Model: Pravallika2001/modernbert-embed-base-legal-matryoshka-1
Author: Pravallika2001
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5822, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:nomic-ai/modernbert-embed-base, base_model:finetune:nomic-ai/modernbert-embed-base, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: nomic-ai/modernbert-embed-base
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5822, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: “deviation”).  “[D]eviations from the FAR may be granted . . . when necessary to meet the specific 
needs and requirements of each agency.”  FAR 1.402.  “Class deviations affect more than one 
contract” and “may be authorized by agency heads or their designees.”  FAR 1.404. 
 
13 Acquisition Policy Library & Resources – Class Deviations: CD-2020-14, U.S. General Services 
Administration,
sentences: What section might GSA rely on if they choose?, Who can authorize class deviations?, What type of protest did the plaintiffs file?, source_sentence: record in this case to portray their assignment of rights position in a better light falls short of the 
level of representation that this Court expects of a United States government agency.  The CIA 
should know better than to make such an obviously unfounded argument, particularly in light of 
the many allegations of bad faith that have been leveled by the plaintiff in these cases, including
sentences: What statement is included about the contents of the document?, What is the level of representation expected by the Court from a United States government agency?, What did the GSA determine should be included in the Polaris GWAC regarding task orders?, source_sentence: abogado cuando una parte o su abogado procede con temeridad o 
frivolidad.  Pérez Rodríguez v. López Rodríguez, 210 DPR 163 (2022); 
SLG González-Figueroa v. Pacheco Romero, 209 DPR 138, 145-150 
(2022). 
De esta manera, la imposición o concesión de honorarios de 
abogado no procede en todos los casos. Depende, pues, de la 
determinación discrecional que haga el tribunal en torno a si la parte
sentences: What action did the CIA arguably take in response to the plaintiff?, What year was the Pérez Rodríguez v. López Rodríguez case decided?, What exhibit is referenced in the declaration by Hackett?, source_sentence: properly before the Court on summary judgment.  The CIA has not moved for summary 
judgment on this issue, or at least does not specifically address this issue in moving for summary 
judgment in No. 11-443 or 11-444.  Additionally, although the plaintiff contends in its 
opposition brief in No. 11-444 that “[t]he Court should order [the CIA] to promptly produce
sentences: In which case number does the plaintiff contend the CIA should promptly produce something?, What document did the plaintiff allegedly send to the defendant on April 6, 2023?, What does the plaintiff suspect the name to be?, source_sentence: this information to represent the client effectively and, if necessary, 
to advise the client to refrain from wrongful conduct. Almost 
without exception, clients come to lawyers in order to determine 
their rights and what is, in the complex of laws and regulations, 
deemed to be legal and correct. Based on experience, lawyers know
sentences: Does the regulation’s definition of 'permanent' support the Government’s argument?, What may lawyers advise their clients to refrain from?, What distinction is made in Section 125.9(h)(1)(iii)?
pipeline_tag: sentence-similarity
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
model-index: name: ModernBERT Embed base Legal Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.5517774343122102
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6012364760432767
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6877897990726429
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7542503863987635
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5517774343122102
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5193199381761978
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3975270479134467
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22967542503863986
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20260175167439462
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5188047398248326
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6424523441524986
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7390520350334878
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6520552285814428
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5986623242805615
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6393368807672634
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.5564142194744977
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5965996908809892
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6723338485316847
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7434312210200927
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5564142194744977
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5188047398248326
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.39134466769706333
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22658423493044821
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2038897475528078
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5184183410613086
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6349819680577022
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.729392065945389
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6476121678305687
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5979428865827624
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6366019137471932
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.5193199381761978
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5656877897990726
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6445131375579598
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7156105100463679
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5193199381761978
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4868624420401855
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.37156105100463677
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21839258114374036
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19178258629572387
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.48789283874291595
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.603039670273055
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7029881504379186
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6171714846474416
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5638845955692942
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6045559010924416
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.4482225656877898
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4806800618238022
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5734157650695518
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.678516228748068
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4482225656877898
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.42091705306543026
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.323338485316847
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20680061823802165
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1609994848016486
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4179546625450798
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5238279237506439
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6646058732612056
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5579442201339713
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4947738033904957
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5372662887750875
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.33384853168469864
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.36321483771251933
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4528593508500773
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5347758887171561
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.33384853168469864
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3168469860896445
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.25193199381761977
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.15950540958268933
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1178516228748068
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.31530139103554866
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.41202988150437914
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5142967542503863
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4263181530641336
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.37517295944652945
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.41925093891654286
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 40
Created: 2025-03-24 11:08:11