Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-20-gamma-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: 38.851548700483846
energy_consumed: 0.09995201645600961
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: 0.247
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: 0.3
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.451
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.524
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.624
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.15033333333333332
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10479999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0624
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.3
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.451
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.524
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.624
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.45127810485290026
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3974611111111111
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4075317810040541
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: 0.483
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.653
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.734
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.81
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.483
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.21766666666666667
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14679999999999999
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.081
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.483
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.653
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.734
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.81
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.639448611036603
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5855154761904764
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5912079192588856
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: 0.682
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.831
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.883
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.93
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.682
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.277
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17660000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09300000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.682
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.831
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.883
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.93
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8069266611323304
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7674428571428579
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.769858774648707
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: 0.808
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.924
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.953
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.971
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.808
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30799999999999994
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19060000000000002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0971
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.808
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.924
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.953
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.971
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8949173461304029
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8698388888888893
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8709329644206092
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: 0.877
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.961
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.97
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.982
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.877
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32033333333333325
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19400000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09820000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.877
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.961
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.97
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.982
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9362220794161875
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9209301587301588
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9216018023314075
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: 0.927
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.984
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.988
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.994
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.927
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32799999999999996
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19760000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0994
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.927
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.984
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.988
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.994
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9649572551505844
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9551861111111113
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9553867801465362
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: 0.942
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.987
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.989
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.993
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.942
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32899999999999996
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1978
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09930000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.942
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.987
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.989
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.993
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9717911428284915
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.964592857142857
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9648402096871138
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 19:44:37