Model: tomaarsen/csr-mxbai-embed-large-v1-nq-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: 40.42372184623099
energy_consumed: 0.10399669115731586
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: 0.26
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: 0.31
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.473
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.542
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.646
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.31
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.15766666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.1084
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06459999999999999
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.31
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.473
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.542
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.646
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4684067906814767
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4128293650793652
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4224240587788511
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: 0.506
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.675
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.742
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.819
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.506
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.225
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14839999999999998
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0819
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.506
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.675
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.742
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.819
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6589725910920494
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6082432539682538
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6139515995984552
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: 0.696
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.853
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.891
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.921
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.696
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.2843333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.17820000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09210000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.696
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.853
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.891
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.921
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8130203853693561
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.7777392857142861
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.78096773429733
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: 0.796
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.932
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.957
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.975
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.796
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.31066666666666665
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19140000000000004
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09750000000000002
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.796
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.932
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.957
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.975
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.8949430953203434
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.8682769841269843
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.8695035944590409
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: 0.9
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.968
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.979
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.988
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3226666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19580000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09880000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.968
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.979
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.988
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9474833444977032
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9340369047619049
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9345243389721143
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: 0.922
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.982
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.984
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.989
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.922
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32733333333333325
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19680000000000006
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.0989
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.922
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.982
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.984
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.989
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9608137526283965
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9512484126984128
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.951728611125746
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: 0.938
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.986
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.988
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.991
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.938
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3286666666666666
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19760000000000003
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.09910000000000001
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.938
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.986
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.988
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.991
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9692313969692871
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9617595238095238
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9621392315329386
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: 2025-06-23 14:11:30