Model: stardriver007/modernbert-embed-base-legal-matryoshka-qlin
Author: stardriver007
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: plaintiff clarified later in this request that it was seeking “records that describe or discuss the 
search tools and indices that the IMS (as a CIA component) can choose between when devising a 
search strategy for IMS records.”  Id.  The plaintiff further specified that the request was “limited 
to only those search tools and indices that would be personally used by IMS personnel to search
sentences: On what date was the April 25 order?, What organization's component is involved according to the plaintiff's request?, What takes precedence in acquisitions for services according to FAR 37.102(a)?, source_sentence: la parte apelada al amparo de la Ley del Derecho sobre la Propia 
Imagen no es otra cosa, sino un intento por limitar los derechos de 
la parte apelante bajo el estatuto federal.   
La parte apelada, a su vez, sostiene que el presente caso no 
es uno al amparo de la Ley del Derechos de Autor federal, supra, 
sino que su reclamo es al amparo de la Ley de Derecho sobre la 
Propia Imagen, supra.
sentences: ¿Qué actitud compromete un litigante al ser penalizado con honorarios de abogado?, ¿Qué sostiene la parte apelada respecto al tipo de caso en cuestión?, Where can one find more detailed argumentation about the submission of project values by protégé firms and offerors?, source_sentence: issues regarding the CIA’s Exemption 3 withholding decisions.  The Court will discuss each of 
these issues in turn. 
First, and related to the immediately preceding discussion, in No. 11-443 the plaintiff 
levels the serious allegation that the CIA is invoking 50 U.S.C. § 403g not just incorrectly but
sentences: Into how many sub-categories is the factor divided?, How does the court intend to address the issues regarding the CIA’s Exemption 3 withholding decisions?, Which public law expanded FOIA's definition of 'agency'?, source_sentence: § 125.8(e).  As noted, the Polaris Solicitations state: “For offers from SBA Mentor-Protégé joint 
ventures, a minimum of one Primary Relevant Experience Project or Emerging Technology 
Relevant Experience Project must be from the Protégé or the offering Mentor-Protégé Joint 
Venture.  No more than three Primary Relevant Experience Projects may be provided by the
sentences: What must be included for offers from SBA Mentor-Protégé joint ventures according to the Polaris Solicitations?, What capability does CADRE lack?, What case is cited to illustrate the issue of jurisdiction?, source_sentence: C05362492, C05363265, C05363815, C05365820, C05366449, C05366894, C05366895, C05366902, C-5371430, 
C05371431, C05371432, C05371433, C05375987, C05403192, C05549840, C05486085, C05498760, C05498761, 
and C05548237. 
135 
 
is claimed as to entire documents or only portions of documents.  Particularly in light of the
sentences: What do Plaintiffs incorrectly suggest regarding Section 125.9?, What is the document number associated with C05549840?, What type of regulation is 13 C.F.R. 125.9 described as not being?
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: 0.5193199381761978
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5579598145285936
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6615146831530139
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7387944358578052
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5193199381761978
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.49304482225656876
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.38268933539412675
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2309119010819165
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18225141679546625
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4808088614116435
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6090932509015972
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7305512622359609
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6293374765650548
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5679473025686315
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.61052421461254
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: 0.5146831530139103
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5548686244204019
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6553323029366306
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7310664605873262
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5146831530139103
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.48789283874291595
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3795981452859351
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22596599690880986
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18160741885625967
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.47733127253992785
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6058732612055642
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7163833075734157
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.620500342870297
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5626321729103803
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6045291621788622
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: 0.4760432766615147
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5131375579598145
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.615146831530139
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.678516228748068
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4760432766615147
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4518289541473468
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3564142194744977
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.21004636785162284
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1669242658423493
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.44010819165378673
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5647861926841834
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6648634724368883
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5751977584761353
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.521250705331076
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5647635318544971
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: 0.41731066460587324
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4605873261205564
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5332302936630603
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.60741885625966
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.41731066460587324
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3956723338485317
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3106646058732612
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.18778979907264295
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1491499227202473
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3888459556929418
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.49162802679031425
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5935085007727975
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5104383132361433
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.45921959716395555
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5040060151376132
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: 0.3323029366306028
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.36476043276661513
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4528593508500773
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5100463678516228
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.3323029366306028
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.315816589386914
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2571870170015456
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.15842349304482226
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.11682122617207624
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.3087326120556414
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.41035548686244205
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5002575991756826
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.4205902040844909
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.371699050563038
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4123231076888208
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 6
Created: 2025-03-29 09:45:13