Model: tomaarsen/csr-mxbai-embed-large-v1-nq-no-base-loss
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: 53.486914244267936
energy_consumed: 0.1376039079919011
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: 0.406
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: NanoMSMARCO 128
type: NanoMSMARCO_128
metrics: type: dot_accuracy@1
value: 0.36
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.6
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.68
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.8
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.36
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.2
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.136
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.36
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.6
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.68
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.8
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5700574882386609
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.49757936507936507
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5099077397336835
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: NanoNFCorpus 128
type: NanoNFCorpus_128
metrics: type: dot_accuracy@1
value: 0.3
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.52
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.58
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.62
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.3
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.2866666666666667
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.26799999999999996
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.234
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.038852553787646696
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.060787676252818314
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.08871070532106025
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.1164679743390103
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.27742011622390783
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.41685714285714276
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.1342268199818926
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: NanoNQ 128
type: NanoNQ_128
metrics: type: dot_accuracy@1
value: 0.44
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.6
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.62
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.74
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.44
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.20666666666666667
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.132
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.41
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.56
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.59
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.71
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5655257382100716
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5366666666666667
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5200476570220556
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-nano-beir
name: Sparse Nano BEIR
dataset: name: NanoBEIR mean 128
type: NanoBEIR_mean_128
metrics: type: dot_accuracy@1
value: 0.36666666666666664
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.5733333333333334
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.6266666666666666
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.7200000000000001
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.36666666666666664
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.23111111111111113
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.17866666666666667
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.13133333333333333
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.26961751792921557
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.40692922541760607
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.45290356844035345
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.5421559914463367
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.4710011142242134
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.48370105820105813
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.3880607389125439
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: NanoMSMARCO 256
type: NanoMSMARCO_256
metrics: type: dot_accuracy@1
value: 0.32
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.58
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.74
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.8
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.32
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.19333333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14800000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.32
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.58
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.74
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.8
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.556581518059458
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.47826984126984123
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.49049453698389867
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, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: NanoNFCorpus 256
type: NanoNFCorpus_256
metrics: type: dot_accuracy@1
value: 0.4
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.5
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.54
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.66
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.4
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.3133333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.28800000000000003
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.258
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.04394699993743869
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.07346911892860693
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.0955352050901188
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.13423937941849148
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.3138240971606582
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.4724126984126984
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.1554159267082162
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, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: NanoNQ 256
type: NanoNQ_256
metrics: type: dot_accuracy@1
value: 0.44
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.62
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.7
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.82
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.44
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.21333333333333335
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.15200000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08999999999999998
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.42
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.59
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.68
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.79
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6092334692116076
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5592142857142858
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5537561375100075
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, task: type: sparse-nano-beir
name: Sparse Nano BEIR
dataset: name: NanoBEIR mean 256
type: NanoBEIR_mean_256
metrics: type: dot_accuracy@1
value: 0.38666666666666666
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.5666666666666668
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.66
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.7599999999999999
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.38666666666666666
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.24
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19600000000000004
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.14266666666666666
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.2613156666458129
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.41448970630953563
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.5051784016967064
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.5747464598061639
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.49321302814390794
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5032989417989419
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.39988886706737414
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, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: NanoClimateFEVER
type: NanoClimateFEVER
metrics: type: dot_accuracy@1
value: 0.34
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.54
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.7
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.82
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.34
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.21333333333333332
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.176
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.11799999999999997
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.14733333333333332
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.2723333333333333
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.359
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.469
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.3709538178023985
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.4734126984126983
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.2810456840827194
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, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: NanoDBPedia
type: NanoDBPedia
metrics: type: dot_accuracy@1
value: 0.78
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.88
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.9
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.96
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.78
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.6666666666666665
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.5880000000000001
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.484
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.08494800977438213
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.17317448416542106
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.23034114850972465
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.3258962243107224
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6091876327956771
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.8355238095238097
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.45081375839318744
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, task: type: sparse-information-retrieval
name: Sparse Information Retrieval
dataset: name: NanoFEVER
type: NanoFEVER
metrics: type: dot_accuracy@1
value: 0.86
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.9
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.96
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.96
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.86
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.3133333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19999999999999996
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.09999999999999998
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.8066666666666668
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.8666666666666667
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.9266666666666667
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.9266666666666667
name: Dot Recall@10
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verified: no, task: type: sparse-information-retrieval
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verified: no, type: dot_precision@10
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dataset: name: NanoBEIR mean
type: NanoBEIR_mean
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value: 256
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verified: no, type: corpus_sparsity_ratio
value: 0.9375
name: Corpus Sparsity Ratio
verified: no
Likes: 0 | All-time downloads: 37
Created: 2025-06-19 12:51:12