its-zion-18/projfinetuned-v2

SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L6-v2. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: sentence-transformers/all-MiniLM-L6-v2
• Maximum Sequence Length: 256 tokens
• Output Dimensionality: 384 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False, 'architecture': 'BertModel'})
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("its-zion-18/projfinetuned-v2")
# Run inference
sentences = [
    'AECOM is looking for a Architect in Columbia, SC',
    "AECOM is looking for a Architect in Columbia, SC AECOM Performs\xa0architectural tasks, specifications, reports and related data tables\nPrepares, reviews, and approves\xa0drawings as required\nPerforms interdisciplinary review of project deliverables and identifies discrepancies in results\nUnder the direction of the Supervising Architect, may independently perform advanced technical assignments of various complexities within approved schedules and budgets\nWorks with other professional staff members to collaborate on reports, studies, drawings, and design narratives\nWorks in an office setting with potential meetings outside of the office or visits to sites where a project may be located\nMay assist in the development of new architectural methods and techniques Performs specific and limited portions of a broader assignment of an experienced Architect.\nAssists in the training and mentoring of Junior architectural and design/drafting personnel\nBachelor’s degree in Architecture plus four (4) years of relevant experience or demonstrated equivalency of education and/or experience\nLicensed as a Registered Architect (NCARB)\nDue to the nature of the role, U.S. citizenship is required\nExperience in Autodesk Revit, Bluebeam or other PDF design software\nProficiency with Microsoft Office, Word, Excel, PowerPoint and Outlook\nDesire to be mentored by leadership and provide mentorship to junior staff\nMust be a highly motivated self-starter with solid writing and verbal communication skills\nStrong attention to detail and accuracy of work with a innate desire for follow-through\nAbility to work independently and with large groups of technical minded people\nAbility to apply passion and enthusiasm for design in a collaborative and progressive team-oriented work environment\nKnowledge seeker that is curious about their profession and innovations to serve in better ways Work with Us. Change the World.\nAt AECOM, we're delivering a better world. Whether improving your commute, keeping the lights on, providing access to clean water, or transforming skylines, our work helps people and communities thrive. We are the world's trusted infrastructure consulting firm, partnering with clients to solve the world’s most complex challenges and build legacies for future generations.\nThere has never been a better time to be at AECOM. With accelerating infrastructure investment worldwide, our services are in great demand. We invite you to bring your bold ideas and big dreams and become part of a global team of over 50,000 planners, designers, engineers, scientists, digital innovators, program and construction managers and other professionals delivering projects that create a positive and tangible impact around the world.\nWe're one global team driven by our common purpose to deliver a better world. Join us.\nAECOM is seeking an Architect to be based in Columbia, SC. Additional Locations are Greenville, SC; Charlotte, NC; or Charleston, SC.\xa0As an Architect with growing technical expertise and experience in demanding design driven projects, you will work with interdisciplinary teams on High Tech and Logistics Projects in a Programmatic approach.\xa0 We will give you the flexibility you need to do your best work with hybrid work options. Whether you’re working from an AECOM office, remote location or at a client site, you will be working in a dynamic environment where your integrity, entrepreneurial spirit and pioneering mindset are championed.\xa0 Here, you will have freedom to grow in a world of Opportunity.\nAbout Buildings + Places AECOM’s Buildings + Places practice includes architecture, interiors, building engineering, workplace strategy, business transformation, asset advisory, economics and development planning, master planning, urban planning, and landscape architecture. With a range of expertise from strategy and design through project realization, we create better outcomes to grow economies, protect natural systems, conserve natural resources, make societies more equitable and connect and engage people through innovative, sustainable design solutions. Our South Carolina teams focus on providing design services in the Industrial, High Tech, Logistics and Federal markets for projects such as data centers, logistics centers, industrial facilities, and federal installations.\nJob Summary/Responsibilities The Architect III will work on Federal, High Tech, Logistics and Industrial facility projects that are designed out of the Carolinas Regional B+P group\nWhat makes AECOM a great place to work\nYou will be part of a global team that champions your growth and career ambitions. Work on groundbreaking projects - both in your local community and on a global scale - that are transforming our industry and shaping the future. With cutting-edge technology and a network of experts, you’ll have the resources to make a real impact. Our award-winning training and development programs are designed to expand your technical expertise and leadership skills, helping you build the career you’ve always envisioned. Here, you’ll find a welcoming workplace built on respect, collaboration and community—where you have the freedom to grow in a world of opportunity.",
    'Chemical Engineer ProSidian Consulting, LLC Provides engineering support for chemical and process systems. Identifies system concepts and determines system functional and technical requirements, develops and analyses process flowsheets, conducts process analyses, monitors system performance, troubleshoots and resolves problems and ensures operation within technical and safety basis requirements. Proposes and development process/system improvements including flowsheet changes, equipment upgrades and plant modifications. As Design Authority, prepares system modification input documents, provides technical input (e.g. for procedure development) and approves work packages, and advises operations/maintenance/project management for optimizing day to day operations.\nGenerates facility design description documents and system design descriptions, conducts major technical alternative studies.\nTeamwork – ability to foster teamwork collaboratively as a participant, and effectively as a team leader\nBusiness Acumen – understanding and insight into how organizations perform, including business processes, data, systems, and people\nMotivation – persistent in pursuit of quality and optimal client and company solutions\nJudgment – exercises prudence and insight in the decision-making process while mindful of other stakeholders and long-term ramifications\nOrganization – the ability to manage projects and actions, and prioritize tasks The Chemical Engineer - Engineering shall have consecutive employment in a position with comparable responsibilities within the past five (5) years, Must be able to use a computer to communicate via email; and proficient in Microsoft Office Products (Word/Excel/PowerPoint) and related tools and technology required for the position.\xa0 Work products shall be thorough, accurate, appropriately documented, and comply with established criteria. All employees, in the performance of their respective responsibilities, shall conduct themselves in the highest possible standards of ethical and business conduct.\xa0 The candidate shall ensure that duties are performed in a competent and professional manner that meets milestones/delivery schedules as outlined.\nMust have strong oral and written communication skills. Teamwork skills are important in the highly-matrixed project environment. BS Degree in Chemical Engineering and five (5) years minimum experience or registration as a Professional Engineer in Chemical Engineering. Candidate must demonstration five (5) years experience in Chemical Engineering in nuclear or chemical industry. Candidate must have working knowledge of National Codes and Standards. Candidate must have ability to walk down systems in the field. Experience with Fluidized bed steam reforming, ion exchanges systems, vitrification systems or nuclear/hazardous waste processing preferred. 40 hour work week is scheduled. SRS utilizes various work schedules; including 5/8s (8 hours/day; five days per week), 4/10s (10 hours/day; four days per week), and a 9/80s (9 hours/day, five days on week A and 4 days on week B). Work week excludes SRR holidays. Each work day has a 30-minute lunch. A security clearance is not initially required; however, candidate must be capable of obtaining an L clearance if required to perform assigned duties.\nTRAVEL:\xa0 Occasional travel may be required to attend meetings, events, site visits, or other training requirements.\xa0 Travel is coordinated with the technical point of contact and approved in writing by the Contracting Officer in advance, is allowed, in accordance with Federal Travel Regulations.\xa0 LOCATION:\xa0 Work shall be conducted at or in proximity to Savannah River Site / Aiken, South Carolina\nU.S.\xa0 Citizenship Required - You must be a United States Citizen\nExcellent oral and written communication skills (This employer participates in the e-Verify program)\nProficient with Microsoft Office Products (Microsoft Word, Excel, PowerPoint, Publisher, & Adobe)\nAll ProSidian staff must be determined eligible for a “Facility Access Authorization” (also referred to as an “Employment Authorization”) by the USG’s designated Security Office.\nOther Requirements and Conditions of Employment Apply\nMay be required to complete a Financial Disclosure Statement\nMust be able to submit to and qualify for varying levels of background investigative requirements, up to a Top Secret or DOE "Q" clearance.\nAs a condition of employment, all employees are required to fulfill all requirements of the roles for which they are employed; establish, manage, pursue, and fulfill annual goals and objectives with at least three (3) Goals for each of the firms Eight ProSidian Global Competencies [1 - Personal Effectiveness | 2 - Continuous Learning | 3 - Leadership | 4 - Client Service | 5 - Business Management | 6 - Business Development | 7 - Technical Expertise | 8 - Innovation & Knowledge Sharing (Thought Leadership)]; and to support all business development and other efforts on behalf of ProSidian Consulting.\nCommunication – ability to effectively communicate to stakeholders of all levels orally and in writing\nAgility – ability to quickly understand and transition between different projects, concepts, initiatives, or work streams\nBusiness Tools – understanding and proficiency with business tools and technology, including Microsoft Office. The ideal candidate is advanced with Excel, Access, Outlook, PowerPoint, and Word, and proficient with Adobe Acrobat, data analytic tools, and Visio with the ability to quickly learn other tools as necessary.\nHumility – exhibits grace in success and failure while doing meaningful work where skills have impact and make a difference\nWillingness - to constantly learn, share, and grow and to view the world as their classroom ProSidian is a Management and Operations Consulting Firm focusing on providing value to clients through tailored solutions based on industry-leading practices.\xa0 We help forward-thinking clients solve problems and improve operations. \xa0With a reputation for its strong CONUS/OCONUS practice spanning six solution areas, ProSidian services focus on the broad spectrum of Risk Management, Compliance, Business Process, IT Effectiveness, Energy & Sustainability, and Human Capital.\nLaunched by former Big 4 Management Consultants; our multidisciplinary teams bring together the talents of nearly 190 professionals globally to complete a wide variety of engagements for Private Companies, Fortune 1,000 Enterprises, and Government Agencies of all sizes.\xa0 Our Services are deployed across the enterprise, target drivers of economic profit (growth, margin, and efficiency), and are aligned at the intersections of assets, processes, policies, and people delivering value.\nProSidian Seeks a Chemical Engineer - Engineering headquartered near Savannah River Site / Aiken, South Carolina to support an engagement for Nuclear Energy Sector Clients The Savannah River Site (SRS), a 310 square mile (198,046 acres) Department of Energy site, is located in the sand-hills region of South Carolina. It encompasses parts of Aiken, Barnwell and Allendale counties and is bordered on the west by the Savannah River and Georgia. SRS is close to several cities, including Augusta, Georgia and Columbia, South Carolina. It is also within a few hours of Atlanta, Savannah, Charleston, Greenville and Charlotte.\nThis *** | Exempt position currently best aligns with the Chemical Engineer DA 106 Labor Category and ideal candidates exhibit the ability to visualize, analyze, and convert data and experiences to meet performance challenges while confidently engaging in productive “Jugaad” and dialogue targeting mission success.\xa0 ProSidian Team Members work to provide temporary staffing support services to support Savannah River Remediation (SRR), the Liquid Waste (LW) Contractor located at the Department of Energy Savannah River Site in Aiken, SC 29808.\xa0 Services anticipated includes storage, integration, treatment and disposition of the liquid radioactive waste being managed at the Savannah River Site (DOE).\nChemical Engineer - Engineering Candidates shall work to support requirements for 0 and The Chemical Engineer DA 106 is a Professional Grade position.\nEngineering support services include engineering analysis, walkdowns, design development and generation of design output documents and process flow diagrams.\nEngineering services will be provided using Savannah River Remediation Company (SRR) and Savannah River Site (SRS) processes and procedures. Programmatic guidance will be provided by SRR.\nLeadership – the ability to guide and lead colleagues on projects and initiatives\nCommitment - to work with smart, interesting people with diverse backgrounds to solve the biggest challenges across private, public and social sectors\nCuriosity – the ideal candidate exhibits an inquisitive nature and the ability to question the status quo among a community of people they enjoy and teams that work well together',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7821, 0.1203],
#         [0.7821, 1.0000, 0.2892],
#         [0.1203, 0.2892, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

• Size: 391 training samples
• Columns: sentence_0 and sentence_1
• Approximate statistics based on the first 391 samples:

  	sentence_0	sentence_1
  type	string	string
  details	min: 2 tokens mean: 7.03 tokens max: 30 tokens	min: 2 tokens mean: 240.47 tokens max: 256 tokens

• Samples:

  sentence_0	sentence_1
  7th Grade ESL Teacher	7th Grade ESL Teacher Maintains and communicates accurate and up-to-date data on all students Productively interacts with classroom teachers and child study team members on a regular basis to monitor the classroom program and needs of ESL and ELL students Pennsylvania Child Abuse Clearance Familiar with all state regulations as they pertain to ESL, as stated in the Pennsylvania Administrative Code and related laws and regulations The contents, materials, methodologies and practices utilized within ESL/ELL education at the respective grade level Critical thinking methodologies and problem-solving techniques Interstate Teacher Assessment and Support Consortium (InTASC) standards Response to Interventions (RTII) Positive Behavior Intervention and Supports (PBIS) Assess students’ needs and learning styles and to design appropriate differentiated instruction to meet their needs while providing appropriate ESL/ELL programming Use and apply simulations and technological innovations in the cl...
  Platform Engineering Supervisor	Platform Engineering Supervisor Westinghouse Nuclear Responsible for the operations of the Control System Platforms & Standards (CSPS) engineering team and ensure standards of quality (including management of the corrective action program), cost (including use of resources to meet assigned targets), safety (both ensuring a NSC and personnel and Industrial safety), reliability, and performance are met in engineering processes. Primary technical interface between Westinghouse I&C projects and control system platform vendors. Prepare and identify needed training and development plans for platform team with emphasis on long-term resource needs. Focus on identifying & targeting engineering skills to guarantee an added value to the customer. Identify and lead platform and process standardization across the global project portfolio. Develop the lifecycle of related reference architectures and standard hardware. Improve process to ensure cost efficient product delivery to exceed business plan ...
  Special Education Teacher (2025-2026)	Special Education Teacher (2025-2026) KIPP You’ll Teach in a Community That Lives Its Values You’ll Be Empowered and Valued We know the impact our Special Education teachers have on the future of KIPP Tulsa. That’s why we offer competitive compensation, resources for innovation, and opportunities to grow your skills and leadership. You’ll be supported with instructional tools, collaborative planning time, and a culture that values your voice and your vision. At KIPP, we believe in developing talent at every level. As a Special Education teacher, you’ll receive ongoing coaching, professional development, and feedback to refine your practice and strengthen your impact. Whether you’re designing an Individualized Education Plan (IEP), leading a small group intervention, or partnering with general education teachers, we’re here to support your growth and amplify your strengths. Develop, implement, and monitor Individualized Education Programs (IEPs) in compliance with state and federal regu...

• Loss: MultipleNegativesRankingLoss with these parameters:

  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "gather_across_devices": false
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• num_train_epochs: 1
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

• overwrite_output_dir: False
• do_predict: False
• eval_strategy: no
• prediction_loss_only: True
• per_device_train_batch_size: 16
• per_device_eval_batch_size: 16
• per_gpu_train_batch_size: None
• per_gpu_eval_batch_size: None
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1
• num_train_epochs: 1
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: {}
• warmup_ratio: 0.0
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• save_safetensors: True
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• no_cuda: False
• use_cpu: False
• use_mps_device: False
• seed: 42
• data_seed: None
• jit_mode_eval: False
• use_ipex: False
• bf16: False
• fp16: False
• fp16_opt_level: O1
• half_precision_backend: auto
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: 0
• ddp_backend: None
• tpu_num_cores: None
• tpu_metrics_debug: False
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• past_index: -1
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_min_num_params: 0
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
• fsdp_transformer_layer_cls_to_wrap: None
• accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
• parallelism_config: None
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch_fused
• optim_args: None
• adafactor: False
• group_by_length: False
• length_column_name: length
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• use_legacy_prediction_loop: False
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_inputs_for_metrics: False
• include_for_metrics: []
• eval_do_concat_batches: True
• fp16_backend: auto
• push_to_hub_model_id: None
• push_to_hub_organization: None
• mp_parameters:
• auto_find_batch_size: False
• full_determinism: False
• torchdynamo: None
• ray_scope: last
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_tokens_per_second: False
• include_num_input_tokens_seen: False
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Framework Versions

• Python: 3.12.11
• Sentence Transformers: 5.1.1
• Transformers: 4.56.2
• PyTorch: 2.8.0+cu126
• Accelerate: 1.10.1
• Datasets: 4.0.0
• Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}