Model: TonyDo/modernbert-embed-base-legal-matryoshka-2-duy
Author: TonyDo
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: Exemption 2 “are internal training documents containing the procedures and guidelines utilized 
by CIA officers in processing FOIA and Privacy Act requests.”  Third Lutz Decl. ¶ 31.  The 
plaintiff concedes that “the withheld records . . . technically pertain to personnel, in that they are 
instructions for personnel to follow.”  Pl.’s First 445 Opp’n at 9.  The plaintiff nevertheless
sentences: What is the case number associated with the legal case?, What does the plaintiff concede about the withheld records?, When did the plaintiff narrow its processing notes requests to the DIA and the ODNI?, source_sentence: ¶ 15. If plaintiff did not file a response, that makes the need for a transcript even more clear. The trial 
court’s order stated that it was fully advised. By process of elimination, the only place that would reflect 
what the court was fully advised of, if no response was filed, would be in a transcript or bystander’s 
report.  
 
- 10 - 
 
¶ 43 
 
JUSTICE HYMAN, specially concurring: 
¶ 44
sentences: On what date did the reported milestone occur?, What did the trial court's order state?, What event occurred after the person sat back?, source_sentence: addressed in the context of the pending motion for summary judgment in [No. 11-444].”  Id. 
Unfortunately, the electronic records issue cannot be “more efficiently addressed in the 
context of the pending motion for summary judgment in [No. 11-444].”  See id.  As discussed 
above, the CIA has not specifically addressed that issue in moving for summary judgment in No.
sentences: How is the 'Argument' section of the defendant's motion divided?, In moving for summary judgment in No. 11-444, what has the CIA not specifically addressed?, What is the purpose of photographs being admissible in court?, source_sentence: disclosed information. 
The CIA justifies its withholding of information under FOIA Exemption 1 by stating, 
inter alia, that “the documents at issue implicate intelligence activities.”  See Second Lutz Decl. 
¶ 28.  Specifically, “the withheld information would reveal the Agency’s presence in certain
sentences: What is one reason the CIA gives for withholding information?, Which legal provisions are often invoked together?, What section is the Commission not considered an agency under?, source_sentence: time-and-materials contracts, contrary to Plaintiffs’ position.  See Cross-MJAR at 56.  The 
inclusion of these terms in the statute is not inconsistent with Plaintiffs’ interpretation that “based 
on hourly rates” references time-and-materials and labor-hour contracts.  Both “delivery order” 
and “cost” are used throughout FAR Subpart 16.6 to prescribe the requirements for time-and-
sentences: What do SHS and VCH MJAR both state about the Agency's evaluation of protégés?, What do Plaintiffs argue the phrase 'based on hourly rates' references?, What does Defs.’ Mem. reference in terms of page numbers?
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: 0.5641421947449768
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6089644513137558
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6846986089644513
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.749613601236476
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5641421947449768
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5265327150953117
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4006182380216383
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23044822256568778
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.21367851622874806
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.527047913446677
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6461875321998969
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7377640391550747
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6580428937116829
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.607802801697701
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6474078761045159
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: 0.5455950540958269
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5873261205564142
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6723338485316847
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7387944358578052
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5455950540958269
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5069551777434312
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.38701700154559504
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22704791344667694
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20685213807315814
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5115919629057187
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6273827923750643
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.728232869654817
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6434522482486003
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.590037658546159
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6316116527445175
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: 0.5224111282843895
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5610510046367851
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6383307573415765
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7279752704791345
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5224111282843895
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.4858320453374549
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3690880989180835
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.22009273570324575
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1969345698093766
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.48737764039155074
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6005924781040701
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7078825347758887
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6189939613317383
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5659245357081524
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6075547786698362
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: 0.45440494590417313
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.49149922720247297
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5765069551777434
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6646058732612056
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.45440494590417313
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.42916022668727455
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3323029366306028
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.20185471406491498
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.16756826378155587
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4234930448222566
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.535935085007728
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6452859350850078
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5536299533645356
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.49947437501533304
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5423098063249545
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: 0.35394126738794435
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.38330757341576505
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.45440494590417313
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5301391035548686
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.35394126738794435
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3250901597114889
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2531684698608965
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.15919629057187018
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.13730036063884596
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.33140133951571354
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.41589386913961873
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5154559505409583
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.43758745434186136
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3907491229361397
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.4342453854630338
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 100
Created: 2025-09-17 04:43:35