Model: digo-prayudha/test-modernbert-embed-base-legal-matryoshka-2
Author: digo-prayudha
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, dense, 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, dense, generated_from_trainer, dataset_size:5822, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: L.5.2.2, the Offeror will receive additional points if the Project is a task order awarded against a 
Federal Government multiple-award contract . . . .”  AR at 1099, 2138, 2630.  Thus, each project 
submitted can earn additional points simply by virtue of being a task order on another multiple-
award contract.  A similar situation exists for the sub-factor designed to evaluate each project’s
sentences: What concern did Al-Hamim have about the premises?, What document sections mention where additional points can be earned for task orders?, Which document contains the rule specified in 125.9(b)(3)(i)?, source_sentence: Prosecutorial Disclosure Timing:  Does Brady Trump the Jencks Act?, 26 Geo. J. Legal Ethics 
997, 997 (2013).  Yet the Government has proven up to the task.10  The Court expects the same 
here. 
 
For all these reasons, no rule prevented Congress from making the Commission what it 
is:  an “agency” under § 552(f)(1) but not § 551(1), and an “advisory committee” under FACA.
sentences: ¿De dónde se solicitó remover el material con la imagen del demandante?, What expectation does the Court have?, Which system was searched for responsive material?, source_sentence: Asoc. Rec. Round Hill, 149 DPR 91, 100 (1999). Sólo lo claramente 
irrazonable o inmeritorio debe dar paso a una determinación de 
frivolidad por un tribunal apelativo.22  
En Feliciano Polanco v. Feliciano González, 47 DPR 722, 730 
(1999), el Tribunal Supremo de Puerto Rico indicó que “[a] modo de 
ejemplo, constituyen actos temerarios los siguientes:
sentences: What was the purpose of the stay ordered by the Court?, What is the citation for the Feliciano Polanco v. Feliciano González case?, What has the Court addressed in its previous opinion?, source_sentence: petitioner as the shooter depended primarily on the testimony of “a witness who had  
declined on several occasions pretrial to identify petitioner as the shooter[,]” and that 
admission of “the videotape, relied upon so heavily by the State, under these 
circumstances, was not harmless beyond a reasonable doubt.”  Id. at 658, 961 A.2d at 1119.
sentences: What is the record citation for the statement that the videotape's admission was not harmless?, What are the Studies in Intelligence indices not referred to as?, What is the plaintiff under the impression about?, source_sentence: are “broad and vague descriptions” of the information that make it impossible for the Court to 
conduct its requisite de novo review over the Department’s decision to withhold this information 
as “critical infrastructure security information.”  See Prop. of the People, Inc. v. Off. of Mgmt. & 
Budget, 330 F. Supp. 3d 373, 388 (D.D.C. 2018).
sentences: What did the court express skepticism about?, What type of review is the Court unable to conduct due to broad and vague descriptions?, How many additional patents are mentioned in the pipeline according to the November 2, 2017 Update?
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: 0.5425038639876353
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.598145285935085
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7078825347758887
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7712519319938176
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5425038639876353
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5126223596084493
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.39659969088098923
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23616692426584238
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.2031169500257599
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5176455435342606
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6473467284904689
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.762107161257084
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.660581198216287
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5966634773435389
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6410496082604643
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: 0.5224111282843895
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5765069551777434
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6862442040185471
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7712519319938176
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5224111282843895
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4920144255538383
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3805255023183926
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23400309119010815
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19487377640391548
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4992272024729521
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.625579598145286
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7563111798042246
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6451581222088166
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5772730060597135
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6224849946255229
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: 0.508500772797527
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5486862442040186
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6445131375579598
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7511591962905718
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.508500772797527
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47810407006697575
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.36321483771251933
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2287480680061824
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18766099948480164
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4813240597630087
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5922205048943843
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7353168469860897
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.624944110574353
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5591410907485094
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6023746545223192
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: 0.43894899536321486
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.48377125193199383
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5687789799072643
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6615146831530139
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.43894899536321486
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.41731066460587324
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3255023183925812
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.19953632148377123
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1600978876867594
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.41499227202472955
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5274343122102009
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6446419371458012
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5452222099067902
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4867078825347756
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5328635946056705
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: 0.34312210200927357
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.366306027820711
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4559505409582689
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5440494590417311
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.34312210200927357
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3173621844410098
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.24976816074188565
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.16228748068006182
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12699639361154041
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3226429675425039
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.41486347243688815
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5283359093250901
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.43728741199804716
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.38362834572262683
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4284329401450919
name: Cosine Map@100
verified: no
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Created: 2025-09-15 15:04:56