Model: tomaarsen/csr-mxbai-embed-large-v1-nq-cos-sim-scale-20-gamma-0.5-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: 40.554498153266884
energy_consumed: 0.10433313477488382
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: 0.265
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: 0.305
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.442
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.501
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.61
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.305
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.14733333333333332
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1002
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.061
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.305
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.442
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.501
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.61
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.44361734950305676
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.39226865079365053
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4023289651029423
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: 0.509
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.696
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.758
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.831
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.509
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.232
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15159999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0831
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.509
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.696
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.758
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.831
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6667307022062331
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6143956349206346
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6199605197356874
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: 0.686
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.837
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.88
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.925
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.686
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.279
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.176
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09250000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.686
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.837
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.88
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.925
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8078628031678144
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7699809523809527
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.7734418631171641
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: 0.82
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.916
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.941
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.965
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.82
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.30533333333333323
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.18820000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09650000000000003
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.82
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.916
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.941
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.965
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8959815252151966
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8735440476190476
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8753779462223106
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: 0.884
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.963
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.976
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.986
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.884
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32099999999999995
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19520000000000004
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09860000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.884
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.963
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.976
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.986
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9404409421950981
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9252813492063495
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.92604431847803
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: 0.921
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.981
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.988
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.993
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.921
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32699999999999996
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19760000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09930000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.921
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.981
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.988
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.993
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9613681085985268
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.950713492063492
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9509802020874972
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: 0.94
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.983
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.989
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.994
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.94
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3276666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19780000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0994
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.94
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.983
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.989
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.994
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9701540897990301
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9621623015873015
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9622774531024532
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 20:18:35