Model: tomaarsen/csr-mxbai-embed-large-v1-nq-updated-reconstruction-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: 53.0273650168183
energy_consumed: 0.13642164181511365
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: 0.41
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: 0.38
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.66
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.72
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.82
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.38
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.22
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14400000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08199999999999999
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.38
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.66
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.72
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.82
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6074833126260415
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5392698412698412
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5478391044500884
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: 0.44
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.54
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.64
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.68
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.44
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.3133333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.28
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.24600000000000002
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.045132854073603
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.06751477851868476
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.08765169300408888
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.12035202437952344
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.3037747903284991
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5081904761904761
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.13867493157888547
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: 0.48
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.66
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.7
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.84
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.48
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.22666666666666668
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14800000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08999999999999998
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.45
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.62
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.67
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.81
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6337677207897237
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5932936507936507
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5761859932841973
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: 0.43333333333333335
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.6200000000000001
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.6866666666666665
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.7799999999999999
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.43333333333333335
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.25333333333333335
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.19066666666666668
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.13933333333333334
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.2917109513578677
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.44917159283956165
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.49255056433469635
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.5834506747931745
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5150086079147548
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5469179894179893
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.42090000977105707
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: 0.44
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.64
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.74
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.84
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.44
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.21333333333333332
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14800000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08399999999999999
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.44
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.64
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.74
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.84
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6405150998246686
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5768809523809523
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5851061967133396
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: 0.42
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.58
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.6
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.62
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.42
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.37333333333333324
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.324
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.248
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.045123947439696374
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.08083248635236362
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.0993952531376598
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.1259275313458498
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.3181127342430942
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5041666666666667
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.15847418838222901
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: 0.54
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.7
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.8
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.84
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.54
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.24
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.16799999999999998
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.092
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.51
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.66
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.75
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.81
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.6642484604451891
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.6294126984126983
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.6162769242153361
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: 0.4666666666666666
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.64
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.7133333333333333
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.7666666666666666
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.4666666666666666
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.2755555555555555
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.21333333333333335
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.1413333333333333
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.3317079824798988
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.46027749545078783
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.5297984177125533
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.5919758437819499
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5409587648376507
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.570153439153439
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.4532857697703016
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: 0.28
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.52
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.7
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.8
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.28
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.18666666666666668
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.16799999999999998
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.10799999999999997
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.12166666666666665
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.23233333333333334
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.348
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.42633333333333334
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.33235923006734097
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.43644444444444447
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.24903211945618525
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: 0.8
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.9
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.9
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.92
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.8
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.6466666666666666
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.56
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.474
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.09128542236179474
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.17409405829521904
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.22516141018064886
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.321390285824061
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.600179050204524
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.8425
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.45264984932006563
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: 0.84
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.92
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: 0.84
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.32
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: 0.7866666666666667
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.8866666666666667
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@5
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verified: no, type: dot_precision@10
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verified: no, type: dot_recall@1
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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: 39
Created: 2025-06-19 14:25:12