SEO
A Complete SEO Checklist for Website Owners

Search engine optimization (SEO) is a broad discipline where it can be easy to get stuck or caught up in details.
Sure, the specifics matter – but a top-down approach with a comprehensive strategy to keep you on track is essential.
Whether you’re just starting out or are a Fortune 500 brand, you’ll find that an SEO plan that considers the full set of factors and ongoing updates will help you improve and grow.
So in this column, you’ll find a full checklist to help you craft an SEO strategy built for your unique needs. You’ll work through key considerations for:
- Technical SEO.
- On-page optimizations.
- External factors.
You’ll want to keep these factors that make up a good website in mind, too. Have your content, UX, IT, and other marketing resources ready to join you on your SEO journey for the best possible outcomes.
Happy optimizing!
Technical SEO Cheat Sheet
Before focusing on the specific content that you want to rank in the search engines, you have to make sure that your site can be indexed and crawled.
This all falls into the category of technical SEO.
Free Reporting Platforms
Start off by making sure you have Google Search Console, Bing Webmaster Tools, Google Analytics, and Google Tag Manager tied into your site.
These tools all deliver great diagnostic and analytics data to help you along the way.
XML Sitemap
This is a table of contents for your website. The sitemap file is the modern way of “submitting” your pages to search engines.
Most website platforms have this built-in or have plugins/add-ons that will create a dynamic sitemap that stays in sync with the pages on your site.
At worst, you should at least have a static one that you can generate through a number of free tools.
Robots.txt
This file provides instructions to the search engines on what pages or parts of the site to not index. By default, the search engines will look at all the content they can find.
Even if you don’t want to restrict the search engines from indexing any pages on your site, make sure this file:
- Is accurate.
- Validates in Google Search Console and Bing Webmaster Tools.
- Doesn’t accidentally block important content from being indexed (or your whole site).
See Best Practices for Setting Up Meta Robots Tags & Robots.txt to learn more.
Domains
If you own more than just your primary domain name, make sure you know what each of your additional domain names is doing. If they are parked and not in use, that’s fine.
If they redirect to your website, check to ensure that they 301 redirect to it (versus mirroring the site or doing a 302 redirect).
This could be a quick area to simply check and move on from, but don’t overlook it as it can cause issues with duplicate content and confusion over which domain name is the real one.
Site Architecture
The more hierarchy and structure you can build into your navigation and sections of your site, the better. This will benefit users and the search engines and present organized topics and content (more on that later).
Aim to get your directory structure and URLs to match the literal page and file structure of your site’s content.
Stepping back and mapping out your site structure or sitemap is a good starting point. This gets you to think about the content, how you prioritize certain aspects of your site, and how you want to funnel your users (as well as the search engines) through it.
Speed
We continue to see stats showing that users spend less and less time before bouncing.
The search engines have worked over the years to incorporate page speed into their ranking factors.
Look for ways to minimize the use of JavaScript and heavy loading pieces of code in your pages and find ways to cache or load elements externally.
There are some great developer tools that can help you identify the right areas to optimize in your own website to get your page load times to competitive levels.
See How to Improve Site Performance: 4 Speed Audit Quick Wins for more.
Mobile-Friendly
It’s a given that we have to be mobile-friendly. However, even if you built your site in a mobile framework like responsive design, it’s important to make sure that it actually validates.
Be sure to run it through Google’s mobile-friendly test.
Also, do as much user experience (UX) and quality assurance (QA) testing as possible to make sure it truly works for your users on all devices you anticipate them using.
404 Pages
Don’t forget to create a custom 404 page and put helpful information on it. You don’t want to lose a visitor to your site by having a default browser error come up.
You should create a 404 page that includes helpful links, navigation, site search functionality, and contact options.
SSL
Much like mobile-friendly and site speed needs, having a secure site is important.
If your website isn’t under an SSL, you may lose users before they even get to your site when they see a security warning in Chrome or other browsers.
Instill trust in your website by taking the typically simple step of implementing an SSL certification on your site.
Plugins, Add-ons, Or Extensions
If you’re using a content management system, chances are that you are already using plugins or other code extensions that you trust.
Most platforms have tools that you can add to your site that provide additional control over SEO and analytics functions.
Whether these are WordPress SEO plugins or others for Drupal, Magento, etc., you should watch for trusted plugins, extensions, or add-ons that give you maximum control and functionality.
Core Web Vitals
Core Web Vitals is a category of additional technical page factors that now matter to Google.
These ranking factors are in addition to the Page Experience factors like mobile-friendliness and page speed. These page experience factors can definitely take you down a path into detailed coding and IT areas.
Be sure to do your research to learn about CWV. If you’re not the person responsible for the technical implementation of updates to optimize for LCP, FID, and CLS, then prepare your compelling case why they matter to SEO and bring the information to the team members you’ll rely on for implementing.
Pre-existing Issues
Do you have baggage from a previous site or old, outdated SEO tactics?
Or, maybe you have a legitimate reason for having duplicate content all over your site and the web.
Knowing what you’re facing is important before you get into on-page optimization.
If you have multiple duplicate pages, for a good reason, you’ll want to consider a canonical strategy or how you want to use robots instructions for indexing.
This is important to be aware of and sort out before you invest time and effort into page-level optimization.
Copyscape and Screaming Frog are among my favorite tools for finding duplication and analyzing content before digging into on-page SEO.
On-Page SEO Cheat Sheet
Most people tend to think about on-page factors (e.g., keywords, content, title tags) whenever SEO is mentioned. However, the days of optimizing just single parts of pages or websites as a strategy are gone.
The search engines care about context way more than keywords, so don’t be tempted to just update meta tags or body copy and move on.
The way we build context is in all of the on-page elements within a page and then thinking about how pages relate to each other within sections and navigation of the site.
Keywords & Topics
Before you can really focus on building context, you have to know what you want to build it for.
If you haven’t done keyword research or broader research on your target audiences, you’ll need to pause here and take some time to learn what topics and phrases your audience will use to find your website.
Remember that the days of stuffing terms into page copy or tags are long gone.
We have to use SEO tools to uncover the right terms, phrases, and topics that align with what we do. From there, we can drill down into individual words to apply within the site architecture.
Basically, you need to know the terms that matter, map them to your content, and then get to work on the rest of the on-page factors list to follow.
Content
Content is necessary to show relevancy.
If you have few words and aspects to your website it is hard to compete with sites that are robust and full of content. More isn’t always better as high quality definitely beats high quantity.
But, if you can achieve both, you’ll be in an even better place.
Rich content written for users that resonates with them and is clear to the search engines is where you win. Don’t be tempted to use outdated tactics that will harm the user experience and put you at risk with the search engines.
See Why Content Is Important for SEO for tips.
URL
This is the first element of a page and one that is sometimes overlooked. The search engines can index ugly, faceted URLs just fine.
However, the URL is an opportunity to present a clean directory structure that includes keywords and context as to what the page is about.
Don’t miss the opportunity to customize the URL paths.
Title
Again, the title tag alone is not going to do much for you. However, you need to have a relevant, unique tag for each page.
Be mindful of best practices for length and the keywords that are most relevant to the page topic and write and implement static tags or ensure that you have dynamic formulas in place to populate the title.
Meta Description
Like the title tag, we need to have a custom and topically relevant meta description for each page.
Whether static or dynamic, make sure it is helpful to the user, contains keywords relevant to the content, and helps build context with the title tag.
Headings
Heading or “H” tags are debated in importance for SEO. Again, I’m not focused on a single element, but how all elements work in concert to build context.
If you can use heading tags, do so in an organized fashion and make sure they use keywords that are relevant. Try to use just one H1 tag and have it be the first.
Often website platforms or developers use these for CSS purposes so you might have no H1 tag on a page and a bunch of H6 tags. Be mindful of these and how they are woven into your code and content.
Body Copy
While much of the old school focus on latent semantic indexing, keyword density, and formulas for how many times words need to appear on a page is obsolete, you can’t ignore the fact that body copy on the page often accounts for the biggest block of indexable content.
Don’t skip out on including your focus keywords in the body copy as you need to tie into the context you’re building in the other areas up to this point.
However, don’t obsess over using a keyword 37 times. Do what’s natural and focus on the bigger picture and you’ll be in good shape.
Image Alt Attributes
One of the biggest red flags I get in results from accessibility and on-page auditing reporting tools is missing alt text. Alt text is helpful for search engines to understand what an image is about.
This is another opportunity to work keywords into a page. Plus, you need to consider those in your audience who may be using a screen-reader and ensuring that your site is fully accessible.
Structured Data
While not necessarily a direct ranking factor – Schema.org markup goes right to the heart of building context.
Using the appropriate structured data markup for your website content can help provide another cue to the search engines as to what segment or category your subject matter is in.
If your website platform doesn’t have an easy way to add this and if it is a big line item in terms of cost or time, put it at the back of the line behind the items noted above.
However, keep it on your radar.
External SEO Factors
This is the bonus section.
External factors are things that you can’t control on your website and don’t necessarily fall into a checklist.
However, I’d be remiss if I painted a picture that all you need to do are the indexing and on-page things and that you’re going to rise to the top of the search engines.
On-page factors influence relevance and trust of your content to the search engines. External factors influence your “authority” status and validate your site as the subject matter expert.
Links
Inbound links (a.k.a. backlinks) to your website from credible and authoritative websites play a huge role in SEO. Also important are unlinked brand mentions (a.k.a. citations) and how much your website is talked about on the web.
There’s a lot to be said about creating great content that people naturally want to link to.
To supplement your awesome content, it doesn’t hurt to look for great sources of quality links through natural relationships, accreditation, and possible traffic sources in your industry.
You want to focus your efforts on quality sources that are relevant to your subject matter – and never pay for a link in a way that violates the search engines’ respective guidelines.
Local Search
If you have a physical or service-based business, local directory and search site citations are key.
While claiming and properly owning your listing helps protect your brand at a basic level, you need to make sure your name, address, and phone number (NAP data) are accurate and consistent across all local and social directory listing sites that are relevant.
There’s an entire local directory ecosystem and if you can at least tackle NAP data, you’ll build a good foundation.
Social Media
Social media can also enhance your SEO (and other digital marketing) efforts, even if it won’t directly impact your rankings.
Ensuring that your website links to your owned and active social media accounts and vice versa is an important first step.
Beyond that, you need to ensure that your level of engagement is on par with your high-ranking peers. This is a relative scale, but by understanding what your competition is doing you can ensure that the SEO aspect of social is covered.
Conclusion
I hope this checklist helps you optimize your website. By making improvements to your website’s technical and on-page SEO, you will help Google find and index your content.
As you continue to optimize your website, keep an eye on your organic search traffic in Google Analytics to see the results of your changes.
More resources:
Featured Image: E.F.S/Shutterstock
SEO
Mozilla VPN Security Risks Discovered

Mozilla published the results of a recent third-party security audit of its VPN services as part of it’s commitment to user privacy and security. The survey revealed security issues which were presented to Mozilla to be addressed with fixes to ensure user privacy and security.
Many search marketers use VPNs during the course of their business especially when using a Wi-Fi connection in order to protect sensitive data, so the trustworthiness of a VNP is essential.
Mozilla VPN
A Virtual Private Network (VPN), is a service that hides (encrypts) a user’s Internet traffic so that no third party (like an ISP) can snoop and see what sites a user is visiting.
VPNs also add a layer of security from malicious activities such as session hijacking which can give an attacker full access to the websites a user is visiting.
There is a high expectation from users that the VPN will protect their privacy when they are browsing on the Internet.
Mozilla thus employs the services of a third party to conduct a security audit to make sure their VPN is thoroughly locked down.
Security Risks Discovered
The audit revealed vulnerabilities of medium or higher severity, ranging from Denial of Service (DoS). risks to keychain access leaks (related to encryption) and the lack of access controls.
Cure53, the third party security firm, discovered and addressed several risks. Among the issues were potential VPN leaks to the vulnerability of a rogue extension that disabled the VPN.
The scope of the audit encompassed the following products:
- Mozilla VPN Qt6 App for macOS
- Mozilla VPN Qt6 App for Linux
- Mozilla VPN Qt6 App for Windows
- Mozilla VPN Qt6 App for iOS
- Mozilla VPN Qt6 App for Androi
These are the risks identified by the security audit:
- FVP-03-003: DoS via serialized intent
- FVP-03-008: Keychain access level leaks WG private key to iCloud
- VP-03-010: VPN leak via captive portal detection
- FVP-03-011: Lack of local TCP server access controls
- FVP-03-012: Rogue extension can disable VPN using mozillavpnnp (High)
The rogue extension issue was rated as high severity. Each risk was subsequently addressed by Mozilla.
Mozilla presented the results of the security audit as part of their commitment to transparency and to maintain the trust and security of their users. Conducting a third party security audit is a best practice for a VPN provider that helps assure that the VPN is trustworthy and reliable.
Read Mozilla’s announcement:
Mozilla VPN Security Audit 2023
Featured Image by Shutterstock/Meilun
SEO
Link Building Outreach for Noobs

Link outreach is the process of contacting other websites to ask for a backlink to your website.
For example, here’s an outreach email we sent as part of a broken link building campaign:
In this guide, you’ll learn how to get started with link outreach and how to get better results.
How to do link outreach
Link outreach is a four-step process:
1. Find prospects
No matter how amazing your email is, you won’t get responses if it’s not relevant to the person you’re contacting. This makes finding the right person to contact equally as important as crafting a great email.
Who to reach out to depends on your link building strategy. Here’s a table summarizing who you should find for the following link building tactics:
As a quick example, here’s how you would find sites likely to accept your guest posts:
- Go to Content Explorer
- Enter a related topic and change the dropdown to “In title”
- Filter for English results
- Filter for results with 500+ words
- Go to the “Websites” tab


This shows you the websites getting the most search traffic to content about your target topic.
From here, you’d want to look at the Authors column to prioritize sites with multiple authors, as this suggests that they may accept guest posts.


If you want to learn how to find prospects for different link building tactics, I recommend reading the resource below.
2. Find their contact details
Once you’ve curated a list of people to reach out to, you’ll need to find their contact information.
Typically, this is their email address. The easiest way to find this is to use an email lookup tool like Hunter.io. All you need to do is enter the first name, last name, and domain of your target prospect. Hunter will find their email for you:


To prevent tearing your hair from searching for hundreds of emails one-by-one, most email lookup tools allow you to upload a CSV list of names and domains. Hunter also has a Google Sheets add-on to make this even easier.


3. Send a personalized pitch
Knowing who to reach out to is half the battle won. The next ‘battle’ to win is actually getting the person to care.
Think about it. For someone to link to you, the following things need to happen:
- They must read your email
- They must be convinced to check out your content
- They must open the target page and complete all administrative tasks (log in to their CMS, find the link, etc.)
- They must link to you or swap out links
That’s a lot of steps. Most people don’t care enough to do this. That’s why there’s more to link outreach than just writing the perfect email (I’ll cover this in the next section).
For now, let’s look at how to craft an amazing email. To do that, you need to answer three questions:
- Why should they open your email? — The subject line needs to capture attention in a busy inbox.
- Why should they read your email? — The body needs to be short and hook the reader in.
- Why should they link to you? — Your pitch needs to be compelling: What’s in it for them and why is your content link-worthy?
For example, here’s how we wrote our outreach email based on the three questions:


Here’s another outreach email we wrote, this time for a campaign building links to our content marketing statistics post:


4. Follow up, once
People are busy and their inboxes are crowded. They might have missed your email or read it and forgot.
Solve this by sending a short polite follow-up.


One is good enough. There’s no need to spam the other person with countless follow-up emails hoping for a different outcome. If they’re not interested, they’re not interested.
Link outreach tips
In theory, link outreach is simply finding the right person and asking them for a link. But there is more to it than that. I’ll explore some additional tips to help improve your outreach.
Don’t over-personalize
Some SEOs swear by the sniper approach to link outreach. That is: Each email is 100% customized to the person you are targeting.
But our experience taught us that over-personalization isn’t better. We ran link-building campaigns that sent hyper-personalized emails and got no results.
It makes logical sense: Most people just don’t do favors for strangers. I’m not saying it doesn’t happen—it does—but rarely will your amazing, hyper-personalized pitch change someone’s mind.
So, don’t spend all your time tweaking your email just to eke out minute gains.
Avoid common templates
My first reaction seeing this email is to delete it:


Why? Because it’s a template I’ve seen many times in my inbox. And so have many others.
Another reason: Not only did he reference a post I wrote six years ago, it was a guest post, i.e., I do not have control over the site. This shows why finding the right prospects is important. He even got my name wrong.
Templates do work, but bad ones don’t. You can’t expect to copy-paste one from a blog post and hope to achieve success.
A better approach is to use the scoped shotgun approach: use a template but with dynamic variables.


You can do this with tools like Pitchbox and Buzzstream.
This can help achieve a decent level of personalization so your email isn’t spammy. But it doesn’t spend all your time writing customized emails for every prospect.
Send lots of emails
When we polled 800+ people on X and LinkedIn about their link outreach results, the average conversion rate was only 1-5%.


This is why you need to send more emails. If you run the numbers, it just makes sense:
- 100 outreach emails with a 1% success rate = 1 link
- 1,000 outreach emails with a 1% success rate = 10 links
I’m not saying to spam everyone. But if you want more high-quality links, you need to reach out to more high-quality prospects.
Build a brand
A few years ago, we published a link building case study:
- 515 outreach emails
- 17.55% reply rate
- 5.75% conversion rate
Pretty good results! Except the top comments were about how we only succeeded because of our brand:


It’s true; we acknowledge it. But I think the takeaway here isn’t that we should repeat the experiment with an unknown website. The takeaway is that more SEOs should be focused on building a brand.
We’re all humans—we rely on heuristics to make judgments. In this case, it’s branding. If your brand is recognizable, it solves the “stranger” problem—people know you, like you, and are more likely to link.
The question then: How do you build a brand?
I’d like to quote our Chief Marketing Officer Tim Soulo here:
What is a strong brand if not a consistent output of high-quality work that people enjoy? Ahrefs’ content team has been publishing top-notch content for quite a few years on our blog and YouTube channel. Slowly but surely, we were able to reach tens of millions of people and instill the idea that “Ahrefs’ content = quality content”—which now clearly works to our advantage.
Ahrefs was once unknown, too. So, don’t be disheartened if no one is willing to link to you today. Rome wasn’t built in a day.
Trust the process and create incredible content. Show it to people. You’ll build your brand and reputation that way.
Build relationships with people in your industry
Outreach starts before you even ask for a link.
Think about it: People don’t do favors for strangers but they will for friends. If you want to build and maintain relationships in the industry, way before you start any link outreach campaigns.
Don’t just rely on emails either. Direct messages (DMs) on LinkedIn and X, phone calls—they all work. For example, Patrick Stox, our Product Advisor, used to have a list of contacts he regularly reached out to. He’d hop on calls and even send fruit baskets.
Create systems and automations
In its most fundamental form, link outreach is really about finding more people and sending more emails.
Doing this well is all about building systems and automations.
We have a few videos on how to build a team and a link-building system, so I recommend that you check them out.
Final thoughts
Good link outreach is indistinguishable from good business development.
In business development, your chances of success will increase if you:
- Pitch the right partners
- Have a strong brand
- Have prior relationships with them
- Pitch the right collaboration ideas
The same goes for link outreach. Follow the principles above and you will see more success for your link outreach campaigns.
Any questions or comments? Let me know on Twitter X.
SEO
Research Shows Tree Of Thought Prompting Better Than Chain Of Thought

Researchers discovered a way to defeat the safety guardrails in GPT4 and GPT4-Turbo, unlocking the ability to generate harmful and toxic content, essentially beating a large language model with another large language model.
The researchers discovered that the use of tree-of-thought (ToT)reasoning to repeat and refine a line of attack was useful for jailbreaking another large language model.
What they found is that the ToT approach was successful against GPT4, GPT4-Turbo, and PaLM-2, using a remarkably low number of queries to obtain a jailbreak, on average less than thirty queries.
Tree Of Thoughts Reasoning
A Google research paper from around May 2022 discovered Chain of Thought Prompting.
Chain of Thought (CoT) is a prompting strategy used on a generative AI to make it follow a sequence of steps in order to solve a problem and complete a task. The CoT method is often accompanied with examples to show the LLM how the steps work in a reasoning task.
So, rather than just ask a generative AI like Midjourney or ChatGPT to do a task, the chain of thought method instructs the AI how to follow a path of reasoning that’s composed of a series of steps.
Tree of Thoughts (ToT) reasoning, sometimes referred to as Tree of Thought (singular) is essentially a variation and improvement of CoT, but they’re two different things.
Tree of Thoughts reasoning is similar to CoT. The difference is that rather than training a generative AI to follow a single path of reasoning, ToT is built on a process that allows for multiple paths so that the AI can stop and self-assess then come up with alternate steps.
Tree of Thoughts reasoning was developed in May 2023 in a research paper titled Tree of Thoughts: Deliberate Problem Solving with Large Language Models (PDF)
The research paper describes Tree of Thought:
“…we introduce a new framework for language model inference, Tree of Thoughts (ToT), which generalizes over the popular Chain of Thought approach to prompting language models, and enables exploration over coherent units of text (thoughts) that serve as intermediate steps toward problem solving.
ToT allows LMs to perform deliberate decision making by considering multiple different reasoning paths and self-evaluating choices to decide the next course of action, as well as looking ahead or backtracking when necessary to make global choices.
Our experiments show that ToT significantly enhances language models’ problem-solving abilities…”
Tree Of Attacks With Pruning (TAP)
This new method of jailbreaking large language models is called Tree of Attacks with Pruning, TAP. TAP uses two LLMs, one for attacking and the other for evaluating.
TAP is able to outperform other jailbreaking methods by significant margins, only requiring black-box access to the LLM.
A black box, in computing, is where one can see what goes into an algorithm and what comes out. But what happens in the middle is unknown, thus it’s said to be in a black box.
Tree of thoughts (TAP) reasoning is used against a targeted LLM like GPT-4 to repetitively try different prompting, assess the results, then if necessary change course if that attempt is not promising.
This is called a process of iteration and pruning. Each prompting attempt is analyzed for the probability of success. If the path of attack is judged to be a dead end, the LLM will “prune” that path of attack and begin another and better series of prompting attacks.
This is why it’s called a “tree” in that rather than using a linear process of reasoning which is the hallmark of chain of thought (CoT) prompting, tree of thought prompting is non-linear because the reasoning process branches off to other areas of reasoning, much like a human might do.
The attacker issues a series of prompts, the evaluator evaluates the responses to those prompts and then makes a decision as to what the next path of attack will be by making a call as to whether the current path of attack is irrelevant or not, plus it also evaluates the results to determine the likely success of prompts that have not yet been tried.
What’s remarkable about this approach is that this process reduces the number of prompts needed to jailbreak GPT-4. Additionally, a greater number of jailbreaking prompts are discovered with TAP than with any other jailbreaking method.
The researchers observe:
“In this work, we present Tree of Attacks with Pruning (TAP), an automated method for generating jailbreaks that only requires black-box access to the target LLM.
TAP utilizes an LLM to iteratively refine candidate (attack) prompts using tree-of-thoughts reasoning until one of the generated prompts jailbreaks the target.
Crucially, before sending prompts to the target, TAP assesses them and prunes the ones unlikely to result in jailbreaks.
Using tree-of-thought reasoning allows TAP to navigate a large search space of prompts and pruning reduces the total number of queries sent to the target.
In empirical evaluations, we observe that TAP generates prompts that jailbreak state-of-the-art LLMs (including GPT4 and GPT4-Turbo) for more than 80% of the prompts using only a small number of queries. This significantly improves upon the previous state-of-the-art black-box method for generating jailbreaks.”
Tree Of Thought (ToT) Outperforms Chain Of Thought (CoT) Reasoning
Another interesting conclusion reached in the research paper is that, for this particular task, ToT reasoning outperforms CoT reasoning, even when adding pruning to the CoT method, where off topic prompting is pruned and discarded.
ToT Underperforms With GPT 3.5 Turbo
The researchers discovered that ChatGPT 3.5 Turbo didn’t perform well with CoT, revealing the limitations of GPT 3.5 Turbo. Actually, GPT 3.5 performed exceedingly poorly, dropping from 84% success rate to only a 4.2% success rate.
This is their observation about why GPT 3.5 underperforms:
“We observe that the choice of the evaluator can affect the performance of TAP: changing the attacker from GPT4 to GPT3.5-Turbo reduces the success rate from 84% to 4.2%.
The reason for the reduction in success rate is that GPT3.5-Turbo incorrectly determines that the target model is jailbroken (for the provided goal) and, hence, preemptively stops the method.
As a consequence, the variant sends significantly fewer queries than the original method…”
What This Mean For You
While it’s amusing that the researchers use the ToT method to beat an LLM with another LLM, it also highlights the usefulness of ToT for generating surprising new directions in prompting in order to achieve higher levels of output.
- TL/DR Takeaways:
- Tree of Thought prompting outperformed Chain of Thought methods
- GPT 3.5 worked significantly poorly in comparison to GPT 4 in ToT
- Pruning is a useful part of a prompting strategy
- Research showed that ToT is superior to CoT in an intensive reasoning task like jailbreaking an LLM
Read the original research paper:
Tree of Attacks: Jailbreaking Black-Box LLMs Automatically (PDF)
Featured Image by Shutterstock/THE.STUDIO
-
SEO6 days ago
GPT Store Set To Launch In 2024 After ‘Unexpected’ Delays
-
SOCIAL7 days ago
Is this X’s (formerly Twitter) final goodbye to big advertisers? It looks like it
-
SEARCHENGINES6 days ago
Google Core Update Done Followed By Intense Search Volatility, New Structured Data, Google Ads Head Steps Down & 20 Years Covering Search
-
TECHNOLOGY6 days ago
Next-gen chips, Amazon Q, and speedy S3
-
MARKETING6 days ago
The Complete Guide to Becoming an Authentic Thought Leader
-
MARKETING7 days ago
How to Increase Survey Completion Rate With 5 Top Tips
-
WORDPRESS1 day ago
8 Best Zapier Alternatives to Automate Your Website
-
SEO6 days ago
Firefox URL Tracking Removal – Is This A Trend To Watch?
You must be logged in to post a comment Login