Model: alantang2025/bge-base-financial-matryoshka
Author: alantang2025
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, dense, 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, dense, generated_from_trainer, dataset_size:6300, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: We calculate our attrition rate at a point in time on a trailing twelve-month basis as of the end of each month.
sentences: What was the impact on income before taxes due to foreign currency exchange rate fluctuations in 2023, including hedging activities?, How is the company's attrition rate calculated?, What could cause variations in the estimated medical cost trends compared to actual outcomes?, source_sentence: Restructuring costs for 2023 primarily consist of $292 million of compensation and benefits, $17 million of occupancy and equipment, and $181 million of other costs, totaling $495 million. There were no restructuring costs for 2022 and 2021.
sentences: How much did the unrecognized tax benefits increase in the year 2023 due to current year tax positions?, What was the total restructuring costs for 2023 and were there any such costs reported for 2022 and 2021?, How might monetary policy actions aimed at combating inflation impact currency exchange rates?, source_sentence: At December 31, 2023, the company has federal net operating loss carryforwards of $109.6 million, of which $88.7 million is expected to be realized to reduce future federal taxable income.
sentences: How much federal net operating loss carryforwards did the company have at the end of 2023, and how much of it is expected to be realized?, What was Ford Motor Company's net income attributable for the year ending December 31, 2023?, What is the primary method by which the company manages its cash, cash equivalents, and marketable securities?, source_sentence: In 2023 the Company’s Entertainment segment used production financing to fund certain of its television and film productions.
sentences: What types of stores does Helzberg Diamonds operate, and in what types of locations are they found?, What financial measures are presented on a non-GAAP basis in this Annual Report on Form 10-K?, How did the Company's Entertainment segment finance its television and film productions in 2023?, source_sentence: The audited components of Salesforce, Inc.'s financial statements as of January 31, 2023, and for the three years ending on that date, included the consolidated balance sheets, the related consolidated statements of operations, comprehensive income, stockholders' equity, and cash flows.
sentences: What were the key components audited in Salesforce, Inc.'s financial statements for the years ending January 31, 2023?, Where can one find the details mentioned in Item 3 regarding Legal Proceedings?, How much did Medicare receivables increase from 2022 to 2023?
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: 0.7157142857142857
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8385714285714285
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.87
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9214285714285714
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7157142857142857
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27952380952380956
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.174
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09214285714285712
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7157142857142857
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8385714285714285
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.87
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9214285714285714
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8186266811932803
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7858242630385488
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7890037167777483
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: 0.8428571428571429
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8742857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9157142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7128571428571429
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.28095238095238095
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17485714285714282
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09157142857142857
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7128571428571429
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8428571428571429
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8742857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9157142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8166197076063937
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7846626984126984
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.788200387707548
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: 0.7142857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8314285714285714
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: 0.7142857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.27714285714285714
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: 0.7142857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8314285714285714
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: 0.8135001711819245
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7817602040816322
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7852932161996204
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: 0.7042857142857143
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8214285714285714
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8557142857142858
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9057142857142857
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.7042857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2738095238095238
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17114285714285712
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09057142857142855
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.7042857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8214285714285714
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8557142857142858
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9057142857142857
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8047354909275727
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7725107709750565
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7764929836104969
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: 0.7985714285714286
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.8342857142857143
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8785714285714286
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.6642857142857143
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26619047619047614
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16685714285714284
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08785714285714284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.6642857142857143
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7985714285714286
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.8342857142857143
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8785714285714286
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7728993617195459
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7389143990929701
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7436732751261348
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 9
Created: 2025-11-28 14:52:30