Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-50-gamma-0.1-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: 41.30839791316536
energy_consumed: 0.10627266624088727
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: 0.262
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: 0.195
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.323
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.394
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.47
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.195
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.10766666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.0788
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04699999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.195
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.323
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.394
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.47
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.32377386157136745
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.278015476190476
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2884464006986836
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: 0.404
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.56
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.611
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.681
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.404
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.18666666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.12219999999999999
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0681
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.404
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.56
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.611
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.681
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.539833012308952
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.49499206349206337
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5040685370722027
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: 0.607
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.781
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.831
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.876
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.607
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.26033333333333336
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.16620000000000001
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0876
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.607
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.781
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.831
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.876
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7454352025587541
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7031380952380955
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7079722555257966
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: 0.797
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.918
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.94
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.971
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.797
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.306
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18800000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09710000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.797
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.918
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.94
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.971
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8883813392071823
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8614698412698414
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8625825721970143
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: 0.882
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.971
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.984
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.987
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.882
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3236666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19680000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09870000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.882
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.971
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.984
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.987
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9420700985601923
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9267666666666668
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9274088353313353
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: 0.983
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.987
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.99
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.924
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3276666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19740000000000005
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.099
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.924
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.983
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.987
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.99
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9632306047329049
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.954
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9544732574612811
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: 0.949
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.985
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.991
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.993
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.949
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32833333333333325
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19820000000000004
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09930000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.949
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.985
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.991
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.993
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9742124713902499
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9678444444444445
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9680795428781169
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
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Created: 2025-06-20 16:40:36