Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-5-gamma-0.1
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: 50.33638897970368
energy_consumed: 0.1294986621620256
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: 0.335
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 4
type: NanoMSMARCO_4
metrics: type: dot_accuracy@1
value: 0.06
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.22
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.22
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.28
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.06
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.07333333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.04400000000000001
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.028000000000000008
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.06
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.22
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.22
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.28
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.1697596420238124
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.13452380952380952
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.14616428018874245
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: NanoMSMARCO 8
type: NanoMSMARCO_8
metrics: type: dot_accuracy@1
value: 0.08
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.2
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.34
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.4
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.08
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.06666666666666667
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.068
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.04000000000000001
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.08
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.2
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.34
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.4
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.23173485139840844
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.17835714285714285
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.19541026376110485
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: NanoMSMARCO 16
type: NanoMSMARCO_16
metrics: type: dot_accuracy@1
value: 0.28
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.48
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.54
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.62
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.28
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.15999999999999998
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.10800000000000001
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.062
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.28
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.48
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.54
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.62
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.44021635939536174
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.3835793650793651
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.394923411264133
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: NanoMSMARCO 32
type: NanoMSMARCO_32
metrics: type: dot_accuracy@1
value: 0.3
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.46
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.6
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.7
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.3
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.15333333333333332
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.12
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.07
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.3
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.46
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.6
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.7
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.48681030478639387
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.4197380952380952
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.4254614535725137
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: NanoMSMARCO 64
type: NanoMSMARCO_64
metrics: type: dot_accuracy@1
value: 0.36
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.52
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.6
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.76
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.36
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.1733333333333333
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.12
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.07600000000000001
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.36
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.52
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.6
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.76
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5372607707612113
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.4696904761904762
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.4788022575587187
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: NanoMSMARCO 128
type: NanoMSMARCO_128
metrics: type: dot_accuracy@1
value: 0.32
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.64
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.72
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.84
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.32
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.21333333333333335
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14400000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08399999999999999
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.32
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.64
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.72
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.84
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5822669458808437
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.507267150580799
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: 0.36
name: Dot Accuracy@1
verified: no, type: dot_accuracy@3
value: 0.62
name: Dot Accuracy@3
verified: no, type: dot_accuracy@5
value: 0.72
name: Dot Accuracy@5
verified: no, type: dot_accuracy@10
value: 0.84
name: Dot Accuracy@10
verified: no, type: dot_precision@1
value: 0.36
name: Dot Precision@1
verified: no, type: dot_precision@3
value: 0.20666666666666667
name: Dot Precision@3
verified: no, type: dot_precision@5
value: 0.14400000000000002
name: Dot Precision@5
verified: no, type: dot_precision@10
value: 0.08399999999999999
name: Dot Precision@10
verified: no, type: dot_recall@1
value: 0.36
name: Dot Recall@1
verified: no, type: dot_recall@3
value: 0.62
name: Dot Recall@3
verified: no, type: dot_recall@5
value: 0.72
name: Dot Recall@5
verified: no, type: dot_recall@10
value: 0.84
name: Dot Recall@10
verified: no, type: dot_ndcg@10
value: 0.5958389192755326
name: Dot Ndcg@10
verified: no, type: dot_mrr@10
value: 0.5184047619047619
name: Dot Mrr@10
verified: no, type: dot_map@100
value: 0.5253233523294375
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 12:43:25