Model: Thejina/modernbert-embed-base-legal-matryoshka-2-new
Author: Thejina
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: reasonable search for responsive information.”  Id.  In Count Ten of No. 11-444, the plaintiff 
challenges the CIA’s refusal to process it February 16, 2011 FOIA request.  See 444 FAC ¶¶ 51–
55; Pl.’s First 444 Opp’n at 19–24. 
D. 
Facts Related to the Plaintiff’s Motion for Sanctions 
In December 2011, an unidentified third party provided the plaintiff’s counsel with two
sentences: What was the conviction related to involving a regulated firearm?, In what month and year did an unidentified third party provide the plaintiff's counsel with information?, Según el texto, ¿el derecho a la propia imagen está relacionado con qué otro derecho?, source_sentence: they have bid.”  Oral Arg. Tr. at 42:18–20.  Plaintiffs also assert that, should this Court require the 
Polaris Solicitations to consider price at the IDIQ level, such an adjustment “adds a solicitation 
requirement that would necessarily change the overall structure of the evaluation” GSA must 
perform in awarding the IDIQ contracts.  Oral Arg. Tr. at 43:3–5; see supra Discussion Section
sentences: Who is the declarant mentioned with regard to sorting FOIA requests based on fee categories?, Where in the document can further discussion about the assertion be found?, What does § 403g protect according to the CIA's citation of Schoenman?, source_sentence: Nuestra última instancia judicial, citando al tratadista 
Eduardo Vázquez Bote, expresó que “[s]obre esa imagen se reconoce 
un derecho, inherente a la personalidad, que sólo puede actuar, 
normalmente, el sujeto de la imagen misma”.14 En vista de ello, 
expresó que la propia imagen es digna de tutela por su estrecha 
relación con la intimidad de la persona como con su honor.15
sentences: Who was the only member in attendance?, ¿Con qué está estrechamente relacionada la propia imagen según el texto?, What type of question is raised concerning the classification status of the documents?, source_sentence: pulling up surveillance videos, he exported them to a digital file, which he emailed to a 
detective.  See id. at 117, 188 A.3d at 981.  The manager testified that he could not “modify, 
cut, paste, or enhance the video in any way[,]” and he “did not even have the ability to copy 
the file directly to another storage device, such as a thumb drive or DVD.”  Id. at 117, 188
sentences: To whom did the manager email the digital file?, When was the pre-trial conference held?, Who testified at the hearing before the administrative law judge?, source_sentence: Homeland Sec., No. 12-856, 2013 WL 3186061, at *18 (D.D.C. June 24, 2013) (citing In re 
Sealed Case, 737 F.2d at 100).  The “subjective intentions” of confidentiality put forth by the 
CIA are therefore insufficient to establish “confidentiality in fact.”  Id. 
The third and final deficiency manifests only in the CIA’s submissions in No. 11-445.
sentences: Which organization is associated with the Exemption 3 withholdings discussed in Part III.E.3?, On what date was the cited decision in the D.D.C. court made?, Who has already submitted proposals on the SB Pool according to the plaintiffs?
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: 0.5564142194744977
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5873261205564142
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6676970633693973
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7511591962905718
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5564142194744977
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5234415249871199
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3891808346213292
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23276661514683156
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19835136527563108
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5162287480680062
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6254507985574446
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7413704276146316
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6520352263938862
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5975718211035052
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6378810399841538
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: 0.5440494590417311
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5734157650695518
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6537867078825348
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7480680061823802
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5440494590417311
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.510561566202988
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.37836166924265846
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23044822256568778
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1947449768160742
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5059247810407006
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6096084492529623
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7366048428645029
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6423776147846663
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5858804985157378
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.625632218102511
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: 0.5517774343122102
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6445131375579598
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7125193199381762
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5193199381761978
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4884080370942813
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3693972179289026
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.2185471406491499
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.18585780525502318
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.48183925811437406
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5936373003606389
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.69629057187017
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6116004988218119
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5599641814479521
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6015323894418513
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: 0.43431221020092736
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4775888717156105
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5641421947449768
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6553323029366306
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.43431221020092736
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4116434827408552
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.31839258114374036
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20015455950540958
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.15971148892323545
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4137042761463163
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.51854714064915
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6380731581658938
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5421661298590862
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4822808567012582
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5293320203922517
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: 0.32457496136012365
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.36476043276661513
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4559505409582689
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5347758887171561
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.32457496136012365
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3106646058732612
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.24853168469860898
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.16228748068006182
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12068521380731581
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.31311179804224626
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4082946934569809
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5252447192168985
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.42984859225614536
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.37119305218223286
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4184606713146896
name: Cosine Map@100
verified: no
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Created: 2025-05-10 11:17:07