Model: tomaarsen/csr-mxbai-embed-large-v1-nq-dot-scale-1-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: dot_accuracy@1, dot_accuracy@3, dot_accuracy@5, dot_accuracy@10, dot_precision@1, dot_precision@3, dot_precision@5, dot_precision@10, dot_recall@1, dot_recall@3, dot_recall@5, dot_recall@10, dot_ndcg@10, dot_mrr@10, dot_map@100, query_active_dims, query_sparsity_ratio, corpus_active_dims, corpus_sparsity_ratio
co2_eq_emissions: emissions: 44.61605747039671
energy_consumed: 0.11478216595334396
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: 0.29
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: dot_accuracy@1
value: 0.213
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.332
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.384
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.471
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.213
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.11066666666666666
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.0768
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.047099999999999996
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.213
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.332
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.384
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.471
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.3320214744887544
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.28887976190476183
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.29887106812161607
name: Dot 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: dot_accuracy@1
value: 0.399
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.547
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.605
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.676
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.399
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.18233333333333332
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.12099999999999998
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.0676
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.399
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.547
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.605
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.676
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5318512792107337
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.48622857142857107
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.494199623751254
name: Dot 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: dot_accuracy@1
value: 0.625
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.772
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.817
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.864
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.625
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.2573333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.16340000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.0864
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.625
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.772
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.817
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.864
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.745416578772242
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.7073369047619051
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.7111386394401871
name: Dot 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: dot_accuracy@1
value: 0.796
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.914
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.935
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.96
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.796
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.30466666666666664
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.18700000000000003
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09600000000000002
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.796
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.914
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.935
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.96
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.8830518503020526
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.8578750000000005
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.8592202466151189
name: Dot 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: dot_accuracy@1
value: 0.874
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.964
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.975
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.984
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.874
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.32133333333333325
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19500000000000003
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.0984
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.874
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.964
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.975
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.984
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.9354420170940584
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.9191289682539683
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.91983717784354
name: Dot 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: dot_accuracy@1
value: 0.917
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.982
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.987
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.993
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.917
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.32733333333333325
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19740000000000005
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09930000000000001
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.917
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.982
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.987
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.993
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.9607072002272121
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.9497607142857144
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.949953431875422
name: Dot 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: dot_accuracy@1
value: 0.94
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.989
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.992
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.995
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.94
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.3296666666666666
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19840000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09950000000000002
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.94
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.989
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.992
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.995
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.9722726693687288
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.9645107142857143
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.9645748509204045
name: Dot 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 17:01:29