application letter has a security guard

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5 Security Guard Cover Letter Examples Working in 2024

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Your detailed surveillance abilities stand out. You conduct patrols, implement risk management protocols, and execute emergency procedures with high levels of proficiency.

Are your cover letter and complementary security guard resume ready to help you lock down your next job?

If a security firm is going to entrust its systems with your watch, they’ll take extra precautions when reviewing your application. If you’re wondering how to optimize for success, our security guard cover letter examples will give you a top-notch template, or try our AI cover letter generator to help you stand out in the hiring process.

Security Guard Cover Letter Example

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Why this cover letter works

• For instance, highlighting how you utilized your First Aid training to save lives would endear you to recruiters.

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Security Guard No Experience Cover Letter Example

• Include how you ensured safety and success of sports events in your security guard no experience cover letter, and you’re a step closer to the job.

Experienced Security Guard Cover Letter Example

• For example, do you have hobbies that perhaps hone your mental and physical resilience (think biking)? Or, can you recount a personal story that sparked your interest in the security field? Don’t keep such anecdotes in the shadows.

Armed Security Guard Cover Letter Example

• Ava draws attention right off the bat by acknowledging the hiring company’s mission and then demonstrating how she can fortify the mission through the lens of past experiences. But don’t stop there: show you’re committed to progress in the role by attaching or mentioning an industry-relevant certification or two.

Unarmed Security Guard Cover Letter Example

• While still there, highlight your ability to merge both conventional and the latest security technologies to ensure a secure environment and safe place for people.

Related cover letter examples

• Security Guard Resume
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How to Write a Top-Notch Security Guard Cover Letter

Just like you’d customize your patrol schedules and emergency response procedures to specific company needs, you’ll want to apply that same thought process to your cover letter. 

The job description will be your guide to success here. Each company will emphasize key qualifications they’re looking for, so all you have to do is stay alert to the indicators that something is essential. For example, a company may reference using security cameras, and you could stand out by referencing your proficiency in commercial CCTV camera systems.

Start strong with a well-planned opening for your security guard cover letter

Whether you’re working with customers or patrol team members, you’d want to learn their names to provide a personable touch while on the job. You should do the same with your cover letter by greeting a hiring manager by name. So, try to use your vigilant abilities to see if you can locate a contact person in the job description or on the company’s website. 

The next part of optimizing your opener will be getting specific to each job’s security responsibilities and mission. For example, you could explain how you’ll use your safety management skills to ensure a comfortable shopping experience at a retail store. 

The opener below doesn’t make enough impact since the applicant doesn’t address a specific person or mention anything related to the company’s mission or security needs.

Lacking a personal connection here!

Your security guard job opening caught my attention. This looks like a great company to work for, and I’d be eager to join your surveillance team.

The following opener does a much better job of relating to the blend of traditional and innovative vigilance protocols that’ll make the applicant successful as a security guard at G4S Secure Solutions.

An opener connecting to the company’s security practices!

Dear Mr. Martinez,

In today’s ever-evolving security landscape, it is paramount that security officers embrace both the traditional principles of vigilance and the latest technological advancements. I take pride in my ability to seamlessly blend these elements to create a holistic security strategy that is effective and efficient. With deep-seated commitment and passion, I would like to be part of the G4S Secure Solutions team as an unarmed security guard.

Present the right information in the body of your security guard cover letter

The work of a security guard is always performance-driven. The best way to optimize the body of your cover letter for success is by sharing examples of previous work achievements that are backed by numbers, like how you improved response times or reduced security incidents.

If you don’t have much experience, you could also reference job skills gained through a security management degree or transferable skills like providing excellent customer service in previous jobs.

A body paragraph showcasing great security achievements!

As a junior security guard at Star Protection Agency, I was commended for my adaptability and knack for quickly learning new tools and techniques. Here, I increased the effectiveness of nighttime patrols by 27% through the strategic use of infrared equipment and motion-sensor technologies.

Secure the interview with an optimal closing to your cover letter

The best way to start your closing paragraph is to restate your connection to the company’s mission and how your top security skills fit in. For example, you could write about how you’ll use your knowledge in strategic threat intelligence practices to ensure a safe working environment where all premises are monitored.

Lastly, it’s good practice to thank the hiring manager for their time and use a call to action, such as “I look forward to discussing this security guard role with you further.”

The closer below doesn’t make enough impact since it lacks information about specific security skills or company needs.

Lacking specific security skills or needs!

I believe my skills and experiences align perfectly with what your team is looking for. I’m eager to discuss my qualifications as a security guard with you further.

Ramon Yusef

The following closer does a better job of presenting how the applicant will help G4S in their mission to provide unwavering client safety as a security guard.

An impactful closer related to the company’s mission!

I’m inspired by G4S’ reputation for excellence in security solutions and unwavering dedication to client safety. I’m excited about the opportunity to contribute to your mission and vision. Thank you for considering my application.

Mateo Hernandez

One page is the optimal length for security guard cover letters. Just like recording surveillance data, you’ll want to keep your cover letter concise and relevant to a company’s primary needs, such as checkpoint patrol strategies and using two-way radios.

You should make your cover letter custom for each job to ensure the specific security skills you write about are relevant and stand out to each company. For example, one company may use an active patrol system, whereas another performs random patrols. A custom cover letter helps you stand out for each one. 

When you can’t find a contact person’s name, you can simply address your security cover letter to “[name of company] hiring team.” Then, ensure the rest of your cover letter is highly specific to surveillance systems and tactical planning needs based on the job description to ensure the details still stand out.

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Security Guard Cover Letter

A well written security guard cover letter provides a critical introduction to potential employers. It motivates the reader to take a close look at your resume and to seriously consider your job application.

Your cover or application letter should be customized and targeted to each specific security guard job opportunity.

Highlight the relevant skills and competencies you bring to the job and convince the employer you are the right security job candidate.

SAMPLE SECURITY GUARD COVER LETTER

Your Name Your Address Your Contact details (phone and email)

Mr Jonah Gray Hiring Manager DCA Security 10 South Parkway Long Island, NY 11551

Dear Mr Gray

Your recent job posting for a Security Guard immediately caught my interest. I am confident that my 7 years dedicated and dependable experience safeguarding and protecting site assets and personnel will provide the skills and personal qualities you are looking for. I am forwarding my resume for your review and consideration.

Some key points that you will find relevant to this job opportunity include:

• extensive knowledge of public safety, patrolling and monitoring large commercial premises and operating security systems
• solid experience in responding quickly and effectively to emergency and crisis situations
• track record of meticulous security reporting and paperwork
• verifiable record of working 12 hour shifts with energy and commitment
• implementation of improvements to security procedures and processes to improve efficiency
• reputation for demonstrating strong problem-solving and decision-making skills

As a highly observant and hard working security professional, I  would welcome the opportunity to meet with you to further discuss how I can benefit your organization.

Thank you for your time and consideration.

Security Guard Duties and Responsibilities

This security guard job description will help your with your cover letter and ensure you cover the relevant skills and duties.

In-demand Security Guard Skills

These are the skills generally looked for by employers and can be highlighted in you security guard cover letter:

physical fitness - able to meet the physical requirements of patrolling, responding to emergencies and maintaining energy levels during long shifts

attention to detail and vigilance - able to keenly observe and monitor the surroundings to quickly determine if something is wrong.

integrity and confidentiality - maintain confidentiality and display trustworthiness and ethical behavior at all times

problem-solving - able to identify problems and come up with appropriate solutions

decision-making - able to consider appropriate courses of action and make the right decision quickly while under pressure.

communication skills - able to handle and resolve conflict, able to interact effectively with the public and able to deliver instructions and directions clearly.

dependable and reliable - take personal responsibility for the quality of job performance and complete all required tasks and commitments.

stress tolerance - able to deal with high stress situations calmly and effectively.

Always include a cover letter to boost your security guard resume .

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How to Write a Cover Letter for a Security Guard Job

Is your resolution for 2021 to land your dream job? Or maybe you want to start a new career in a fast-paced industry where you can make a difference as an essential frontline worker. We have compiled our top five tips to help your application for a security job stand out, and it all starts with writing a great cover letter.

Applying for jobs can be a stressful and challenging, yet exciting and fun experience to imagine yourself in new environments. Applying for a security job is no different. While there are lots of ways to prepare for being a security guard, the hard truth is – there isn’t a single candidate out there whose background and experience will align 100% with the posted job description. Nevertheless, chances are, there are dozens of other candidates pursuing the same role. You can read more about how to become a security guard here .

A recruiter, especially for a security role, on average will look at approximately 20-50 resumes a day. Hence, they will short-list only a handful of applicants for a role. Naturally, most of the applicants’ resumes will go as far as receiving a quick skim. But this is where the cover letter shines! Click here to find out more on how to write a resume for a security guard role.

Typically, a cover letter is read before your resume. Therefore, a cover letter can aid you with minimizing, ideally eliminating, that gap between your profile and the job description. Additionally, it grants you an opportunity to present yourself and your fit for the role, before you even go for an interview. But like anything else, writing a good cover letter for a security role too calls for practice and following some tried and tested techniques.

Here are five tips on how to write a strong cover letter for a security job:

Tip #1 – introduce yourself.

So now you have agreed to provide a cover letter with your application! The recruiter has short-listed five potential candidates, including yourself, and every one of them has submitted a cover letter.

A good introduction to your cover letter will not only make your application stand-out among the rest of the applicants; but also allow you to uniquely introduce yourself. The introduction can start with a relatable and catchy story. The idea is to engage the recruiter in knowing more about yourself. The introduction of your cover letter can be anywhere between 2-4 sentences long. However, it shouldn’t take up more than a quarter of your entire cover letter.

For example, you can open the letter with action-inspiring sentence starters such as – “I have always been passionate about willing to lend a hand…”. Or, “Currently a security guard at XYZ company, I bring over 2 years of experience…”. Or, “Having volunteered in XYZ, I have developed skills such as…”.

Tip #2 – Tailor it!

Once you start the job hunt, it is normal to have an arsenal of cover letters at your disposal. But please don’t submit a generic cover letter with your application. The recruiters have read an enormous amount of those in their line of work. So the moment they sense that they are reading recycled material that does not resonate with the role, you will lose a fair bit of credibility. Moreover, you risk accidentally leaving in the incorrect organization’s name, or even the wrong role.

Doing some research on the company’s mission, values and news are easy ways to tailor your cover letter. If you can find common grounds to connect with the company, recruiters will take note! For instance, you can look up the corporate social responsibilities undertaken by the organization in the past 5 years. Then relate them to your passions and values.

Adding a personal touch to the cover letter can go a long way as it shows your care and commitment to the role. Besides, what better way to describe how good a fit you are for the position if you don’t tailor it? In addition to showcasing your knowledge of the organization, you can also talk a bit about the particular site you are applying for.

Say you are applying for a security role at the airport. Now imagine the amount of value your application will bear when you describe your site-specific knowledge on the building where you will be responsible for protecting assets and human lives. Moreover, tailoring your letter also lets you explain how you obtained those skills you mentioned in your resume. And then, connect them to the skills required in the job description of the role you are applying for.

Tip #3 – Your ambition

Ever wondered why one of the classic questions in an interview – “where do you see yourself in the next 5 years”, is asked? It is to understand how long you will stick with the industry, and hence – the organization. Additionally, in some cases, recruiters may also be looking to see if there are future positions or career advancements available that match your profile.

Including a roadmap to your career in the cover letter will help the recruiter understand your commitment to the company. Moreover, it also demonstrates your potential to grow within the organization. You can click here to learn more about what career path being a security guard can offer you. For example, your ambition of pursuing a life-long career in law enforcement will set you apart from someone who wants to be an accountant applying for a Security Supervisor role. Click here to learn more about how to prepare for a career in law enforcement.

Tip #4 – Keep it concise

Less is more when it comes to cover letters. Remember that recruiters have one limited resource they work off of; you guessed it – time! Your goal should be to convey as much information as possible while using the least amount of space. In the efforts to tailoring and promoting your skills in the cover letter, don’t under-estimate the value of brevity. A cover letter shouldn’t be longer than a page.

Tip #5 – PDF it!

If you have worked with Word, you already know how much of a nuisance formatting is. Now add different versions of Microsoft Word or even Operating Systems (OS) to that equation. When you submit your cover letter, you don’t know which version of Word, or OS the recruiter will be using. The last thing you want is to have the recruiter read a cover letter with scrambled formatting. One way to prevent that from happening is to convert the cover letter to PDF. This way, the formatting stays locked and intact. Also, if the job application portal doesn’t have a specific place for uploading cover letters, you can always merge your cover letter and resume in a PDF file and upload it. Just make sure the file opens with your cover letter, followed by your resume.

The reason why this one is a bonus - is because it is optional, and will not always be possible. It is to research your recruiter! Researching your recruiter before writing a cover letter is as important as researching the organization before going to an interview. If you know the name of the recruiter, instead of starting with “To Whom It May Concern”, start with Mr./Mrs. [Last Name] of the recruiter to make your cover letter more personable. For example, if the recruiter’s name is Adam Smith you can open the cover letter with ‘Dear Mr. Smith’. If you are unable to find the name of the recruiter, you can always start with ‘Dear Hiring Manager’.

By now it should be evident that cover letters significantly boost your chances of getting your desired security job. Unless it is specifically discouraged in the job advertisement; it is one of the best practices to present yourself to the employers via a cover letter. Writing a cover letter can be time-consuming and a bit laborious. You can find a sample cover letter here as a guide. However, it is worth taking the opportunity in writing a cover letter as it demonstrates your communication skills, commitment, and care for the applying role.

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Reader Interactions

June 6, 2021 at 1:01 am

Incredible information. Thanx

At Paladin, we will take the time to understand the security challenges you face and help you develop an integrated program customized to address your individual situation, needs and budget. Contact us today for a free, no obligation consultation.

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What Is a Security Guard Cover Letter?

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How to Write a Cover Letter for a Secretary Guard Position?

Sample security guard cover letter.

• Cover Letter Template
• Cover Letter Examples

A Security Guard Cover Letter is a supplementary document filled out and attached to a Resume by a job candidate who wants to obtain employment and work watching over property to prevent any misconduct. If you want to patrol and inspect the location against criminal acts and natural hazards, the first thing you have to do is to convince the human resources department they should invite you for an in-person interview.

A Security Guard Cover Letter sample can be downloaded through the link below .

The main goal of the Cover Letter is to increase the employer's interest in your experience and qualifications, so make sure you use this statement to give the reader more insight into your professional life.

Follow these steps to compose a Cover Letter for a Security Guard:

• Start with the header . It typically includes the full name of the job applicant and their contact details . If you submit your documentation online, insert a photo on top of the page if the job vacancy asked for it.
• Greet the employer and introduce yourself . Before completing a Cover Letter, you should do your research online or ask people who may have worked for this company before about the specifics of employment and the hiring process to make sure your Cover Letter is tailored to every job. Explain who you are, where you heard about the position in question, and what motivated you to file a Job Application.
• Focus on your main professional achievements so far . You will have an opportunity to elaborate on your career in the Resume and during an interview - the Cover Letter must highlight your main accomplishment. For instance, a Cover Letter prepared by the person with the experience of working as a head security officer can certify the job candidate has been responsible for monitoring a large territory, drafted a schedule for the entire security team, and handled multiple emergency situations to keep the property of the organization safe and mitigate future risks.
• Briefly list the skills that will help you do your job perfectly - leadership ability, readiness to work in a team, observation and alertness, integrity and empathy. Since the work of a security guard may lead to physical exertion, you can also add you have been exercising regularly and have basic combat training to deal with thieves and aggressive trespassers.

Still looking for a particular sample? Take a look at the related templates and samples below:

• Sample Cover Letter for Online Job Application ;
• Sample Cover Letter for Graduate School ;
• Job Application Cover Letter Template .

Download Sample Security Guard Cover Letter

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• Application Letter for Security Job

These five templates provide applicants with a structured format to create a professional and convincing application letter for a security job. The templates cater to various situations, including applicants with experience or no experience, applicants applying for a senior or management role, and those applying for armed security positions.

A well-crafted application letter should highlight the applicant's relevant skills, experience, and certifications while demonstrating their interest and enthusiasm for the position. It's important to tailor the application letter to the specific job requirements and to showcase how the applicant's expertise can contribute to the organization's security objectives.

These templates can be used as a starting point to create a personalized and effective application letter that catches the attention of the hiring manager and increases the chances of landing the desired security job.

Here are five templates for an application letter for a security job:

Template 1: Basic Security Job Application Letter

Dear [Hiring Manager’s Name],

I am writing to express my keen interest in the Security Job position advertised on [mention where you saw the advertisement]. I am a highly motivated individual with [number of years] years of experience in the security industry.

I possess excellent communication skills and the ability to stay calm and composed in stressful situations. I am physically fit and capable of handling any emergency situation. I have also completed relevant courses and hold a [mention any relevant certification or license] license.

I am confident that my experience and skills make me an excellent candidate for the Security Job position. I would be honored to contribute to your team and ensure the safety of your organization. Thank you for considering my application.

[Your Name]

Template 2: Security Job Application Letter with No Experience

I am writing to express my interest in the Security Job position advertised on [mention where you saw the advertisement]. Though I am a fresher in the field, I am willing to learn and work hard to prove my worth.

I have completed [mention any relevant coursework or training] and am physically fit to handle the demands of the job. I have excellent communication skills and the ability to work well under pressure.

I am highly motivated and eager to start my career in the security industry. I am confident that I can learn quickly and make a positive contribution to your team. Thank you for considering my application.

Template 3: Application Letter for Senior Security Job

I am writing to apply for the Senior Security Job position advertised on [mention where you saw the advertisement]. With over [number of years] years of experience in the security industry, I am confident in my ability to lead and manage a team of security personnel.

I possess excellent communication and leadership skills and the ability to make quick decisions in stressful situations. I have experience in conducting security assessments, preparing security plans, and implementing security protocols.

I have also completed relevant courses and hold a [mention any relevant certification or license] license. I am highly motivated and eager to contribute my expertise to your organization. Thank you for considering my application.

Template 4: Application Letter for Armed Security Job

I am writing to apply for the Armed Security Job position advertised on [mention where you saw the advertisement]. I am a highly trained and experienced security professional with [number of years] years of experience in the security industry.

I possess excellent communication and problem-solving skills and am physically fit to handle the demands of the job. I am trained and licensed to carry a firearm and have experience in handling emergency situations.

I am highly motivated and eager to use my skills and experience to ensure the safety of your organization. Thank you for considering my application.

Template 5: Application Letter for Security Manager Job

I am writing to apply for the Security Manager Job position advertised on [mention where you saw the advertisement]. With over [number of years] years of experience in the security industry, I am confident in my ability to lead and manage a team of security personnel.

I have also completed relevant courses and hold a [mention any relevant certification or license] license. I am highly motivated and eager to contribute my expertise to your organization in a leadership role. Thank you for considering my application.

We are delighted to extend our professional proofreading and writing services to cater to all your business and professional requirements, absolutely free of charge at Englishtemplates.com . Should you need any email, letter, or application templates, please do not hesitate to reach out to us at englishtemplates.com. Kindly leave a comment stating your request, and we will ensure to provide the necessary template at the earliest.

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Application Letter for Security Job

Sample job application letter for a security officer to apply for jobs as a security guard, security personnel, a security guard with experience, and a cover letter to apply as a security professional.

Application Letter for Security Guard Job Position

I want to apply for the security guard poison at your company “(company name)”. I have a valid arms(arm name) license. I am young, and energetic to handle all kinds of people, and problems. I assure you my hiring will give you the best performance as a security guard .

Sincerely Yours,

(Your Name)

Application Letter for a Security Job with No Experience but Retired from Forces

Dear Sir, or Madam,

I want to apply for the position of security job in your (company name). I am a retired officer from (forces name), having a valid arms license, and looking for a suitable security job position. I hope you will consider my request, and offer me a suitable security position .

Application Letter for a Security Job with Experience

The Manager HR, Super Logistics,

I am writing to express my strong interest in getting myself appointed as a security officer in your organization. Previously, I have been working extensively for various firms as security in-charge, the detail of which is mentioned in my curriculum vitae. Furthermore, I have also studied ‘Criminology’ during graduation, and keep a strong interest in this field.

If you require any further information, feel free to contact me. My curriculum vitae, academic documents, and experience certificates are enclosed herewith.

I look forward to hearing from you.

Thomas St-earns Eliot

Application for the Post of a Security Officer

Dear Sir/ Madam,

I am writing you because I would like to apply for a security officer job.  I am very hard working. I’m good at working in a team, but I can also work independently when needed. I used to work for an independent security company, but due to a bad reputation after a court case, they went bankrupt.

I do have the relevant security training, and I have a fully valid DBS license. This means that I can stop, and search for people.  I like to meet new people, and help them feel safe wherever possible. I want to work with you because you are a new security firm, and I would like very much to be a part of getting you on the right track, and getting a good reputation for you.

You will find attached my full CV with all of my contact details. I hope that you will consider me. I look forward to hearing back from you.

Yours sincerely,

Mr. Roger Lucas

Job Cover Letter for Security Officer

Dear Sir/Madam,

I am writing to you regarding the job of a security officer in your company. I have seen that you have given an advertisement online for a security officer. I have been working as a security officer in a law firm, and many security regions were under my supervision.

I have many diplomas in security, and have 6 years of experience in this field. It would be really great for me if you considered me for this post. You can contact me on my cell number: 00000000000

Kindly grant me a chance to prove myself worthy for this post. Also, you will be delighted to hire me for this post.

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I had never works as a security officer so how to write sort letter

check it here: https://semioffice.com/cover-letters/applying-for-a-security-officer-position-with-no-prior-experience/

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• In the coming months, we expect to introduce new capabilities, longer context windows, additional model sizes, and enhanced performance, and we’ll share the Llama 3 research paper.
• Meta AI, built with Llama 3 technology, is now one of the world’s leading AI assistants that can boost your intelligence and lighten your load—helping you learn, get things done, create content, and connect to make the most out of every moment. You can try Meta AI here .

Today, we’re excited to share the first two models of the next generation of Llama, Meta Llama 3, available for broad use. This release features pretrained and instruction-fine-tuned language models with 8B and 70B parameters that can support a broad range of use cases. This next generation of Llama demonstrates state-of-the-art performance on a wide range of industry benchmarks and offers new capabilities, including improved reasoning. We believe these are the best open source models of their class, period. In support of our longstanding open approach, we’re putting Llama 3 in the hands of the community. We want to kickstart the next wave of innovation in AI across the stack—from applications to developer tools to evals to inference optimizations and more. We can’t wait to see what you build and look forward to your feedback.

Our goals for Llama 3

With Llama 3, we set out to build the best open models that are on par with the best proprietary models available today. We wanted to address developer feedback to increase the overall helpfulness of Llama 3 and are doing so while continuing to play a leading role on responsible use and deployment of LLMs. We are embracing the open source ethos of releasing early and often to enable the community to get access to these models while they are still in development. The text-based models we are releasing today are the first in the Llama 3 collection of models. Our goal in the near future is to make Llama 3 multilingual and multimodal, have longer context, and continue to improve overall performance across core LLM capabilities such as reasoning and coding.

State-of-the-art performance

Our new 8B and 70B parameter Llama 3 models are a major leap over Llama 2 and establish a new state-of-the-art for LLM models at those scales. Thanks to improvements in pretraining and post-training, our pretrained and instruction-fine-tuned models are the best models existing today at the 8B and 70B parameter scale. Improvements in our post-training procedures substantially reduced false refusal rates, improved alignment, and increased diversity in model responses. We also saw greatly improved capabilities like reasoning, code generation, and instruction following making Llama 3 more steerable.

*Please see evaluation details for setting and parameters with which these evaluations are calculated.

In the development of Llama 3, we looked at model performance on standard benchmarks and also sought to optimize for performance for real-world scenarios. To this end, we developed a new high-quality human evaluation set. This evaluation set contains 1,800 prompts that cover 12 key use cases: asking for advice, brainstorming, classification, closed question answering, coding, creative writing, extraction, inhabiting a character/persona, open question answering, reasoning, rewriting, and summarization. To prevent accidental overfitting of our models on this evaluation set, even our own modeling teams do not have access to it. The chart below shows aggregated results of our human evaluations across of these categories and prompts against Claude Sonnet, Mistral Medium, and GPT-3.5.

Preference rankings by human annotators based on this evaluation set highlight the strong performance of our 70B instruction-following model compared to competing models of comparable size in real-world scenarios.

Our pretrained model also establishes a new state-of-the-art for LLM models at those scales.

To develop a great language model, we believe it’s important to innovate, scale, and optimize for simplicity. We adopted this design philosophy throughout the Llama 3 project with a focus on four key ingredients: the model architecture, the pretraining data, scaling up pretraining, and instruction fine-tuning.

Model architecture

In line with our design philosophy, we opted for a relatively standard decoder-only transformer architecture in Llama 3. Compared to Llama 2, we made several key improvements. Llama 3 uses a tokenizer with a vocabulary of 128K tokens that encodes language much more efficiently, which leads to substantially improved model performance. To improve the inference efficiency of Llama 3 models, we’ve adopted grouped query attention (GQA) across both the 8B and 70B sizes. We trained the models on sequences of 8,192 tokens, using a mask to ensure self-attention does not cross document boundaries.

Training data

To train the best language model, the curation of a large, high-quality training dataset is paramount. In line with our design principles, we invested heavily in pretraining data. Llama 3 is pretrained on over 15T tokens that were all collected from publicly available sources. Our training dataset is seven times larger than that used for Llama 2, and it includes four times more code. To prepare for upcoming multilingual use cases, over 5% of the Llama 3 pretraining dataset consists of high-quality non-English data that covers over 30 languages. However, we do not expect the same level of performance in these languages as in English.

To ensure Llama 3 is trained on data of the highest quality, we developed a series of data-filtering pipelines. These pipelines include using heuristic filters, NSFW filters, semantic deduplication approaches, and text classifiers to predict data quality. We found that previous generations of Llama are surprisingly good at identifying high-quality data, hence we used Llama 2 to generate the training data for the text-quality classifiers that are powering Llama 3.

We also performed extensive experiments to evaluate the best ways of mixing data from different sources in our final pretraining dataset. These experiments enabled us to select a data mix that ensures that Llama 3 performs well across use cases including trivia questions, STEM, coding, historical knowledge, etc.

Scaling up pretraining

To effectively leverage our pretraining data in Llama 3 models, we put substantial effort into scaling up pretraining. Specifically, we have developed a series of detailed scaling laws for downstream benchmark evaluations. These scaling laws enable us to select an optimal data mix and to make informed decisions on how to best use our training compute. Importantly, scaling laws allow us to predict the performance of our largest models on key tasks (for example, code generation as evaluated on the HumanEval benchmark—see above) before we actually train the models. This helps us ensure strong performance of our final models across a variety of use cases and capabilities.

We made several new observations on scaling behavior during the development of Llama 3. For example, while the Chinchilla-optimal amount of training compute for an 8B parameter model corresponds to ~200B tokens, we found that model performance continues to improve even after the model is trained on two orders of magnitude more data. Both our 8B and 70B parameter models continued to improve log-linearly after we trained them on up to 15T tokens. Larger models can match the performance of these smaller models with less training compute, but smaller models are generally preferred because they are much more efficient during inference.

To train our largest Llama 3 models, we combined three types of parallelization: data parallelization, model parallelization, and pipeline parallelization. Our most efficient implementation achieves a compute utilization of over 400 TFLOPS per GPU when trained on 16K GPUs simultaneously. We performed training runs on two custom-built 24K GPU clusters . To maximize GPU uptime, we developed an advanced new training stack that automates error detection, handling, and maintenance. We also greatly improved our hardware reliability and detection mechanisms for silent data corruption, and we developed new scalable storage systems that reduce overheads of checkpointing and rollback. Those improvements resulted in an overall effective training time of more than 95%. Combined, these improvements increased the efficiency of Llama 3 training by ~three times compared to Llama 2.

Instruction fine-tuning

To fully unlock the potential of our pretrained models in chat use cases, we innovated on our approach to instruction-tuning as well. Our approach to post-training is a combination of supervised fine-tuning (SFT), rejection sampling, proximal policy optimization (PPO), and direct preference optimization (DPO). The quality of the prompts that are used in SFT and the preference rankings that are used in PPO and DPO has an outsized influence on the performance of aligned models. Some of our biggest improvements in model quality came from carefully curating this data and performing multiple rounds of quality assurance on annotations provided by human annotators.

Learning from preference rankings via PPO and DPO also greatly improved the performance of Llama 3 on reasoning and coding tasks. We found that if you ask a model a reasoning question that it struggles to answer, the model will sometimes produce the right reasoning trace: The model knows how to produce the right answer, but it does not know how to select it. Training on preference rankings enables the model to learn how to select it.

Building with Llama 3

Our vision is to enable developers to customize Llama 3 to support relevant use cases and to make it easier to adopt best practices and improve the open ecosystem. With this release, we’re providing new trust and safety tools including updated components with both Llama Guard 2 and Cybersec Eval 2, and the introduction of Code Shield—an inference time guardrail for filtering insecure code produced by LLMs.

We’ve also co-developed Llama 3 with torchtune , the new PyTorch-native library for easily authoring, fine-tuning, and experimenting with LLMs. torchtune provides memory efficient and hackable training recipes written entirely in PyTorch. The library is integrated with popular platforms such as Hugging Face, Weights & Biases, and EleutherAI and even supports Executorch for enabling efficient inference to be run on a wide variety of mobile and edge devices. For everything from prompt engineering to using Llama 3 with LangChain we have a comprehensive getting started guide and takes you from downloading Llama 3 all the way to deployment at scale within your generative AI application.

A system-level approach to responsibility

We have designed Llama 3 models to be maximally helpful while ensuring an industry leading approach to responsibly deploying them. To achieve this, we have adopted a new, system-level approach to the responsible development and deployment of Llama. We envision Llama models as part of a broader system that puts the developer in the driver’s seat. Llama models will serve as a foundational piece of a system that developers design with their unique end goals in mind.

Instruction fine-tuning also plays a major role in ensuring the safety of our models. Our instruction-fine-tuned models have been red-teamed (tested) for safety through internal and external efforts. ​​Our red teaming approach leverages human experts and automation methods to generate adversarial prompts that try to elicit problematic responses. For instance, we apply comprehensive testing to assess risks of misuse related to Chemical, Biological, Cyber Security, and other risk areas. All of these efforts are iterative and used to inform safety fine-tuning of the models being released. You can read more about our efforts in the model card .

Llama Guard models are meant to be a foundation for prompt and response safety and can easily be fine-tuned to create a new taxonomy depending on application needs. As a starting point, the new Llama Guard 2 uses the recently announced MLCommons taxonomy, in an effort to support the emergence of industry standards in this important area. Additionally, CyberSecEval 2 expands on its predecessor by adding measures of an LLM’s propensity to allow for abuse of its code interpreter, offensive cybersecurity capabilities, and susceptibility to prompt injection attacks (learn more in our technical paper ). Finally, we’re introducing Code Shield which adds support for inference-time filtering of insecure code produced by LLMs. This offers mitigation of risks around insecure code suggestions, code interpreter abuse prevention, and secure command execution.

With the speed at which the generative AI space is moving, we believe an open approach is an important way to bring the ecosystem together and mitigate these potential harms. As part of that, we’re updating our Responsible Use Guide (RUG) that provides a comprehensive guide to responsible development with LLMs. As we outlined in the RUG, we recommend that all inputs and outputs be checked and filtered in accordance with content guidelines appropriate to the application. Additionally, many cloud service providers offer content moderation APIs and other tools for responsible deployment, and we encourage developers to also consider using these options.

Deploying Llama 3 at scale

Llama 3 will soon be available on all major platforms including cloud providers, model API providers, and much more. Llama 3 will be everywhere .

Our benchmarks show the tokenizer offers improved token efficiency, yielding up to 15% fewer tokens compared to Llama 2. Also, Group Query Attention (GQA) now has been added to Llama 3 8B as well. As a result, we observed that despite the model having 1B more parameters compared to Llama 2 7B, the improved tokenizer efficiency and GQA contribute to maintaining the inference efficiency on par with Llama 2 7B.

For examples of how to leverage all of these capabilities, check out Llama Recipes which contains all of our open source code that can be leveraged for everything from fine-tuning to deployment to model evaluation.

What’s next for Llama 3?

The Llama 3 8B and 70B models mark the beginning of what we plan to release for Llama 3. And there’s a lot more to come.

Our largest models are over 400B parameters and, while these models are still training, our team is excited about how they’re trending. Over the coming months, we’ll release multiple models with new capabilities including multimodality, the ability to converse in multiple languages, a much longer context window, and stronger overall capabilities. We will also publish a detailed research paper once we are done training Llama 3.

To give you a sneak preview for where these models are today as they continue training, we thought we could share some snapshots of how our largest LLM model is trending. Please note that this data is based on an early checkpoint of Llama 3 that is still training and these capabilities are not supported as part of the models released today.

We’re committed to the continued growth and development of an open AI ecosystem for releasing our models responsibly. We have long believed that openness leads to better, safer products, faster innovation, and a healthier overall market. This is good for Meta, and it is good for society. We’re taking a community-first approach with Llama 3, and starting today, these models are available on the leading cloud, hosting, and hardware platforms with many more to come.

Try Meta Llama 3 today

We’ve integrated our latest models into Meta AI, which we believe is the world’s leading AI assistant. It’s now built with Llama 3 technology and it’s available in more countries across our apps.

You can use Meta AI on Facebook, Instagram, WhatsApp, Messenger, and the web to get things done, learn, create, and connect with the things that matter to you. You can read more about the Meta AI experience here .

Visit the Llama 3 website to download the models and reference the Getting Started Guide for the latest list of all available platforms.

You’ll also soon be able to test multimodal Meta AI on our Ray-Ban Meta smart glasses.

As always, we look forward to seeing all the amazing products and experiences you will build with Meta Llama 3.

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