Model: rbhatia46/mxbai-embed-large-v1-financial-rag-matryoshka
Author: rbhatia46
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3550, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:mixedbread-ai/mxbai-embed-large-v1, base_model:finetune:mixedbread-ai/mxbai-embed-large-v1, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: mixedbread-ai/mxbai-embed-large-v1
Card metadata: base_model: mixedbread-ai/mxbai-embed-large-v1
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:3550, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
widget: source_sentence: At the end of 2023, Alphabet Inc. reported total debts amounting to $14.2 billion, compared to $10.9 billion at the end of 2022.
sentences: What was the total debt of Alphabet Inc. as of the end of 2023?, What was ExxonMobil's contribution to the energy production in the Energy sector during 2020?, Describe Amazon's revenue growth in 2023?, source_sentence: In 2022, Pfizer strategically managed cash flow from investments by utilizing operating cash flow, issuing new debt, and through the monetization of certain non-core assets. This approach of diversifying the source of funding for investments was done to minimize risk and uncertainty in economic conditions.
sentences: How much capital expenditure did AUX Energy invest in renewable energy projects in 2022?, What effect did the 2023 market downturn have on Amazon's retail and cloud segments?, How did Pfizer manage cash flows from investments in 2022?, source_sentence: The primary revenue generators for JPMorgan Chase for the fiscal year 2023 were the Corporate & Investment Bank (CIB) and the Asset & Wealth Management (AWM) sectors. The CIB sector benefited from a rise in merger and acquisition activities, while AWM saw large net inflows.
sentences: What is General Electric's strategic priority for its Aviation business segment?, Which sectors contributed the most to the revenue of JPMorgan Chase for FY 2023?, What is the principal activity of Apple Inc.?, source_sentence: For the fiscal year 2023, Microsoft's Intelligent Cloud segment generated revenues of $58 billion, demonstrating solid growth fueled by strong demand for cloud services and server products.
sentences: What is the primary strategy of McDonald’s to drive growth in the future?, What impact did the increase in gold prices have on Newmont Corporation's revenue in 2023?, What was the revenue generated by Microsoft's Intelligent Cloud segment for fiscal year 2023?, source_sentence: Microsoft, in their latest press release, revealed that they are anticipating a revenue growth of approximately 12% for the fiscal year ending in 2024.
sentences: What is Microsoft's projected revenue growth for fiscal year 2024?, What is the fair value of equity method investments of Microsoft in the fiscal year 2025?, What was the impact of COVID-19 on Zoom's profits?
model-index: name: mxbai-embed-large-v1-financial-rag-matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 1024
type: dim_1024
metrics: type: cosine_accuracy@1
value: 0.8455696202531645
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9392405063291139
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9670886075949368
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9898734177215189
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8455696202531645
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31308016877637135
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19341772151898737
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0989873417721519
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8455696202531645
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9392405063291139
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9670886075949368
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9898734177215189
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9212281141643793
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.898873819570022
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8993853803492357
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: 0.8455696202531645
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9392405063291139
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9670886075949368
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9898734177215189
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8455696202531645
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3130801687763713
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1934177215189873
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0989873417721519
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8455696202531645
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9392405063291139
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9670886075949368
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9898734177215189
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9217284365901642
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8994826200522402
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8999494134557425
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: 0.8405063291139241
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9367088607594937
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9645569620253165
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9898734177215189
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8405063291139241
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31223628691983124
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19291139240506328
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0989873417721519
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8405063291139241
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9367088607594937
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9645569620253165
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9898734177215189
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9186273598847787
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8954631303998389
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8958871142668611
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: 0.8455696202531645
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9392405063291139
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9645569620253165
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9898734177215189
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8455696202531645
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3130801687763713
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19291139240506328
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0989873417721519
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8455696202531645
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9392405063291139
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9645569620253165
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9898734177215189
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9201161947922436
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8975597749648381
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8979721416614026
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: 0.8405063291139241
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9417721518987342
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9645569620253165
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9848101265822785
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8405063291139241
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3139240506329114
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19291139240506328
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09848101265822784
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8405063291139241
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9417721518987342
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9645569620253165
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9848101265822785
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9170562815583235
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8948693992364878
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8957325656059834
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: 0.8405063291139241
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9316455696202531
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9569620253164557
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9822784810126582
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8405063291139241
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3105485232067511
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19139240506329114
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09822784810126582
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8405063291139241
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9316455696202531
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9569620253164557
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9822784810126582
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9153318022971121
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8934589109905566
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8943102728098851
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 427
Created: 2024-07-03 14:43:55