Model: zkdtckk/bge-base-financial-matryoshka
Author: zkdtckk
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: 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: BAAI/bge-base-en-v1.5
widget: source_sentence: What was the increase in research and development expenses for fiscal year 2023 primarily due to?
sentences: We recognize tax benefits from uncertain tax positions only if we believe that it is more likely than not that the tax position will be sustained on examination by the taxing authorities based on the technical merits of the position., For fiscal 2023, the increase in research and development expenses was primarily due to an increase of approximately $547 million in employee-related cost, including stock-based compensation expense., In the first quarter of 2023, the divestiture of the company’s Longwall business was finalized, resulting in an unfavorable impact to operating profit of $586 million, primarily a non-cash item driven by the release of accumulated foreign currency translation., source_sentence: What is the primary function of Magic: The Gathering Arena?
sentences: There is no goodwill remaining for Vitacost.com as of January 28, 2023., Magic: The Gathering Arena is the free-to-play online adaptation of the MAGIC: THE GATHERING card game where players can explore the fantasy worlds of Magic: The Gathering Arena, play a variety of game formats to collect cards and test skills against friends and other players around the world, or enter in-game tournaments., AMD has returned to the high end desktop (HEDT) segment with Ryzen Threadripper™ 7000 Series processors featuring up to 64 cores., source_sentence: How did Comcast's Residential Connectivity & Platforms business perform financially in 2023?
sentences: In 2023, Comcast's Residential Connectivity & Platforms business saw consistent revenue compared to the previous year, with increases in Adjusted EBITDA primarily from reduced other expenses and programming expenses. The Adjusted EBITDA margin also rose from 36.1% to 37.5%., In 2021, 2022, and 2023, the cash paid for amounts included in the measurement of operating lease liabilities was $76 million, $104 million, and $107 million respectively., The increase in general, administrative and other expenses in 2023 was primarily driven by recent acquisitions., source_sentence: What percentage of worldwide net sales were represented by executive members in 2023?
sentences: Any excess of the purchase price (consideration transferred) over the estimated fair values of net assets acquired is recorded as goodwill., Item 8 of the Annual Report on Form 10-K covers financial statements and supplementary data., of Executive members represented approximately 72.8% of worldwide net sales in 2023., source_sentence: How much cash collateral did AT&T receive on a net basis during 2023?
sentences: During 2023, we received approximately $220 of cash collateral, on a net basis., NIKE Direct revenues increased 22%, driven by digital sales growth of 23% and comparable store sales growth of 28%., For the year ended August 26, 2023, the effective tax rate was 20.2%.
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: 0.6842857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8414285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8685714285714285
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9057142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6842857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28047619047619043
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1737142857142857
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09057142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6842857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8414285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8685714285714285
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9057142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.800371414869056
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7660623582766438
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7695948034570043
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: 0.8371428571428572
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8671428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9042857142857142
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6914285714285714
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27904761904761904
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1734285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09042857142857141
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6914285714285714
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8371428571428572
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8671428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9042857142857142
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8021400862752988
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7689342403628117
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7727790134555401
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: 0.6785714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8242857142857143
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8657142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9071428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6785714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2747619047619047
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17314285714285713
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0907142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6785714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8242857142857143
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8657142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9071428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7956581846011511
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7596797052154196
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7631674012744303
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: 0.6885714285714286
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8085714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8571428571428571
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6885714285714286
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2695238095238095
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1714285714285714
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6885714285714286
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8085714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8571428571428571
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7939514659844521
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7600946712018142
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7642409929812408
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: 0.8014285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8357142857142857
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8871428571428571
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.65
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2671428571428571
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16714285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0887142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.65
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8014285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8357142857142857
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8871428571428571
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7702631735355411
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7327244897959185
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.736824799117941
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 33
Created: 2025-05-28 05:13:03