Model: sugiv/embeddinggemma-300m-mortgage
Author: sugiv
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, gemma3_text, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:2699, loss:CachedMultipleNegativesRankingLoss, en, dataset:sugiv/mortgage-qa-dataset, arxiv:1908.10084, arxiv:2101.06983, base_model:google/embeddinggemma-300m, base_model:finetune:google/embeddinggemma-300m, model-index, endpoints_compatible, region:us
Base models (finetune): id: google/embeddinggemma-300m
Card metadata: language: en
tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:2699, loss:CachedMultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget: source_sentence: For a conventional conforming loan, what are the common down payment amounts?
sentences: fannie_mae_selling_guide_chunk_001, fannie_mae_selling_guide, Standard down payment options for a conventional conforming loan range from 3 to 20 of the purchase price., source_sentence: How is the cash required for mortgage reserves confirmed by a lender?
sentences: freddie_mac_guide, Lenders verify assets by requiring two months of consecutive statements for all checking, savings, and investment accounts., freddie_mac_guide_chunk_017, source_sentence: What are the different types of mortgage rate locks available to borrowers?
sentences: freddie_mac_guide, Common rate locks include a 30-day lock, a 45-day lock, and a 60-day lock, with longer locks sometimes incurring a small fee., freddie_mac_guide_chunk_014, source_sentence: How do lenders verify a borrowers assets for reserves?
sentences: va_chapter2_eligibility_chunk_001, Lenders verify assets by obtaining the two most recent monthly statements for all checking, savings, and investment accounts, ensuring the funds have been sourced and seasoned., va_chapter2_eligibility, source_sentence: When is a borrower eligible for a streamline refinance?
sentences: A borrower is eligible for a streamline refinance if they have made at least six consecutive on-time payments on their current mortgage., fha_handbook_4000_1, fha_handbook_4000_1_chunk_007
datasets: sugiv/mortgage-qa-dataset
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 google/embeddinggemma-300m
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: mortgage eval
type: mortgage-eval
metrics: type: cosine_accuracy@1
value: 0.34421364985163205
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6468842729970327
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7863501483679525
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9317507418397626
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.34421364985163205
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.21562809099901084
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1572700296735905
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09317507418397623
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.34421364985163205
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.6468842729970327
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7863501483679525
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9317507418397626
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.620931422633939
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5233208515849467
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5285370057494337
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: mortgage test
type: mortgage-test
metrics: type: cosine_accuracy@1
value: 0.2781065088757396
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5621301775147929
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7100591715976331
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.8727810650887574
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.2781065088757396
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.18737672583826429
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14201183431952663
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08727810650887573
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2781065088757396
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5621301775147929
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7100591715976331
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.8727810650887574
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.553056381202397
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4530313703390625
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.46216201514766103
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 37
Created: 2025-09-06 17:21:00