Model: rbhatia46/financial-rag-matryoshka
Author: rbhatia46
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, new, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:4275, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:Alibaba-NLP/gte-large-en-v1.5, base_model:finetune:Alibaba-NLP/gte-large-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: Alibaba-NLP/gte-large-en-v1.5
Card metadata: base_model: Alibaba-NLP/gte-large-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:4275, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: The fundamental elements of Goldman Sachs’ robust risk culture include governance, risk identification, measurement, mitigation, culture and conduct, and infrastructure. They believe these elements work together to complement and reinforce each other to produce a comprehensive view of risk management.
sentences: What are the financial highlights for Bank of America Corp. in its latest fiscal year report?, What is Berkshire Hathaway's involvement in the energy sector?, What is Goldman Sach’s approach towards maintaining a robust risk culture?, source_sentence: HealthTech Inc.'s new drug for diabetes treatment, launched in 2021, contributed to approximately 30% of its total revenues for that year.
sentences: What is IBM's debt to equity ratio as of 2022?, In what way does HealthTech Inc's new drug contribute to its revenue generation?, What is the revenue breakdown of Alphabet for the year 2021?, source_sentence: The driving factor behind Tesla’s 2023 growth was the surge in demand for electric vehicles.
sentences: Why did McDonald's observe a decrease in overall revenue in 2023 relative to 2022?, What key strategy did Walmart employ to boost its sales in 2016?, What was the driving factor behind Tesla's growth in 2023?, source_sentence: Pfizer is committed to ensuring that people around the world have access to its medical products. In line with this commitment, Pfizer has implemented programs such as donation drives, price reduction initiatives, and patient assistance programs to aid those in need. Furthermore, through partnerships with NGOs and governments, Pfizer strives to strengthen healthcare systems in underprivileged regions.
sentences: What is the strategy of Pfizer to improve access to medicines in underprivileged areas?, What percentage of growth in revenue did Adobe Systems report in June 2020?, How is Citigroup differentiating itself among other banks?, source_sentence: JP Morgan reported total deposits of $2.6 trillion in the year ending December 31, 2023.
sentences: In the fiscal year 2023, what impact did the acquisition of T-Mobile bring to the revenue of AT&T?, What is the primary source of revenue for the software company, Microsoft?, What were JP Morgan's total deposits in 2023?
model-index: name: gte-large-en-v1.5-financial-rag-matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 1024
type: dim_1024
metrics: type: cosine_accuracy@1
value: 0.88
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.96
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9866666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9955555555555555
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.88
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19733333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09955555555555556
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.88
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.96
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9866666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9955555555555555
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9426916896167131
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9251851851851851
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.925362962962963
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.88
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.96
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9866666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9911111111111112
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.88
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19733333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09911111111111114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.88
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.96
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9866666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9911111111111112
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.940825047039427
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.924
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9245274971941638
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: 0.8711111111111111
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.96
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9866666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9911111111111112
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8711111111111111
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19733333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09911111111111114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8711111111111111
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.96
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9866666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9911111111111112
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.938126332642602
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9202962962962962
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9207248677248678
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: 0.8755555555555555
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.96
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9866666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9911111111111112
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8755555555555555
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19733333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09911111111111114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8755555555555555
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.96
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9866666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9911111111111112
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9395718726230007
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9222962962962963
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9227724867724867
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: 0.8666666666666667
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9555555555555556
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9866666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9911111111111112
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8666666666666667
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3185185185185185
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19733333333333336
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09911111111111114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8666666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9555555555555556
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9866666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9911111111111112
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9346269584282435
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9157037037037037
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9160403095943067
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: 0.8311111111111111
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.96
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9733333333333334
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9911111111111112
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8311111111111111
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19466666666666665
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09911111111111114
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8311111111111111
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.96
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9733333333333334
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9911111111111112
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9208110890988729
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8971957671957672
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8975242479721762
name: Cosine Map@100
verified: no
Likes: 2 | All-time downloads: 1556420
Created: 2024-07-08 09:47:01