Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-5-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: 39.03404179469692
energy_consumed: 0.1004215100377588
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: 0.246
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: 0.333
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.51
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.608
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.701
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.333
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.17
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1216
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0701
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.333
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.51
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.608
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.701
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5048911324016669
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.44326626984126943
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.45271073834573333
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: 0.471
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.675
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.75
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.825
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.471
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.225
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0825
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.471
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.675
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.75
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.825
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6441336669789526
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5863865079365083
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5935240561774322
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: 0.618
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.8
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.839
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.888
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.618
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2666666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1678
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.08880000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.618
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.8
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.839
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.888
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.7584976627273415
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7165746031746036
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7213877485505877
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: 0.729
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.848
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.881
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.916
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.729
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2826666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1762
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09160000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.729
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.848
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.881
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.916
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8242272725827696
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7946277777777779
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7980770968534903
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: 0.783
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.883
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.909
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.94
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.783
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.29433333333333334
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18180000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09400000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.783
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.883
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.909
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.94
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8633645356650496
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8386107142857145
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8412127714611879
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: 0.858
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.942
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.953
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.966
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.858
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31399999999999995
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19060000000000005
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0966
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.858
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.942
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.953
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.966
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9175695694881496
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9015206349206352
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9028827893432363
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: 0.905
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.972
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.982
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.987
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.905
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32399999999999995
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19640000000000005
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09870000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.905
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.972
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.982
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.987
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9511220239850359
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9390623015873019
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9396249937318298
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 14:51:02