Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-5-gamma-1-detach-2
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: 42.81821457704325
energy_consumed: 0.11015691860871116
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: 0.274
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: 0.341
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.53
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.616
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.71
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.341
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1766666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.12319999999999999
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.071
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.341
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.53
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.616
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.71
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5177559532868556
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4569571428571428
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.46808238304226085
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: 0.479
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.683
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.743
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.827
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.479
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.22766666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14859999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08270000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.479
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.683
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.743
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.827
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6514732993360963
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5954253968253969
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.602459158736598
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: 0.61
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.792
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.843
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.9
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.61
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.264
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16860000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.61
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.792
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.843
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.9
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7573375805688765
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7114896825396828
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7159603693257915
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: 0.739
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.871
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.899
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.936
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.739
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2903333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17980000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0936
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.739
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.871
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.899
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.936
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8407099394827843
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8098075396825399
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8124255549328265
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: 0.775
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.895
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.925
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.951
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.775
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2983333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18500000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0951
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.775
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.895
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.925
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.951
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8672657281787072
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8399420634920639
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8417827624389276
name: Cosine Map@100
verified: no, type: query_active_dims
value: 63.992000579833984
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.984376952983439
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: 0.797
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.901
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.933
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.951
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.797
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30033333333333334
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18660000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0951
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.797
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.901
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.933
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.951
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8780719613731008
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8541857142857148
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8561013158199787
name: Cosine Map@100
verified: no, type: query_active_dims
value: 119.21700286865234
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.9708942864090204
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 119.6520004272461
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.9707880858331919
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: 0.8
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.901
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.933
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.951
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.8
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30033333333333334
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18660000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0951
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.8
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.901
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.933
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.951
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8788975201919854
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8553369047619053
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8573055135070745
name: Cosine Map@100
verified: no, type: query_active_dims
value: 133.42999267578125
name: Query Active Dims
verified: no, type: query_sparsity_ratio
value: 0.9674243181943893
name: Query Sparsity Ratio
verified: no, type: corpus_active_dims
value: 129.16900634765625
name: Corpus Active Dims
verified: no, type: corpus_sparsity_ratio
value: 0.9684645980596542
name: Corpus Sparsity Ratio
verified: no
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Created: 2025-06-20 15:24:00