Model: Akryl/modernbert-embed-base-akryl-matryoshka
Author: Akryl
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, modernbert, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:402, 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:402, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: nomic-ai/modernbert-embed-base
widget: source_sentence: <1-hop>

Opinion
I  have  audited  the  financial  statements  of  the  Ministry  of  Defence  and  Veteran  Affairs (MoDVA),  which  comprise  the  Statement  of  Financial  Position  as  at  30 th June  2023,  the Statement of Financial Performance, Statement of Changes in Equity and Statement of Cash Flows, together with other accompanying statements for the year then ended, and notes to the financial statements, including a summary of significant accounting policies.
In my opinion, the accompanying financial statements of the Ministry of Defence and Veteran Affairs for the financial year ended 30 th  June 2023 are prepared, in all material respects, in accordance with Section 51 of the Public Finance Management Act (PFMA), 2015 and the Financial Reporting Guide, 2018 (as amended).
sentences: How does the audit process for Kalungu District Local Government and Pader District Local Government follow the Constitution of the Republic of Uganda and what standards are used to ensure compliance with ethical and legal requirements?, What financial statements were audited for MoDVA and KCCA?, How were the water grant funds utilized in the rehabilitation of existing water sources and the drilling of boreholes, and what were the outcomes of these projects?, source_sentence: <2-hop>

2.0 Management of the Government Salary Payroll
gratuity hence low = . , Observation Utilization of the Wage Budget The DLG had an approved wage budget of UGX.14,627,681,773, and The obtained supplementary funding of UGX.11,328,430,742 resulting into a.which.Unspent Balance UGX. Bn.10.689.From the analysis, I noted that; There was an under absorption of UGX.10,689,218,043 The supplementary funding of UGX.10,814,119,300 was not utilized. The Accounting Officer explained that there was a ban on recruitment and a s such the district could recruit staff to absorb the wage..He further explained that the incomplete documentation   prevented pensioners   from   accessing   their   pensions and   gratuity hence low = . , Recommendation Accounting should laisse with.of Public service to clear recruitments to be able to absorb the wage. Ministry.... = the Accounting Officer should. , Recommendation Accounting should laisse with..... = . , Observation Utilization of the Wage Budget The DLG had an approved wage budget of UGX.14,627,681,773, and The obtained supplementary funding of UGX.11,328,430,742 resulting into a.revised UGX.25,831,211,258 (99.5.Approve d Budget UGX. Bn.14.627.From the analysis, I noted that; There was an under absorption of UGX.10,689,218,043 The supplementary funding of UGX.10,814,119,300 was not utilized. The Accounting Officer explained that there was a ban on recruitment and a s such the district could recruit staff to absorb the wage..He further explained that the incomplete documentation   prevented pensioners   from   accessing   their   pensions and
sentences: How does the utilization of the wage budget compare between the initial approved budget of UGX. Bn.14.627 and the revised budget, and what were the reasons for the unspent balance of UGX. Bn.10.689?, How did the budget cuts affect the Uganda Road Fund's maintenance activities and what were the actual expenditures for routine mechanized maintenance?, How does the disbursement of Parish Revolving Fund affect the financial operations of PDM SACCOs?, source_sentence: <2-hop>

2.0 Management of the Government Salary Payroll
In a letter to the Auditor General dated 29th November 2022 referenced HRM 155/222/02, the Minister of Finance, Planning and Economic Development (MoFPED) highlighted that, despite the reforms introduced by Government to mitigate against persistent supplementary requests for additional funds to cater for wage shortfalls, there has not been significant results and yet expenditure on wage is a substantial percentage of all entity budgets. Other anomalies highlighted included: payments for non-existent employees  underpayments to staff and irregular overpayments to staff, among others.
Accordingly, I carried out a special audit on wage payroll in Local Government (LG) entities to establish the root causes of the identified challenges and propose remedial measures.  The audit covered four (4) FYs from 2019/2020 to 2022/2023 to which I issued a separate detailed audit report and below is a summary of the findings from the special audit; key
Iganga DLG had a wage budget of UGX.31,651,868,130, out of which UGX.30,714,036,110 was utilised for the period under review. Below is a summary of the key findings from the special audit;
sentences: What are key audit matters and how they related to audit of financial statements?, What were the key findings of the special audit on wage payroll in Local Government entities, and how did the wage budget utilization compare between Lira DLG and Iganga DLG?, What topics are covered in the Auditor General's report on Namutumba District Local Government?, source_sentence: a. The physical structure is condemned
The  Ministry  of  health  engineering  and  Physical  planning  department  declared  the Grade  A  hospital  structure  unfit  for  human  occupation  due  to  the  dilapidated structure and broken plumbing and electrical components that were beyond repair.
This  therefore,  reduced  the  number  of  beds  available  in  the  Regional  Referral Hospital to the public. Refer to pictures below;
15
Services that were exclusively offered at the campus i.e. the Diabetic clinic and the Mental disabilities clinic have been affected and have since not gotten a permanent placement in the regional referral hospital.
The Accounting Officer explained that renovation works were set to commence with the project currently under detailed technical review by the infrastructure division of the Ministry of Health.
sentences: Why did the Ministry of Health declare the hospital structure unfit?, What is the expenditure for Ihe service delivery under focus areas?, How did the DLGs and LGs fail to meet their deadlines and what were the consequences for both procurement and reporting?, source_sentence: <1-hop>

4.2.6 PDM SACCO Operations
 A loan applicant must be a member of a registered subsistence household on the PDMIS, be a member of a PDM Enterprise Group that is a member of the PDM SACCO.
 All beneficiaries should be members of a registered subsistence household on the Parish Development Management Information System (applies before 5th June 2023).
 Subsistence  households  applying  to  access  PRF  should  be  determined  and  selected  at village level through a vetting meeting convened by the enterprise groups and attended by LC1 Chairpersons (applies after 5th June 2023).
 For  farming enterprises, the borrower must obtain an agriculture insurance policy under the Uganda Agriculture Insurance Scheme (UAIS).
I made the following observations;
1., Activity = Selection  and  Implementation  of  Prioritized/Flagship  Projects. 1., Observations =  All the 10 parishes  did  not  flagship  contrary  to  guidelines.    All the 10 parishes  selected  projects  that  were  inconsistent  the  LG  priority  commodities.    11  out  of  farmer  enterprises/house holds implemented  projects  that  are. 1., Management Response = select  projects  the  flagship  with  selected  20  that  sensitizations  utilization  of  projects  by  various  fora  Beneficiaries  advised  to  experiences  Frequent  beneficiaries  encouraged  operate.. 1., Management Response = The  Accounting  Officer  explained  on  proper  PRF  on  prioritized  all  stakeholders  at  is  ongoing.  of  PRF  have  been  conduct  monthly  meetings  for  members  to  share  and  challenges.  visits  among  of  PRF  are  also  like  the  way  VSL. 2., Activity = Insurance  Policy  for  Farming Enterprises.. 2., Observations = Appendix 5 (g) I noted that all the 11 PRF  beneficiaries  who  carried  out  farming  enterprises  in  8  PDM  SACCOs  did  not  obtain  agricultural  insurance  policies  from  UAIS.  Refer  to  Appendix. 2., Management Response = The  Accounting  Officer  explained  that since the selected households  have  received  enterprises  will  obtain  agricultural  policies  from  guidelines put in place.. 2., Management Response = PRF,  farming  be  mobilised  to  insurance  UAIS  per  the
sentences: How do the financial figures for net assets and cash balances compare between the years ending 30 June 2017 and 30 June 2021, and what trends can be observed in the financial statements during this period?, What are the requirements for subsistence households to access PRF, and how does the insurance policy requirement for farming enterprises relate to these conditions?, What is the management responsibility and role of the Accounting Officer in preparing financial statements for Kalungu District Local Government?
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@7, cosine_precision@3, cosine_precision@5, cosine_precision@7, cosine_recall@3, cosine_recall@5, cosine_recall@7, cosine_ndcg@3, cosine_ndcg@5, cosine_ndcg@7, cosine_mrr@10, cosine_map@100
model-index: name: ModernBERT Embed base Akryl Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@3
value: 0.6585365853658537
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7317073170731707
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@7
value: 0.8536585365853658
name: Cosine Accuracy@7
verified: no, type: cosine_precision@3
value: 0.21951219512195122
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.14634146341463417
name: Cosine Precision@5
verified: no, type: cosine_precision@7
value: 0.12195121951219512
name: Cosine Precision@7
verified: no, type: cosine_recall@3
value: 0.6097560975609756
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.6829268292682927
name: Cosine Recall@5
verified: no, type: cosine_recall@7
value: 0.8048780487804879
name: Cosine Recall@7
verified: no, type: cosine_ndcg@3
value: 0.49491499938801414
name: Cosine Ndcg@3
verified: no, type: cosine_ndcg@5
value: 0.5253590462997537
name: Cosine Ndcg@5
verified: no, type: cosine_ndcg@7
value: 0.5671252505489257
name: Cosine Ndcg@7
verified: no, type: cosine_mrr@10
value: 0.5102497096399535
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.49059516966021033
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@3
value: 0.6341463414634146
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7804878048780488
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@7
value: 0.8536585365853658
name: Cosine Accuracy@7
verified: no, type: cosine_precision@3
value: 0.2113821138211382
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15609756097560976
name: Cosine Precision@5
verified: no, type: cosine_precision@7
value: 0.12195121951219512
name: Cosine Precision@7
verified: no, type: cosine_recall@3
value: 0.5853658536585366
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7317073170731707
name: Cosine Recall@5
verified: no, type: cosine_recall@7
value: 0.8048780487804879
name: Cosine Recall@7
verified: no, type: cosine_ndcg@3
value: 0.5047183708109944
name: Cosine Ndcg@3
verified: no, type: cosine_ndcg@5
value: 0.5645375926627944
name: Cosine Ndcg@5
verified: no, type: cosine_ndcg@7
value: 0.5889278365652334
name: Cosine Ndcg@7
verified: no, type: cosine_mrr@10
value: 0.547444831591173
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.5138320685383551
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@3
value: 0.6829268292682927
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.7804878048780488
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@7
value: 0.8536585365853658
name: Cosine Accuracy@7
verified: no, type: cosine_precision@3
value: 0.22764227642276424
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.15609756097560976
name: Cosine Precision@5
verified: no, type: cosine_precision@7
value: 0.12195121951219512
name: Cosine Precision@7
verified: no, type: cosine_recall@3
value: 0.6341463414634146
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.7317073170731707
name: Cosine Recall@5
verified: no, type: cosine_recall@7
value: 0.8048780487804879
name: Cosine Recall@7
verified: no, type: cosine_ndcg@3
value: 0.4859132860604887
name: Cosine Ndcg@3
verified: no, type: cosine_ndcg@5
value: 0.5279305112383806
name: Cosine Ndcg@5
verified: no, type: cosine_ndcg@7
value: 0.5528786540133731
name: Cosine Ndcg@7
verified: no, type: cosine_mrr@10
value: 0.48969221835075494
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.46868070953436813
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 49
Created: 2025-09-16 12:21:30