Model: mbegerez/bge-base-financial-matryoshka
Author: mbegerez
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, 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, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: As of December 31, 2023, we owned approximately 10.2% of the common stock outstanding of Tractor.
sentences: What was the percentage of trading days in 2023 where trading-related revenue was recorded as positive?, What percentage of Tractor's common stock did we own as of December 31, 2023?, What types of services does The Charles Schwab Corporation provide?, source_sentence: All significant intercompany balances and transactions have been eliminated in consolidation.
sentences: How does Costco manage labor costs in its warehouse operations?, How are intercompany balances and transactions treated in the consolidated financial statements of Palantir Technologies Inc.?, How does LinkedIn intend to create economic opportunity?, source_sentence: In May 2023, the Company announced a new share repurchase program of up to $90 billion and raised its quarterly dividend from $0.23 to $0.24 per share beginning in May 2023. During 2023, the Company repurchased $76.6 billion of its common stock and paid dividends and dividend equivalents of $15.0 billion.
sentences: When did the Company announce a new share repurchase program and raise its quarterly dividend?, 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 award did Delta Air Lines receive in January 2024 for operational excellence?, source_sentence: FedEx exceeded its FedEx Cares 50 by 50 goal of positively impacting 50 million people around the world by the company's 50th anniversary in April 2023.
sentences: What were the total mall revenues and total mall operating expenses reported for the year ended December 31, 2022?, By how much did Google Cloud revenues increase in 2023?, What was the goal of the FedEx Cares 50 by 50 initiative, and was it achieved by April 2023?, source_sentence: Belonging - Build a Walmart for everyone: a diverse, equitable and inclusive company, where associates' ideas and opinions matter. We are focused on having an inclusive culture where everyone feels they belong. We publish our diversity representation twice yearly, and hold ourselves accountable to providing recurring culture, diversity, equity, and inclusion updates to senior leadership, including our President and CEO, and members of the Board of Directors. Of the approximately 2.1 million associates employed worldwide, 52% identify as women. In the U.S., 50% of the approximately 1.6 million associates identify as people of color. We review our processes regarding our commitment to fair-pay practices.
sentences: How does Walmart support diversity, equity, and inclusion within its workforce?, What was the net sales of the company in fiscal 2022?, What accounting policy does Garmin employ for handling shipping and handling costs?
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: SentenceTransformer based on BAAI/bge-base-en-v1.5
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.7071428571428572
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8542857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9285714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7071428571428572
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2847619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.178
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09285714285714286
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7071428571428572
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8542857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9285714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8212277326655251
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7864943310657593
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7895361542306398
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: 0.7128571428571429
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8571428571428571
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8842857142857142
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9242857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7128571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2857142857142857
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17685714285714282
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09242857142857142
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7128571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8571428571428571
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8842857142857142
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9242857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8226399488099605
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7896332199546482
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7929502856502229
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: 0.71
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8485714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.89
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9214285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.71
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28285714285714286
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.178
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09214285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.71
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8485714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.89
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9214285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8191812959358512
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7859285714285714
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.789362089774964
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: 0.6828571428571428
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.83
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9142857142857143
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6828571428571428
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27666666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09142857142857143
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6828571428571428
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.83
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9142857142857143
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8009128093060571
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7644438775510204
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7677382726581595
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: 0.65
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7928571428571428
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.83
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8771428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.65
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2642857142857143
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16599999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0877142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.65
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7928571428571428
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.83
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8771428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7650380715261241
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.728987528344671
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7337694116995703
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 44
Created: 2025-04-22 00:23:08