Model: akashmaggon/bge-base-financial-matryoshka
Author: akashmaggon
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: The U.S. International Trade Commission (ITC) has become a significant forum to litigate intellectual property disputes. An adverse result in an ITC action can lead to a prohibition on importing infringing products, which, given the importance of the U.S. market, could significantly impact a company including preventing the importation of many important products or necessitating workarounds that may limit certain features of their products.
sentences: What was the overall impact of foreign currencies on net sales in 2023?, What potential consequences could result from intellectual property disputes in the U.S. International Trade Commission for the company?, What was the total purchase consideration for the VMware acquisition?, source_sentence: Reinsurance contracts are normally classified as treaty or facultative contracts. Treaty reinsurance refers to reinsurance coverage for all or a portion of a specified group or class of risks ceded by a direct insurer or reinsurer, while facultative reinsurance involves coverage of specific individual underlying risks. Reinsurance contracts are further classified as quota-share or excess.
sentences: What type of information will you find under 'Note 13 — Commitments and Contingencies' in an Annual Report on Form 10-K?, What type of reinsurance contracts are offered by Berkshire Hathaway Reinsurance Group?, What are the consequences for a company violating anti-bribery laws in the U.S.?, source_sentence: Commitments and contingencies related to legal proceedings are detailed in Part II, Item 8, under 'Financial Statements and Supplementary Data – Note 14'.
sentences: Where can one find commitments and contingencies related to legal proceedings in the context provided?, What is discussed in Item 3. Legal Proceedings of a company's report?, How are net realized capital gains and losses treated in the financial statements according to the Company?, source_sentence: The “Glossary of Terms and Acronyms” is included on pages 315-321 in the set of financial documents.
sentences: What are the principles used in preparing the discussed financial statements?, What is the total remaining budget for future common stock repurchases under the company's stock repurchase programs as of December 31, 2023?, Where is the “Glossary of Terms and Acronyms” located in a set of financial documents?, source_sentence: The table presents our market risk by asset category for positions accounted for at fair value or accounted for at the lower of cost or fair value, that are not included in VaR. As of December 2023, equity was at $1,562 million and debt was at $2,446 million.
sentences: What are the market risk values for Goldman Sachs' equity and debt positions not included in VaR as of December 2023?, What was the conclusion of the Company's review regarding the impact of the American Rescue Plan, the Consolidated Appropriations Act, 2021, and related tax provisions on its business for the fiscal year ended June 30, 2023?, How much did the company's finance lease obligations total as of December 31, 2023?
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: 0.6957142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8371428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8714285714285714
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9242857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6957142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17428571428571424
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09242857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6957142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8371428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8714285714285714
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9242857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8105294489003092
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7741910430839002
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7773317927980538
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: 0.7
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8285714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9185714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27619047619047615
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09185714285714283
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8285714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9185714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8090367290103152
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7740351473922898
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7776494145961331
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: 0.6928571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8185714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8585714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.91
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6928571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27285714285714285
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17171428571428568
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09099999999999998
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6928571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8185714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8585714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.91
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8016663265681359
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7669977324263035
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7711841838569463
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: 0.6871428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8071428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8585714285714285
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: 0.26904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1717142857142857
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08985714285714283
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6871428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8071428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8585714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8985714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7921056491431833
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7580946712018135
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7627063166788922
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: 0.6642857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7842857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8257142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8728571428571429
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6642857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26142857142857145
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16514285714285715
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08728571428571427
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6642857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7842857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8257142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8728571428571429
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7689727571743198
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7358214285714282
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7406658506857838
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 135
Created: 2024-07-24 16:29:20