Model: manishh16/modernbert-embed-base-legal-matryoshka-2
Author: manishh16
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: publicly announced on August 27, 2018 that it was writing down the carrying 
value of its investment in DR to “nil,” after acknowledging that DR’s failure to 
achieve FDA approval for its technology and missing “milestone and projected 
revenue targets.”72  Although Senetas understood that such an action could 
negatively affect DR’s future funding,73 it states that, as a publicly traded company
sentences: What is the plaintiff required to do with the Complaint?, What potential effect on DR did Senetas understand could result from writing down the investment?, What is the Federal Circuit case citation number for Shea v. United States?, source_sentence: has any subpoena or contempt authority, the sort of powers incident to Congress’s “broad power 
of inquiry.”  Soucie, 448 F.2d at 1075 & n.27; see McGrain, 273 U.S. at 168–69, 180. 
Given these considerations, the Commission does not exercise “substantial independent 
authority.”  Accord Flaherty v. Ross, 373 F. Supp. 3d 97, 106–10 (D.D.C. 2019).5  The upshot is
sentences: Who had personal knowledge of the first and third events?, What is said about the Commission's exercise of authority?, What are the page references for the decision in Cole?, source_sentence: pending.  The Court will begin by explaining why it denies the plaintiff’s motion for leave to file 
a second amended complaint in No. 11-445.  The Court will then discuss the plaintiff’s Motion 
for Sanctions, filed in No. 11-443.  Third, the Court will address the plaintiff’s two remaining 
policy-or-practice claims, which challenge the CIA’s Assignment of Rights Policy and
sentences: What type of motion did the court deny the plaintiff?, What policies are being challenged by the plaintiff’s remaining claims?, What is cited in the location where the argument about crafting task orders is made?, source_sentence: (11th ed. 2003).  While Defendant correctly identifies that labor costs are often contemplated in 
pricing firm fixed-price contracts, the same is true for a wide variety of other costs.  See, e.g., 
Lakeshore Eng’g Servs., 748 F.3d at 1343 (“[T]he mechanism of pricing such jobs involves 
identification of costs for those jobs, including labor, equipment, and materials . . . .”).  
60
sentences: What other costs, besides labor, are involved in the pricing mechanism of jobs according to Lakeshore Eng’g Servs.?, What did the letters seek from the recipients regarding dmed.ai?, To which community do the sensitive operations related to the withheld information belong?, source_sentence: protests pursuant to 28 U.S.C. § 1491(b).  See 28 U.S.C. § 1491(b).  Section 1491(b)(1) grants the 
17 
 
court jurisdiction over protests filed “by an interested party objecting to a solicitation by a Federal 
agency for bids or proposals for a proposed contract . . . or any alleged violation of statute or
sentences: Which agency's declaration is mentioned?, Under which U.S. Code section are the protests filed?, What does the camera do when it begins and ends recording?
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: 0.5919629057187017
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.6352395672333848
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7032457496136012
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7666151468315301
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5919629057187017
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5682637815558991
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.42627511591962897
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.24080370942812984
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.20118495620814011
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5470118495620814
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6664090674909839
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.750772797527048
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6774170353263864
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6316503520522063
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6706536977021021
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: 0.5857805255023184
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.616692426584235
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6908809891808346
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7666151468315301
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5857805255023184
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.5574446161772283
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.4176197836166924
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.24173106646058728
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19835136527563108
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5352910870685214
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.651468315301391
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.7518031942297784
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6721586770579754
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6236285910551748
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.662035963048261
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: 0.5672333848531684
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5873261205564142
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6646058732612056
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.7310664605873262
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.5672333848531684
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.538382277176713
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.40092735703245747
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.23075734157650693
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.19062339000515197
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.5151983513652756
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6263523956723338
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.720504894384338
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.6453735180059756
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.6008856504992514
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.6377344841740619
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: 0.4992272024729521
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.5301391035548686
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.6136012364760433
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.678516228748068
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.4992272024729521
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.47449768160741884
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.3653786707882534
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.215919629057187
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.16950025759917567
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.45814013395157127
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5705821741370428
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6683410613086037
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.5891910709474154
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.5385613699369493
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5782906402819172
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: 0.36321483771251933
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.401854714064915
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.47295208655332305
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.527047913446677
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.36321483771251933
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.35136527563111797
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2782071097372488
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.16506955177743432
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12364760432766615
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.33912931478619274
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.43637300360638853
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5142967542503863
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.44443933760269555
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.4003011457030003
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.44619919912465567
name: Cosine Map@100
verified: no
Likes: 1 | All-time downloads: 60
Created: 2025-03-28 11:23:19