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---
base_model: mixedbread-ai/mxbai-embed-large-v1
library_name: sentence-transformers
metrics:
- cosine_accuracy@10
- cosine_precision@10
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@10
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:149352
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: '- Assoc Sample Coordinator position for entry-level candidates
with a high school diploma or equivalent and related experience (0-1 years).
- Responsibilities include inventory tracking, administrative support, and training
on SOPs, regulatory guidelines, and storage requirements.
- Support laboratory operations and respond to environmental unit alarms.
- Requires proficiency in Microsoft Office, time management, and detailed documentation
skills.
- Must have good written and oral communication skills, team orientation, and
HR collaboration experience.'
sentences:
- '- Experienced construction contractor with diverse skills in painting, plumbing,
and foundation work.
- Currently serving as a subcontractor, handling tasks like building foundations,
framing, and tile work.
- Excellent customer service and scheduling abilities; proficient in plasterboard,
drywall, and flooring installation.
- Proficient in historic restoration and home rehabilitation.
- Skilled in money and time management, as well as operating forklifts and handling
deliveries.
- Educational background includes a High School Diploma, with experience in electrical
work and field services.
- Strong communication and organizational skills.'
- '- Freelance media professional with extensive experience in production, directing,
editing, and writing for various media projects.
- Currently overseeing the full project lifecycle, ensuring cohesive visual storytelling,
from pre-production to post-production.
- Capable of negotiating budgets and managing crews for corporate and film productions,
ensuring successful execution.
- Expertise in creating content for websites, social media, and marketing initiatives.
- Holds Masters Degree in Film and Bachelors Degree in Arts Communications.
- Proficient with Adobe After Effects, Photoshop, Premier, and Avid Media Composer.'
- '- Experienced accounting professional with a Bachelor of Commerce and strong
financial management skills, currently working as a Parks Canada Accounting Assistant.
- Skilled in financial record-keeping, accounting procedures, and using accounting
software for report generation.
- Assisted in budget preparation and monitoring, ensuring compliance with guidelines.
- Hands-on experience in insurance underwriting, managing policy renewals, and
streamlining operations.
- Proficient in communication, interpersonal skills, and working under pressure.
- Holds Bachelor of Commerce degree and has experience as a Credit Card Specialist
and Service Representative.
- Strong experience in customer service, arranging appointments, and brokerage.'
- source_sentence: '- Construction Workers - Roofing Supply Loader, available for
all levels and positions including framers, carpenters, laborers, insulation workers,
and finish carpenters.
- Key responsibilities include loading and unloading roofing supplies, following
instructions, and performing tasks both indoors and outdoors.
- Essential qualifications: Can read tape measure for most jobs, can lift up to
50 lbs, and is willing to work in various environments.
- No specific years of experience required; open to all skill levels.'
sentences:
- '- Operational expert with over 12 years in leading manufacturing and operation
facilities to meet goals, focused on quality, cost reduction, and team development.
- Operations Manager at REYNOLDS, implementing continuous improvement and lean
manufacturing for efficiency, reducing quality defects and injuries, and enhancing
KPIs.
- Production Manager at REYNOLDS, increasing production by 25% and reducing maintenance
costs by 20% through process improvements and maintenance optimization.
- Advanced degrees in Chemical Engineering and a Bachelor''s in Chemical Engineering,
with AIB and ISO certifications.
- Proficient in SAP, SAP IS, and SAP-netweaver BUSINESS, with experience in cost
reduction, quality control, and training programs.'
- '- Media graduate with expertise in digital media design, content creation, and
digital marketing.
- Currently an Account Executive at a growing startup, enhancing audience engagement
and contributing to KOL specialization.
- Previously worked as a Content Creator at Lemon8, managing paid content and
audience engagement.
- Experience as Supervisor at Black Sheep Coffee, organizing tasks and writing
reviews.
- Started a creative agency and led brand activation projects, with strong skills
in Microsoft Excel and HOSPITALITY EXPERIENCE.
- Holds a Bachelor of Arts in Mass Communication and has worked in hospitality
and start-up settings.
- Proficient in Microsoft PowerPoint, Excel, Instagram, and event planning.'
- '- Agricultural professional with experience in farm hand roles, including harvesting
and equipment operation.
- Seasonal ranch hand at C.R.I. Feeders, Guymon, Oklahoma, 2021, handling tasks
like fencing, herding, haying, and equipment maintenance.
- Skills in operating large machinery and maintaining agricultural equipment.
- Holds a Bachelor of Science degree in English and a Diploma in Feed truck driving.
- Volunteer experience as a Firefighter, demonstrating teamwork and emergency
response capabilities.'
- source_sentence: '- Full Stack React Developer (Remote, A-26867) for a new application
using React, Node.js, and Python, with a focus on front-end and back-end development.
- Requires 2+ years of experience; 4+ years preferred.
- Essential skills: React, Typescript, Node.js, Python, DB management, and basic
API flow.
- Must work closely with a full-time designer and use an internal design system.
- Experience with Jira and agile projects is a plus.
- Agile team environment with daily collaboration.'
sentences:
- '- Experienced registered nurse with expertise in care coordination and relationship
coaching.
- Currently practicing as a staff RN with a Bachelor of Science in Nursing, specializing
in care coordination.
- Proficient in providing comprehensive care and support to patients in a clinical
and coaching role.
- Holds an Associates degree in Liberal Arts and has volunteer experience in healthcare.
- Fluent in English and Tagalog.'
- '- Recent University graduate with a Criminology degree, currently pursuing a
Juris Doctor at the University of Southampton.
- Previous roles include Floor Staff at JD Sports, ensuring high standards in
retail and customer service.
- Strong background in business, computing, and accounting from various educational
and work experiences.
- Proficient in customer service, issue resolution, and standardizing products.
- Experience in diverse roles demonstrating balanced experience across multiple
industries.
- Skills include effective communication, teamwork, and problem-solving.'
- '- Java Developer with over 10 years of experience in J2EE and SDLC methodologies,
including Agile (SCRUM), TDD, and Waterfall.
- Specialized in Java/J2EE technologies like Hibernate, Servlets, JSP, AJAX, and
JavaBeans.
- Proficient in front-end technologies such as HTML, CSS, JavaScript, jQuery,
and Angular.js.
- Experienced in cloud technologies like Azure, Docker, AWS Lambda, and Node.js.
- Skilled in database technologies including MySQL, Oracle, MongoDB, and Cassandra.
- Experience with Java 8 and 11 features such as Lambda expressions, Streams,
and Optional Interfaces.
- Proficient in Spring Framework and Spring Boot, and has worked with Golang,
Node.js, and Angular.js.'
- source_sentence: '- Warehouse Front Counter Associate with occasional order pulling
and tagging, assisting in the warehouse, and handling phone communications.
- Key responsibilities include loading and unloading trucks, maintaining the front
desk, greeting and assisting visitors, and using Quickbooks and CAD.
- Requires 10% warehouse assistance, willingness to learn, and comfort performing
diverse tasks.
- High attention to detail and previous clerical and customer service experience
necessary.
- Attendance is critical as part of a small team; training will be provided for
forklift operation.'
sentences:
- '- Sales Engineer with experience as an Account Executive and Associate Sales
Engineer in the Greater Seattle Area, specializing in sales and industry.
- Holds a Bachelor of Science in Electrical Engineering and holds proficiency
in English, Russian, Autocad, and C++.
- Skilled in Matlab and with strong sales, industry-specific knowledge.
- Experience includes managing accounts, developing sales strategies, and leading
sales teams.'
- '- Expert in Material Handling, Customer Service, and Document Control, with experience
in forklift operation and inventory management.
- Currently a Meterial Handler, responsible for staging, receiving, and relocating
materials and shelves.
- Previous role as a Document Control Specialist, managing document control and
customer service for Pacific Building Services.
- Skills include forklift operation, professional customer service certification,
phone handling, order picking, and communication.
- Strong time management, warehouse experience, and data entry capabilities.
- Educated in Professional Customer Service and Enterprise Resource Planning.
- Proficient in using Pallet Trucks, Pick and Pack techniques, and warehouse management
systems.'
- '- Engineering professional with a strong foundation in sustainability and manufacturing,
known for problem-solving and STEM expertise.
- Currently a Chef de Rang in high-end hospitality, excelling in communication,
teamwork, and problem-solving.
- Managed multiple tasks with exceptional organizational and time management skills,
ensuring accurate and precise food and beverage delivery.
- Collaborated effectively to optimize service efficiency, handling events and
daily operations.
- Troubleshooted and maintained machinery using engineering knowledge, contributing
to team dynamics.
- Holds a Post-Graduate Diploma in Environment and Sustainable Energy, with a
Bachelor of Science in Mechanical Engineering.
- Skills: Teamwork, Client Services, Communication, Problem-solving, Time Management,
Customer Satisfaction, Eye for Detail, Service Delivery, Adaptability.
- Experience in various roles, including agency work, with a results-driven approach
to problem-solving and innovation.'
- source_sentence: '- Content Writer position for crafting engaging long-form content
across various topics, requiring a 2:1 Degree in English History or a similar
field.
- Create captivating articles, features, and content that is informative and resonates
with the target audience, utilizing research skills to ensure accuracy.
- Manage multiple projects with strong organizational and time-management skills,
ensuring clarity and accuracy in writing.
- Excellent proofreading and editing skills to produce flawless content, with
a diplomatic approach to client relationships and communication.
- Collaborate with clients to transform visions into engaging content and conduct
interviews to uncover compelling stories.
- Must have a keen eye for detail and a passion for long-form storytelling and
content orchestration.'
sentences:
- '- Instructional Designer and Senior Project Manager with expertise in developing
eLearning experiences and conducting needs analysis for global clients.
- Expertise in writing storyboards and scripts, creating engaging instructional
graphics and animations, and developing scenario-based eLearning content.
- Proficient in utilizing trends and best practices in learning technologies,
liaising between stakeholders, and managing eLearning projects to completion.
- Holds a Master of Arts in Applied Linguistics and Bachelor of Arts in History,
with a Certificate in Digital Media.
- Skilled in Adobe Captivate, Figma, Microsoft Excel, PowerPoint, and Word.
- Experience includes roles as a Teacher, Instructional Designer, and eLearning
Developer.'
- '- Award-nominated journalist with over 12 years of experience in journalism,
content writing, and SEO.
- Currently a freelance journalist, specializing in various sectors including
health, finance, and technology.
- Freelance for publications like The Independent, CNN, and SELF, with notable
success in SEO and content creation.
- Strong skills in SEO, content writing, and copywriting, with a track record
of high engagement and click-through rates.
- Holds a Masters of Arts in Dramaturgy and Writing, and a BA in Media Journalism
and Communications.
- Proficient in WordPress, Umbraco, and Shopify; experienced in social media,
content strategy, and email marketing.'
- '- Junior Systems Administrator with a Bachelor of Science in Computer Science
and Information Systems.
- Conducted risk assessments, resolved vulnerabilities, and maintained IT systems
using tools like Entra ID, Intune, and Azure AD.
- Evaluated and maintained enterprise applications in PowerShell, Python, and
C++, utilizing Azure DevOps for management.
- Developed applications for business workflow and maintained documentation of
IT processes and applications.
- Proficient in cybersecurity frameworks and practices, including risk assessment
and Azure DevOps project management.'
model-index:
- name: SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: vac res matcher
type: vac-res-matcher
metrics:
- type: cosine_accuracy@10
value: 0.3938953488372093
name: Cosine Accuracy@10
- type: cosine_precision@10
value: 0.07994186046511628
name: Cosine Precision@10
- type: cosine_recall@10
value: 0.12904738156953352
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.13193212924546854
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.2091500553709855
name: Cosine Mrr@10
- type: cosine_map@10
value: 0.08077975021655233
name: Cosine Map@10
---
# SentenceTransformer based on mixedbread-ai/mxbai-embed-large-v1
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1). It maps sentences & paragraphs to a 1024-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:** [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) <!-- at revision 526dc52cb738085d87002bf00ca4d3d99fd0029b -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 1024 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 1024, '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})
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("Daxtra/sbert-summaries-mxbai-24-batch")
# Run inference
sentences = [
'- Content Writer position for crafting engaging long-form content across various topics, requiring a 2:1 Degree in English History or a similar field.\n- Create captivating articles, features, and content that is informative and resonates with the target audience, utilizing research skills to ensure accuracy.\n- Manage multiple projects with strong organizational and time-management skills, ensuring clarity and accuracy in writing.\n- Excellent proofreading and editing skills to produce flawless content, with a diplomatic approach to client relationships and communication.\n- Collaborate with clients to transform visions into engaging content and conduct interviews to uncover compelling stories.\n- Must have a keen eye for detail and a passion for long-form storytelling and content orchestration.',
'- Award-nominated journalist with over 12 years of experience in journalism, content writing, and SEO.\n- Currently a freelance journalist, specializing in various sectors including health, finance, and technology.\n- Freelance for publications like The Independent, CNN, and SELF, with notable success in SEO and content creation.\n- Strong skills in SEO, content writing, and copywriting, with a track record of high engagement and click-through rates.\n- Holds a Masters of Arts in Dramaturgy and Writing, and a BA in Media Journalism and Communications.\n- Proficient in WordPress, Umbraco, and Shopify; experienced in social media, content strategy, and email marketing.',
'- Instructional Designer and Senior Project Manager with expertise in developing eLearning experiences and conducting needs analysis for global clients.\n- Expertise in writing storyboards and scripts, creating engaging instructional graphics and animations, and developing scenario-based eLearning content.\n- Proficient in utilizing trends and best practices in learning technologies, liaising between stakeholders, and managing eLearning projects to completion.\n- Holds a Master of Arts in Applied Linguistics and Bachelor of Arts in History, with a Certificate in Digital Media.\n- Skilled in Adobe Captivate, Figma, Microsoft Excel, PowerPoint, and Word.\n- Experience includes roles as a Teacher, Instructional Designer, and eLearning Developer.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
## Evaluation
### Metrics
#### Information Retrieval
* Dataset: `vac-res-matcher`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
| Metric | Value |
|:--------------------|:-----------|
| cosine_accuracy@10 | 0.3939 |
| cosine_precision@10 | 0.0799 |
| cosine_recall@10 | 0.129 |
| cosine_ndcg@10 | 0.1319 |
| cosine_mrr@10 | 0.2092 |
| **cosine_map@10** | **0.0808** |
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 149,352 training samples
* Columns: <code>sentence_0</code> and <code>sentence_1</code>
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 |
|:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details | <ul><li>min: 57 tokens</li><li>mean: 116.11 tokens</li><li>max: 128 tokens</li></ul> | <ul><li>min: 52 tokens</li><li>mean: 118.95 tokens</li><li>max: 128 tokens</li></ul> |
* Samples:
| sentence_0 | sentence_1 |
|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>- Staff Accountant position seeking individuals with 2-3 years of experience in AR and AP areas, ideally with a Bachelor's degree in accounting, finance, or related field, or equivalent work experience.<br>- Responsibilities include processing e-commerce payments, handling payables and receivables, preparing financial statements, supporting tax reports, and managing close processes.<br>- Requires knowledge of basic accounting principles, experience with general ledger functions, and proficiency in Microsoft Office, particularly Excel.<br>- Strong communication, problem-solving, and organizational skills are essential.<br>- Attributes include a high level of integrity, ability to multitask, and strong time management.<br>- Regular attendance and adherence to health, safety, and environmental policies are required.</code> | <code>- Experienced Account Payable Specialist with 5 years in vendor management, invoice processing, and reconciliation.<br>- Processed 120-150 invoices daily, handling 3 V-way matching, and reconciling over 100,000 accounts.<br>- Skilled in using Oracle, Excel VLOOKUP, and SAP Concur for reconciliation and disbursements.<br>- Master’s in Accountancy; proficient in Microsoft Excel, SharePoint, and SAP applications.<br>- Excellent interpersonal, analytical, and organizational skills.<br>- Detailed work in expense invoicing, payments, and communication with vendors.</code> |
| <code>- Controls Assistant Project Manager position requires 3+ years of experience, stable work history, and a bachelor's degree in mechanical or electrical engineering.<br>- Candidates must be familiar with AutoCAD and Visio, and have experience with BACnet and DDC controls.<br>- Knowledge of Siemens, Johnson Controls, and similar control systems is essential.<br>- EIT or PE license is preferred but not required.</code> | <code>- Systems Integrator with 3 years of experience in Greater Seattle Area, specialized in project integration and sales.<br>- Currently a Systems Integrator at GE Cimplicity, responsible for sales and project integration.<br>- Former Systems Integrator at Siemens Tia Portal; proficient in Siemens Hardware.<br>- Experience in GE Proficy and Albireo Energy roles, focusing on mechanical engineering.<br>- Skills: Project Integrator, Bachelor's degree in Mechanical Engineering, bilingual in English and Spanish.<br>- Strong background in customer engagement and system sales.</code> |
| <code>- **Senior HVAC Service Technician**, requiring 5+ years of experience in commercial HVAC service and repair.<br>- Key responsibilities include diagnosing, repairing, and maintaining large commercial HVAC systems, interpreting blueprints and data, and providing customer education.<br>- Must possess an EPA Universal Certification and extensive knowledge of commercial HVAC systems.<br>- Requires proficiency in interpreting technical data and blueprints, and a local work history.<br>- Strong communication and customer service skills essential.<br>- Ideal for professionals in San Diego, CA; must be passionate about HVAC craft and committed to service excellence.</code> | <code>- Mechanical Technician with extensive experience in startup, commissioning, and mechanical trades.<br>- Currently employed at Countywide Mechanical Systems, Inc. in San Diego County, California.<br>- Skilled in mechanical systems commissioning and troubleshooting.<br>- Strong problem-solving and attention to detail in complex mechanical environments.<br>- Proficient in system design, installation, and maintenance of mechanical systems.<br>- Holds certifications in mechanical technology and engineering.<br>- Experienced in project management and collaborative teamwork.<br>- Educated in mechanical engineering or a related field.</code> |
* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: steps
- `per_device_train_batch_size`: 24
- `per_device_eval_batch_size`: 24
- `num_train_epochs`: 1
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 24
- `per_device_eval_batch_size`: 24
- `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}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `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`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `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
- `dispatch_batches`: None
- `split_batches`: 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
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
</details>
### Training Logs
| Epoch | Step | Training Loss | vac-res-matcher_cosine_map@10 |
|:------:|:----:|:-------------:|:-----------------------------:|
| 0.0803 | 500 | 1.2875 | - |
| 0.1000 | 622 | - | 0.0833 |
| 0.1607 | 1000 | 1.1274 | - |
| 0.1999 | 1244 | - | 0.0822 |
| 0.2410 | 1500 | 1.0646 | - |
| 0.2999 | 1866 | - | 0.0793 |
| 0.3214 | 2000 | 0.9926 | - |
| 0.3998 | 2488 | - | 0.0773 |
| 0.4017 | 2500 | 0.9651 | - |
| 0.4821 | 3000 | 0.9499 | - |
| 0.4998 | 3110 | - | 0.0798 |
| 0.5624 | 3500 | 0.9098 | - |
| 0.5997 | 3732 | - | 0.0793 |
| 0.6428 | 4000 | 0.8948 | - |
| 0.6997 | 4354 | - | 0.0831 |
| 0.7231 | 4500 | 0.8962 | - |
| 0.7996 | 4976 | - | 0.0809 |
| 0.8035 | 5000 | 0.8677 | - |
| 0.8838 | 5500 | 0.8696 | - |
| 0.8996 | 5598 | - | 0.0816 |
| 0.9642 | 6000 | 0.8718 | - |
| 0.9995 | 6220 | - | 0.0808 |
| 1.0 | 6223 | - | 0.0808 |
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.2.1
- Transformers: 4.44.2
- PyTorch: 2.4.1+cu121
- Accelerate: 0.34.2
- Datasets: 3.0.1
- Tokenizers: 0.19.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@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
```bibtex
@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}
}
```
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