Model: tomaarsen/csr-mxbai-embed-large-v1-nq
Author: tomaarsen
Pipeline: feature-extraction
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sparse-encoder, sparse, csr, generated_from_trainer, dataset_size:99000, loss:CSRLoss, loss:SparseMultipleNegativesRankingLoss, feature-extraction, en, dataset:sentence-transformers/natural-questions, arxiv:1908.10084, arxiv:2503.01776, arxiv:1705.00652, base_model:mixedbread-ai/mxbai-embed-large-v1, base_model:finetune:mixedbread-ai/mxbai-embed-large-v1, license:apache-2.0, model-index, co2_eq_emissions, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: mixedbread-ai/mxbai-embed-large-v1
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sparse-encoder, sparse, csr, generated_from_trainer, dataset_size:99000, loss:CSRLoss, loss:SparseMultipleNegativesRankingLoss
base_model: mixedbread-ai/mxbai-embed-large-v1
widget: Saudi Arabia–United Arab Emirates relations However, the UAE and Saudi Arabia continue to take somewhat differing stances on regional conflicts such the Yemeni Civil War, where the UAE opposes Al-Islah, and supports the Southern Movement, which has fought against Saudi-backed forces, and the Syrian Civil War, where the UAE has disagreed with Saudi support for Islamist movements.[4], Economy of New Zealand New Zealand's diverse market economy has a sizable service sector, accounting for 63% of all GDP activity in 2013.[17] Large scale manufacturing industries include aluminium production, food processing, metal fabrication, wood and paper products. Mining, manufacturing, electricity, gas, water, and waste services accounted for 16.5% of GDP in 2013.[17] The primary sector continues to dominate New Zealand's exports, despite accounting for 6.5% of GDP in 2013.[17], who was the first president of indian science congress meeting held in kolkata in 1914, Get Over It (Eagles song) "Get Over It" is a song by the Eagles released as a single after a fourteen-year breakup. It was also the first song written by bandmates Don Henley and Glenn Frey when the band reunited. "Get Over It" was played live for the first time during their Hell Freezes Over tour in 1994. It returned the band to the U.S. Top 40 after a fourteen-year absence, peaking at No. 31 on the Billboard Hot 100 chart. It also hit No. 4 on the Billboard Mainstream Rock Tracks chart. The song was not played live by the Eagles after the "Hell Freezes Over" tour in 1994. It remains the group's last Top 40 hit in the U.S., Cornelius the Centurion Cornelius (Greek: Κορνήλιος) was a Roman centurion who is considered by Christians to be one of the first Gentiles to convert to the faith, as related in Acts of the Apostles.
datasets: sentence-transformers/natural-questions
pipeline_tag: feature-extraction
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, query_active_dims, query_sparsity_ratio, corpus_active_dims, corpus_sparsity_ratio
co2_eq_emissions: emissions: 44.98232094738378
energy_consumed: 0.11572443915231664
source: codecarbon
training_type: fine-tuning
on_cloud: no
cpu_model: 13th Gen Intel(R) Core(TM) i7-13700K
ram_total_size: 31.777088165283203
hours_used: 0.296
hardware_used: 1 x NVIDIA GeForce RTX 3090
model-index: name: Sparse CSR model trained on Natural Questions
results: task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 4
type: nq_eval_4
metrics: type: cosine_accuracy@1
value: 0.332
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.477
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.555
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.651
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.332
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.159
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.111
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06509999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.332
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.477
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.555
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.651
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.48176320654736343
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4288392857142859
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.43687429825818597
name: Cosine Map@100
verified: no, type: query_active_dims
value: 4
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.9990234375
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 4
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.9990234375
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 8
type: nq_eval_8
metrics: type: cosine_accuracy@1
value: 0.513
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.7
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.762
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.822
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.513
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.23333333333333334
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15239999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08220000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.513
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.7
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.762
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.822
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6689182882280541
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6197142857142861
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6254200552756788
name: Cosine Map@100
verified: no, type: query_active_dims
value: 8
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.998046875
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 8
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.998046875
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 16
type: nq_eval_16
metrics: type: cosine_accuracy@1
value: 0.675
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.852
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.889
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.929
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.675
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2839999999999999
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1778
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09290000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.675
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.852
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.889
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.929
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.808847726095864
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7695670634920638
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7727056530256143
name: Cosine Map@100
verified: no, type: query_active_dims
value: 16
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.99609375
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 16
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.99609375
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 32
type: nq_eval_32
metrics: type: cosine_accuracy@1
value: 0.817
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.926
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.955
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.975
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.817
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30866666666666664
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19100000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09750000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.817
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.926
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.955
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.975
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9006041699789782
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8762321428571431
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8772002104508256
name: Cosine Map@100
verified: no, type: query_active_dims
value: 32
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.9921875
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 32
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.9921875
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 64
type: nq_eval_64
metrics: type: cosine_accuracy@1
value: 0.88
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.956
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.983
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.88
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31866666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19460000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09830000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.88
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.956
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.973
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.983
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9358590439656094
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9202527777777781
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9210251316831527
name: Cosine Map@100
verified: no, type: query_active_dims
value: 64
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.984375
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 64
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.984375
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 128
type: nq_eval_128
metrics: type: cosine_accuracy@1
value: 0.924
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.981
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.985
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.992
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.924
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32699999999999996
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19700000000000004
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09920000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.924
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.981
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.985
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.992
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9623782359855955
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9524289682539683
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9527615760504997
name: Cosine Map@100
verified: no, type: query_active_dims
value: 128
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.96875
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 128
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.96875
name: Corpus Sparsity Ratio
verified: no, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: nq eval 256
type: nq_eval_256
metrics: type: cosine_accuracy@1
value: 0.932
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.987
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.989
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.994
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.932
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32899999999999996
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1978
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09940000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.932
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.987
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.989
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.994
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9677690134872508
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9588666666666668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.959089060056276
name: Cosine Map@100
verified: no, type: query_active_dims
value: 256
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.9375
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 256
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.9375
name: Corpus Sparsity Ratio
verified: no
Likes: 1 | All-time downloads: 136
Created: 2025-06-20 16:12:18