Model: Sorour/modernbert-financial-matryoshka
Author: Sorour
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, 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:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
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: nomic-ai/modernbert-embed-base
widget: source_sentence: HP reviews goodwill for impairment by initially performing a qualitative assessment to see if the fair value of a reporting unit is likely less than its carrying amount. If more likely, a quantitative assessment follows.
sentences: What percentage did the Communications segment account for of the 2023 total segment income?, How does HP determine whether goodwill impairment exists?, What was the primary reason for the actuarial gain during the year ended December 31, 2022?, source_sentence: The consolidated financial statements and accompanying notes are listed in Part IV, Item 15(a)(1).
sentences: What does Item 8 in the Annual Report on Form 10-K detail?, In which part of the Annual Report on Form 10-K are the consolidated financial statements and accompanying notes listed?, What is the estimated redemption rate for Chipotle gift cards?, source_sentence: American Express maintains direct relationships with Card Members and merchants, which provides it with direct access to information at both ends of the transaction, distinguishing its integrated payments platform from the bankcard networks.
sentences: How does American Express's integrated payments platform differentiate itself from bankcard networks?, How are contingent consideration liabilities valued?, How does Chipotle calculate revenue recognition for redeemed Chipotle Rewards?, source_sentence: Open Value agreements are a simple, cost-effective way to acquire the latest Microsoft technology. These agreements are designed for small and medium organizations that want to license cloud services and on-premises software over a three-year period. Under Open Value agreements, organizations can elect to purchase perpetual licenses or subscribe to licenses and SA is included.
sentences: How are unpaid losses and loss expenses calculated in the financial statements of an insurance and reinsurance company?, What type of financial documents are included in Part IV, Item 15(a)(1) of the Annual Report on Form 10-K?, What type of organizations is the Open Value agreements designed for and what licenses does it include?, source_sentence: The company's financial report indicates that the pre-tax amounts of gains (losses) from foreign currency forward exchange contracts designated as cash flow hedges were gains of $82 million in 2021, gains of $103 million in 2022, and losses of $2 million in 2023.
sentences: What were the pre-tax amounts of (gains) losses from foreign currency forward exchange contracts designated as cash flow hedges for the years ended December 31 from 2021 to 2023?, What is the projected change in income before income taxes if the 2023 discount rate for the U.S. defined benefit pension and retiree health benefit plans changes by a quarter percentage point?, What sources contribute to Ford Credit’s liquidity as of December 31, 2023, and what was their total value?
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8171428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9128571428571428
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2723809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09128571428571428
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8171428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9128571428571428
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8015002951126636
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7659410430839002
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.76947397245476
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: 0.6642857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.81
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8971428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6642857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0897142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6642857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.81
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8971428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7834209531598721
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7467698412698411
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7514515853623652
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: 0.8742857142857143
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: 0.1634285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08742857142857142
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: 0.8742857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7453405840762105
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7042613378684806
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.70911408987056
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 59
Created: 2025-02-21 01:58:43