Model: venkateshmurugadas/nomic-v1.5-financial-matryoshka
Author: venkateshmurugadas
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, nomic_bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, custom_code, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/nomic-embed-text-v1.5, base_model:finetune:nomic-ai/nomic-embed-text-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/nomic-embed-text-v1.5
Card metadata: base_model: nomic-ai/nomic-embed-text-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: Chevron aims to support a diverse and inclusive supply chain that reflects the communities where they operate, believing that a diverse supply chain contributes to their success and growth.
sentences: What was the renewal rate for Costco memberships in the U.S. and Canada at the end of 2023?, What is Chevron's approach towards maintaining a diverse and inclusive supply chain?, What percentage growth did LinkedIn revenue experience?, source_sentence: Visa Direct is part of Visa’s strategy beyond C2B payments and helps facilitate the delivery of funds to eligible cards, deposit accounts and digital wallets across more than 190 countries and territories. Visa Direct supports multiple use cases, such as P2P payments and account-to-account transfers, business and government payouts to individuals or small businesses, merchant settlements and refunds.
sentences: What type of situations will the company record a liability for legal proceedings?, What is the purpose of Visa Direct?, What benefits does Airbnb's AirCover for guests offer?, source_sentence: As of December 31, 2023, we had $267 million of total unrecognized compensation cost related to nonvested stock-based compensation awards granted under our plans.
sentences: How much total unrecognized compensation cost related to nonvested stock-based compensation awards was reported as of December 31, 2023?, What changes are planned for the company's reporting metrics starting in fiscal year 202es and how does this affect the treatment of paused subscriptions?, How much does HP expect to pay for benefit claims for its post-retirement benefit plans in fiscal year 2024?, source_sentence: Discrete tax items resulted in a (benefit) provision for income taxes of $(18.1) million and $(11.9) million for the years ended December 31, 2023 and 2022, respectively.
sentences: What was the total cost of TNT Express's business realignment through 2023?, What is the purpose of adding research and development expenses and general and administrative expenses to the loss from operations when calculating the contribution margin?, What impact did discrete tax items have on the tax provision in 2023 compared to 2022?, source_sentence: The company may issue debt or equity securities occasionally to provide additional liquidity or pursue opportunities to enhance its long-term competitive position while maintaining a strong balance sheet. 
sentences: What might the company do to increase liquidity or pursue long-term competitive advantages while managing a strong balance sheet?, What types of technologies does the Mortgage Technology segment employ to enhance operational efficiency?, Which section of a financial document covers Financial Statements and Supplementary Data?
model-index: name: Nomic Embed 1.5 Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.6928571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8228571428571428
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: 0.6928571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2742857142857143
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: 0.6928571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8228571428571428
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: 0.8029973671837228
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7692715419501133
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7724352164684344
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: 0.6914285714285714
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8271428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9085714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2757142857142857
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09085714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8271428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9085714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8029523922190992
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7687732426303853
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7717841390041892
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: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8285714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8728571428571429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8985714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6871428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27619047619047615
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17457142857142854
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08985714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8285714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8728571428571429
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8985714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7983704009707536
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7655901360544215
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7693376855880492
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: 0.6671428571428571
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8185714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8957142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6671428571428571
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27285714285714285
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08957142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6671428571428571
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8185714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8957142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7849638501826605
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7491031746031743
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.752516331310788
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: 0.6528571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7871428571428571
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8271428571428572
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8771428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6528571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2623809523809524
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1654285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0877142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6528571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7871428571428571
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8271428571428572
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8771428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7639694587103518
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7279750566893419
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7317631790989764
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 238
Created: 2024-06-30 12:57:10