's real estate assets. This includes substantial organizational changes such as reductions in office space and workforce.
sentences: How many physicians are part of the domestic Office of the Chief Medical Officer at DaVita as of December 31, 2023?, What changes in expenses did Delta Air Lines' ancillary businesses and refinery segment encounter in 2023 compared to 2022?, What are the restructuring targets of the company's Board of Directors as of 2023?, source_sentence: The quality of GM dealerships and our relationship with our dealers are critical to our success, now, and as we transition to our all-electric future, given that they maintain the primary sales and service interface with the end consumer of our products. In addition to the terms of our contracts with our dealers, we are regulated by various country and state franchise laws and regulations that may supersede those contractual terms and impose specific regulatory
sentences: How does General[39 chars] Motors ensure quality in their dealership network?, How can the public access the company's financial and legal reports?, Is the outcome of the investigation into Tesla's waste segregation practices currently determinable?
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: 0.6785714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.91
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6785714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09099999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6785714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.91
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7949318413045188
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7579920634920636
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.761780829563342
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: 0.6714285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8642857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6714285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17285714285714285
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6714285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8642857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7892232861723367
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7524767573696142
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7566816338836445
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: 0.6671428571428571
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8142857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8657142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9028571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6671428571428571
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2714285714285714
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17314285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09028571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6671428571428571
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8142857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8657142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9028571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.786715703830093
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.749225056689342
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7532686203724872
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: 0.6542857142857142
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8071428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8428571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6542857142857142
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16857142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6542857142857142
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8071428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8428571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7763972670750712
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7369308390022671
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7407041984815913
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: 0.62
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7671428571428571
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8171428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8785714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.62
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2557142857142857
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16342857142857142
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08785714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.62
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7671428571428571
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8171428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8785714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7482796784963641
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7067517006802718
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7110201251131743
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 119
Created: 2024-08-29 08:41:03