hetbhagatji09/Job-resume-match-model

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("hetbhagatji09/Job-resume-match-model")
# Run inference
sentences = [
    "ROLE DESCRIPTION We're seeking a polished and persuasive Sr. Copywriter to help shape compelling narratives for our clients across a range of industries.This role requires a strong command of language, the ability to adapt your style to different audiences, and seamless collaboration with other creatives to ensure outputs are on-brand and on-brief. The ideal candidate is a skilled wordsmith with a penchant for taking big-picture thinking and bringing the details to life in a highly creative and collaborative environment. PRIMARY RESPONSIBILITIESCopywriting: Writes and edits clear, concise, and engaging copy for various formats (CPG, websites, sales materials, marketing campaigns, ect.) Ensures copy is grammatically correct, engaging, and persuasive.Attention to Detail & Adaptability: Possesses a meticulous eye for detail, ensuring grammatical accuracy while flexibly adapting writing styles to suit diverse audiences, purposes, and brand voices.Collaboration: Works closely with Creative Directors and other teams to generate unique ideas and develop compelling copy that is on brief and on brand. Strategic Support: Contribute to the research and discovery phases of brand strategy development using various methods.Concept Development: Generate unique ideas and develop compelling copy that is on brief and on brand. QUALIFICATIONS4-5 years of proven copywriting experience in an agency setting A well-developed portfolio demonstrating a strong command of language, syntax, and a variety of copywriting stylesDemonstrated ability to think strategically and translate insights into actionable messagingExperience working in cross-functional teams and collaborating with designers and strategists BONUSPrevious copywriting experience for packaging and CPG ATTRIBUTES OF SKIDMORVIANS Ability to work entrepreneurially in shades of grayAdaptable and flexible with wearing “multiple hats” within our boutique studioResourceful and comfortable with taking ownership of undefined work or problem solvingAbility to bring structure to the nebulous and communicate clearly in the face of ambiguity Desire for excellence and to learn and growCoachable, continuous learner who is vulnerable about one’s own growthCurious and hungry for knowledge, with a desire to excel and have meaningful impactHigh creative and service standards with a passion for continuous improvement Passionate about Brand, Collaboration, and ResultsCreative, innovative problem solver who cares more for collaboration than being “right,” the winner, or in chargeAbility to capture and respond to feedback in ways that value othersDesire to remove “not possible” from your vocabulary; substitute with “how might we…” PURPOSE + VALUES OF SKIDMORVIANSEvery member of the Skidmore team is expected to continuously strive to fulfill the Studio’s core purpose and uphold our core values:Core Purpose: To help good organizations and good people be their best. Core Values:Be a Sage: Bring wisdom, Add confidence, Be discerningHave the Zest: Bring enthusiasm, Add flavor, Be genuineDeliver the Goods: Bring purpose, Add value, Be unified BENEFITSPaid time off: Paid vacations days, 11-13 paid holidays per calendar year, and unlimited paid sick/personal time after 60 days employment.Medical Coverage: The Studio pays a portion of the premium for both employees and eligible family members.Dental Coverage: 100% Studio paid for employees.Vision Coverage: 100% Studio paid for employees.401K Plan: Sponsored 401k retirement savings plan which includes an employer match after 90 days employment.Wellness Reimbursement: Monthly wellness stipend.Wireless Communication Stipend: Stipend for personal cell phone and home internet expenses. COACHING & PERSONAL DEVELOPMENTEvery Skidmorvian is supported with a customized, personal development plan with regular coaching sessions. The plans include rituals and routines for recognition; education and training planning; skills, values, and performance evaluations; and career path creation. Skidmorvians are expected to have personal commitment to their own development, and develop the ability to ask for and receive support from studio’s managers, leadership, and coaches. REMOTE / VIRTUAL / “CONNECTED” STUDIOSkidmore Studio is operated as a connected team who work remotely, predominately in Eastern and Central Time Zones. Our virtual work expectation is the team is connected Monday through Friday and available for online meetings, phone calls and chats during common business hours (9 am – 5 pm Eastern, 8 am - 4 pm Central).Our team is expected to travel for in-person studio-wide meetings every quarter. Previously, those quarterly meetings were taking place in Detroit, Michigan. Future locations may change.Teammates are provided company hardware and software tools relevant to their roles and are expected to have reliable internet connections and the ability to appear on camera for meetings indicated as video conferences. ABOUT SKIDMORESkidmore Studio is a strategic creative studio originally based in Detroit and now running remotely. Founded as an illustration shop in 1959, the studio helps consumer-facing organizations grow through expert brand strategy, design, packaging, website, and marketing support. The team of designers and creative strategists craft brands that get today’s consumers excited about products on shelves, online, and in their everyday lives. Skidmore works with nationally recognized CPG brands such as Vital Essentials, Zee Zee’s, McCrea’s, Smooj, Griffin Claw, Xenith, and Lipari Foods.",
    'A seasoned Senior Copywriter with 4-5 years of agency experience, I bring a proven track record of crafting compelling narratives for diverse industries, with a strong command of language, syntax, and adaptable writing styles that resonate with various audiences. My expertise lies in seamlessly collaborating with creative teams to develop on-brand, on-brief copy across formats, from CPG and websites to sales materials and marketing campaigns. As a strategic thinker, I excel in translating insights into actionable messaging and generating unique ideas that elevate brand voices. With a passion for continuous improvement and a keen eye for detail, I thrive in fast-paced environments where adaptability, flexibility, and entrepreneurial spirit are highly valued. My collaborative mindset, paired with a coachable and growth-oriented approach, enables me to thrive in boutique studios like Skidmore, where creative problem-solving, innovative thinking, and a passion for delivering results drive success.',
    'Highly skilled and compassionate Endoscopy Technician with 1-2 years of experience in a fast-paced healthcare setting, providing exceptional patient care and contributing to a dynamic team environment. Bringing expertise in assisting with complex GI, Biliary, and Pulmonary procedures, including advanced and interventional procedures, while ensuring optimal care and treatment to patient populations. Proven ability to anticipate and prepare for changing needs, maintaining aseptic technique and universal precautions throughout procedures. Skilled in the cleaning, disinfection, sterilization, and storage of scopes and reusable devices, with experience in maintaining accurate information on preference cards and disposing of sharps and trash. Possesses strong organizational, communication, and human relations skills, with certification in BLS and a high school diploma/GED or equivalent working knowledge. Demonstrates a commitment to clinical excellence and patient safety, with a passion for contributing to a Magnet-recognized hospital and a Level 1 Trauma Center.',
]
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,  0.7648, -0.1278],
#         [ 0.7648,  1.0000, -0.1515],
#         [-0.1278, -0.1515,  1.0000]])

Training Details

Training Dataset

Unnamed Dataset

• Size: 527 training samples
• Columns: sentence_0, sentence_1, and sentence_2
• Approximate statistics based on the first 527 samples:

  	sentence_0	sentence_1	sentence_2
  type	string	string	string
  details	min: 23 tokens mean: 244.05 tokens max: 256 tokens	min: 86 tokens mean: 187.55 tokens max: 256 tokens	min: 78 tokens mean: 186.7 tokens max: 256 tokens

• Samples:

  sentence_0	sentence_1	sentence_2
  Job description: Job ID: 109403 The Leonardo DRS Naval Power Systems business is a trusted provider of innovative naval gas and hybrid power systems, control technology and support solutions for the U.S. Navy and navies around the world. Naval Power Systems’ commitment to and investment in our people, products, and customers is the foundation of who we are. We offer a competitive Total Rewards package, generous time off, and a fun and flexible working environment. Some of our great benefits include: comprehensive medical/dental/vision programs, a 9/80 work schedule allowing for every other Friday off (!), a 401(k) plan with immediate vesting and an attractive company match, company paid Life & Disability Insurance, a Charitable Match Program & Paid Volunteer Time Off, a Paid Parental Leave program, an Employee Wellness Program, a Tuition Assistance Program, Employee Resource Groups (ERGs) promoting Diversity, Equity, & Inclusion, and so much more! Job Summary Join our team as a Test En...	Results-driven Test Engineer with 0-5 years of experience in electrical and test engineering, seeking a challenging role at Leonardo DRS Naval Power Systems. Holding a Bachelor's degree in Electrical Engineering, Computer Engineering, or a related major, I possess a solid understanding of electronics and software programming skills, with expertise in test equipment, manual test program sets, and embedded diagnostic test applications. Proficient in generating and modifying test procedures and test fixtures for systems, assemblies, and circuit card assemblies, I excel in requirements analysis, design, implementation, integration, verification, and validation. Familiarity with Microsoft Office suite, National Instruments LabVIEW and TestStand, and industrial communication protocols such as ProfiBus and CanBus, enables me to effectively collaborate with engineering teams across product lines and support manufacturing processes. With strong interpersonal and communication skills, I am well-...	Highly accomplished Senior Tax Accountant with 4+ years of extensive tax preparation experience, driving successful tax planning and savings strategies for diverse business clients nationwide. Proven track record in reviewing and preparing complex corporate, partnership, and personal tax returns, including quarterly estimated tax payments and financial statements. Possess expertise in Lacerte and ability to utilize customized tax strategies to maximize tax savings and implement wealth-building initiatives for clients. Skilled in collaborating with business owners and senior leadership to deliver tailored tax solutions, with a strong ability to work independently and effectively communicate with clients to meet their unique tax needs. Holding a Bachelor's or Master's degree in Accounting or Tax, and a certified public accountant (CPA) or Enrolled Agent (EA) designation preferred but not required, with a focus on leveraging experience and expertise to drive exceptional client outcomes.
  Louisiana-Pacific Corporation (LP Building Solutions) is a leading provider of high-performance building solutions that meet the demands of builders, remodelers, and homeowners worldwide. We manufacture engineered wood building products that include an extensive offering of innovative and dependable building materials and accessories. LP’s values-driven culture creates an environment where talented and hardworking people thrive in an ethical, inclusive, challenging, and rewarding place to work. Since our founding in 1972, we’ve developed careers and provided advancement opportunities in the building products industry. Headquartered in Nashville, Tennessee, LP operates more than 20 facilities across North and South America. For more information, visit LPCorp.com. Job Purpose Manage complex engineering assignments including standards or specifications, parts, components and systems associated with focused areas of major capital projects. Completes work in accordance with standard enginee...	Results-driven Project Engineer with 6-8 years of experience in capital project support, leading cross-functional teams, and applying engineering principles to drive process improvements in the building products industry. Proven track record of developing and maintaining system design standards, leading conceptual design efforts, and overseeing installation, construction, and commissioning activities for complex engineering projects. Skilled in utilizing engineering software such as AutoCad, Microsoft Excel, and Microsoft Project to design, analyze, and optimize manufacturing systems and processes. Adept at collecting and interpreting data, conducting benchmarking and competitive research, and implementing best-of-class practices to drive business growth and innovation. Possesses a strong understanding of building products industry equipment and processes, with a solid foundation in mathematics, science, and engineering principles. Professional Engineer (PE) license and BS in Engineeri...	Highly accomplished Claims Specialist with over 3 years of experience in medical malpractice claims management, seeking a challenging role at The Doctors Company where I can utilize my expertise to proactively manage claims, provide exceptional member service, and advocate for physician members. Holding a Bachelor's degree and Juris Doctorate, I possess a unique blend of industry knowledge, analytical skills, and negotiation expertise, enabling me to develop comprehensive plans of action, negotiate settlements, and navigate complex litigation processes. Proficient in claims investigation, analysis, and reserve management, I consistently deliver timely and informed recommendations to ensure optimal claim resolutions and minimize exposure. As a trusted advisor and partner to physician members, I excel in building strong relationships, providing regular communication, and ensuring open lines of communication with all company departments. With a strong understanding of settlement vs. jury ...
  Overview As experts in protecting what matters most to businesses and individuals, we’re looking to bring on our next Account Executive to support our Commercial Lines department and deliver exceptional risk management solutions to our growing client base. Our Account Executive will partner with our sales team, as well as work independently on sales opportunities, to lead day-to-day management of current clients' insurance programs. As one of the fastest growing insurance brokers in the U.S., we are excited to bring on those interested in continuing to grow their career in the insurance industry. Opportunity awaits you with us! Why This Role? Opportunity to collaborate on sales opportunities while gaining knowledge to become experts in field Provide mentorship and leadership to other team members, contributing to the growth and development of books of business Opportunity for upward mobility and advancement opportunities across AssuredPartners! What You'll Do Client Support Lead meetin...	Results-driven Commercial Lines Account Executive with 5+ years of experience in risk management and insurance sales, possessing a deep understanding of commercial lines coverages, industry trends, and client retention strategies. Proven track record of delivering exceptional client support, leading complex client communications, and driving sales growth through strategic partnerships with insurance carriers. Skilled in underwriting practices, Microsoft Office, and agency management software, with the ability to analyze data, design insurance and risk management plans, and negotiate insurance policies to round out client accounts. A seasoned leader with expertise in mentoring and guiding junior team members, facilitating renewal strategies, and conducting book reviews to identify areas for improvement. Proficient in providing comprehensive client support, managing audit, review, and claims processes, and analyzing data to draft client service plans and stewardship reports. Possesses a ...	As a passionate and dedicated Preschool Teacher with a proven track record of creating engaging learning environments, I thrive in settings where "happy happens here." With a strong background in early childhood education, I am committed to helping children learn, play, grow, and thrive academically and emotionally, utilizing innovative teaching methods and technologies to bring learning to life. My experience in implementing proprietary curricula and building relationships with families and colleagues has equipped me with the essential skills to foster a dynamic environment where play and learning happen seamlessly. Holding a minimum of an associate degree in ECE or a related field, I am well-versed in state licensing requirements and have completed the necessary 6 ECE credits or certifications, including infant/toddler education. With a genuine passion for the education and care of children, I am confident in my ability to communicate effectively with parents and colleagues, and I am...

• 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: 4
• 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: 4
• 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
• 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
• project: huggingface
• trackio_space_id: trackio
• 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: no
• 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: True
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: round_robin
• router_mapping: {}
• learning_rate_mapping: {}

Framework Versions

• Python: 3.12.12
• Sentence Transformers: 5.1.2
• Transformers: 4.57.1
• PyTorch: 2.8.0+cu126
• Accelerate: 1.11.0
• 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}
}