Each LLM offers unique strengths and capabilities, making them indispensable tools for developers, researchers, and organizations. Let’s embark on a journey to discover the potential of these cutting-edge models.

LLaMA 2: Empowering AI Interactions

LLaMA 2, developed collaboratively by Meta AI and Microsoft, is a groundbreaking AI language model with three available sizes, ranging from 7 to a staggering 70 billion parameters. It’s not just an upgrade but a monumental leap in AI capabilities. LLaMA 2 possesses the ability to comprehend both text and images, making it ideal for multimodal tasks. Supported on platforms like Azure and Windows, this model democratizes AI access. Safety is at its core, with extensive training to minimize harmful outputs.

Key Advantages:

• Multimodal capabilities for text and image understanding, suitable for diverse tasks.
• Availability in three sizes, catering to a wide range of use cases.
• Seamless integration with platforms like Azure and Windows.
• Rigorous safety measures to ensure responsible AI use.
• Open availability for fine-tuning on multiple platforms.
• Diverse training data for comprehensive understanding, reducing biases.

Claude 2: Elevating AI Performance

Claude 2, developed by Anthropic, is a model designed to elevate AI performance to new heights. This model achieved an impressive score in the Bar exam, surpassing its predecessor. In GRE reading and writing exams, Claude 2 performed above the 90th percentile, showcasing its proficiency in comprehending and generating intricate content. It excels in processing extensive documents and demonstrates enhanced coding capabilities. Safety is paramount, ensuring responsible AI use.

Key Advantages:

• Remarkable performance in academic evaluations, highlighting its competency.
• Ability to process inputs of up to 100K tokens, enabling in-depth analysis.
• Enhanced coding proficiency for complex programming tasks.
• Focus on reducing harmful content generation, prioritizing ethical AI.
• Plans for global availability in the near future, expanding its reach.

T5: A Versatile Text-To-Text Model

T5, or Text-To-Text Transfer Transformer, is a versatile pre-trained language model developed by researchers at Google AI. It’s based on the Transformer architecture and designed to handle a wide range of natural language processing tasks through a unified “text-to-text” framework. With 11 different sizes, T5’s models vary from small to extra-large, with the largest having 11 billion parameters.

Key features of T5:

• Encoder-decoder architecture: T5 employs an encoder-decoder architecture, treating almost all NLP tasks as a text-to-text problem. This results in enhanced consistency in model design.
• Pre-training for diverse tasks: In T5’s pre-training process, the model generates target text from the source text, which includes various tasks like translation, summarization, classification, and more. This approach results in a versatile and unified model.
• Flexible input-output paradigm: It operates in a “text as input, text as output” paradigm. Framing tasks in this manner reduces complexity and allows fine-tuning for specific objectives.
• Adapter-based architecture: T5 uses a modular architecture that adapts to new tasks through several additional parameters.
• Contextual consistency: T5 maintains coherence in lengthy interactions and produces natural-flowing conversations.

GPT-NeoX-20B: The Open-Source Powerhouse

GPT-NeoX-20B, developed by EleutherAI, is a formidable open-source AI model with 20 billion parameters. It builds upon the architecture of GPT-3 while introducing innovations like synchronous data parallelism and gradient checkpointing. GPT-NeoX-20B is known for its ability to produce coherent and contextually relevant content, efficient multi-GPU training, and fine-tunability for various applications.

Key Advantages:

• Innovative features like synchronous data parallelism enhance training efficiency.
• Efficient multi-GPU training for faster model development.
• Coherent and contextually relevant content generation, ensuring high-quality outputs.
• Fine-tunable for various applications, making it adaptable to specific needs.

GPT-J: Scaling Down Without Sacrificing Quality

GPT-J is a model with 6 billion parameters, making it more accessible compared to larger models. Trained on the Pile dataset, it shares its roots with the GPT-2 architecture. GPT-J employs parallel decoders for efficient text processing, excelling in powerful text generation capabilities. With a user-friendly API, it’s a cost-effective alternative to larger models.

Key Advantages:

• Accessibility with 6 billion parameters, balancing cost and performance.
• Efficient text processing with parallel decoders, speeding up text generation tasks.
• Powerful text generation capabilities for natural language processing tasks.
• User-friendly API, simplifying integration into various applications.
• Cost-effective alternative to larger models, reducing computational expenses.

OPT-175B: Efficiency and Scale Unleashed

OPT-175B boasts a colossal size of 175 billion parameters and is primarily trained on unlabeled text data containing English sentences. It utilizes gradient checkpointing for memory efficiency, excels at few-shot learning, supports mixed precision training, and is committed to reducing its carbon footprint.

Key Advantages:

• Massive size with 175 billion parameters, enabling comprehensive learning.
• Memory-efficient gradient checkpointing, reducing memory consumption during training.
• Excellence in few-shot learning, allowing the model to adapt quickly to new tasks.
• Support for mixed precision training, optimizing training speed and efficiency.
• Focus on reducing carbon footprint, promoting environmental responsibility.

BLOOM: Fostering Scientific Collaboration

Description: BLOOM, developed by BigScience, is a monumental achievement with 176 billion parameters. It’s designed to foster scientific collaboration and breakthroughs. BLOOM relies on 46 natural world languages and 13 programming languages, ensuring inclusivity. With advanced contextual comprehension and ethical communication, it prioritizes responsible AI use and cultural sensitivity.

Key Advantages:

• Large-scale with 176 billion parameters, enabling in-depth scientific research.
• Multilingual competence for global collaboration, breaking language barriers.
• Advanced contextual comprehension, providing nuanced responses.
• Ethical communication and cultural sensitivity, promoting responsible AI.
• Inclusive language for a diverse user base, reducing biases.

Baichuan-13B: China’s AI Contender

Baichuan-13B, introduced by China’s Baichuan Inc., is a formidable open-source LLM designed to compete on the global stage. With 13 billion parameters and a pre-training dataset of 1.3 trillion tokens, it excels in both English and Chinese AI language processing. It empowers applications spanning sentiment analysis to Mandarin content creation, aligning with Baichuan’s mission to democratize generative AI.

Key Advantages:

• Proficiency in understanding and generating Chinese content.
• Simplified data interaction for research and trend analysis.
• A vast capacity of 13 billion parameters for nuanced communication.
• Industry-grade performance across various applications.

BERT: Bidirectional Context Understanding

BERT (Bidirectional Encoder Representations from Transformers) was created by researchers at Google AI. With a model size of up to 340 million parameters, BERT has been trained on a diverse dataset comprising 3.3 billion words, including BookCorpus and Wikipedia.

Key features of BERT:

Bidirectional context: BERT comprehends context from both directions in a sentence, enhancing its grasp of nuanced relationships and improving understanding.

Attention mechanism: It employs attention mechanisms focusing on relevant words, capturing intricate dependencies, and enabling the model to give context-aware responses.

Masked language model: During training, BERT masks certain words and predicts them using surrounding context, enhancing its ability to infer relationships and meaning.

Next sentence prediction: BERT also learns to predict whether a sentence follows another in a given text. It enhances BERT’s understanding of sentence relationships, which is beneficial for tasks like question answering and summarization.

Task agnostic: BERT’s pretraining and fine-tuning approach enables easy adaptation to different tasks. It can achieve remarkable results even with limited task-specific data by fine-tuning the pre-trained model on specific tasks.

CodeGen: Streamlining Software Development

CodeGen, a creation by Salesforce AI Research, is inspired by the GPT-3.5 architecture and offers a range of sizes, including 350 million, 2 billion, 6 billion, and an impressive 16 billion parameters. It has been trained on a diverse set of programming languages and frameworks, making it a valuable tool for generating accurate and reliable code solutions.

Key Advantages:

• Accurate and reliable code generation using a vast training dataset.
• Flexibility in understanding and generating code in multiple programming languages.
• Error identification and handling, improving code quality.
• Potential to streamline software development processes and enhance developer productivity.

***

These open-source LLMs are transforming the landscape of AI, from enhancing language understanding to promoting ethical AI use. As they continue to evolve, they hold the potential to redefine the possibilities of technology and communication. Explore these models and embark on your journey into the future of AI.

Here at Linguix we’ve experimented with lots of those LLMs and our team is happy to consult you or help you implement them. Just email us here to get started!

The post From LLaMA 2 to CodeGen: Navigating the World of Open-Source LLMs appeared first on Linguix Blog.

In this article, we’ll present over 200 of the best ChatGPT prompts in 2023, that can be adapted to your own needs. After finding the right information, you then may optimize your content with Linguix, ensuring it is error-free, concise, and engaging. Let’s dive right in!

Best ChatGPT Prompts for Business

1. Write a proposal for a company-wide sustainability initiative.

2. Outline the key benefits of a cloud-based project management tool.

3. Provide advice on improving workplace communication and collaboration.

4. Explain the concept of a SWOT analysis and create one for a fictional company.

5. Discuss the pros and cons of remote work for businesses.

6. Craft a detailed business plan for a sustainable fashion startup.

7. Discuss the advantages of incorporating AI technology in business operations.

8. Write a guide on effective strategies for managing remote teams.

Best ChatGPT Prompts for Marketing

9. Generate five attention-grabbing headlines for a new fitness app.

10. Write a compelling product description for an innovative smartwatch.

11. Outline a social media strategy for an organic skincare brand.

12. Suggest three strategies for increasing brand awareness on Instagram.

13. List five key performance indicators (KPIs) for a content marketing campaign.

14. Compose five compelling taglines for an eco-friendly travel agency.

15. Create an engaging backstory for a brand-new coffee brand.

16. Outline a multichannel marketing strategy for a mobile gaming app.

Best ChatGPT Prompts for Content Creation

17. Generate five engaging blog post ideas for a personal finance website.

18. Create a captivating script for a YouTube video on the history of video games.

19. Generate ten potential podcast episode topics for a self-improvement podcast.

20. Write a persuasive speech on the importance of climate change awareness.

21. Suggest five intriguing blog post topics for a travel vlogger.

22. Compose an insightful piece on the advantages of sustainable agriculture.

23. Draft an engaging script for a podcast episode discussing mindfulness techniques.

Best ChatGPT Prompts for Sales

24. Write an email template for reaching out to potential clients.

25. Describe the key components of a successful sales pitch.

26. Provide tips for overcoming common objections in sales conversations.

27. List five strategies for building rapport with potential clients.

28. Discuss the importance of active listening in sales.

29. Draft a cold email script for introducing a new software solution to potential clients.

30. Break down the crucial elements of a persuasive sales presentation.

31. Offer advice for handling rejection in sales negotiations.

Best ChatGPT Prompts for Email Campaigns

32. Write a welcome email for new subscribers to a gardening newsletter.

33. Outline a re-engagement campaign for inactive customers of an online store.

34. Provide tips for improving email open rates and click-through rates.

35. Write a follow-up email after a sales presentation.

36. List five tactics for reducing email unsubscribe rates.

37. Compose a launch announcement email for a new line of eco-friendly products.

38. Design a win-back email campaign for lapsed customers of a subscription service.

39. Offer suggestions for enhancing email deliverability and engagement.

Best ChatGPT Prompts for Customer Service

40. Write a response to a customer complaint about a delayed shipment.

41. Outline strategies for providing exceptional customer support over the phone.

42. Discuss the role of empathy in effective customer service.

43. List five qualities of an outstanding customer service representative.

44. Describe the impact of customer reviews on a business’s reputation.

45. Write a response to a customer expressing dissatisfaction with product quality.

46. Suggest strategies for delivering excellent customer service via live chat.

47. Discuss the importance of active listening in handling customer complaints.

Best ChatGPT Prompts for Team Collaboration

48. Design a team-building activity for remote employees.

49. Discuss the role of cooperative board games in promoting teamwork.

50. Describe the mechanics of a popular online multiplayer game.

51. Design a virtual escape room experience for team building.

52. Create a trivia quiz for a team-building event.

53. Propose a virtual team bonding activity for a globally distributed team.

54. Explain how role-playing games can foster better teamwork.

55. Describe the dynamics of teamwork in a massively multiplayer online game.

Best ChatGPT Prompts for Web Development

56. Explain the advantages of responsive web design in layman’s terms.

57. Describe the key elements of an effective e-commerce website.

58. Provide tips on optimizing website performance and load times.

59. List five essential tools for web developers.

60. Discuss the significance of cross-browser compatibility in web development.

61. Explain how to incorporate SEO strategies into website development.

62. Provide an overview of the role of CSS in website aesthetics and functionality.

Best ChatGPT Prompts for Analytics

63. Explain the importance of data-driven decision-making in business.

64. Describe the role of web analytics in optimizing website performance.

65. Discuss the benefits of utilizing predictive analytics in marketing.

66. Explain the difference between qualitative and quantitative data.

67. Discuss the advantages of using a data warehouse.

68. Discuss how A/B testing can aid in data-driven decision making.

69. Explain the concept of cohort analysis and its significance in user behavior tracking.

70. Describe how to set up and track KPIs (Key Performance Indicators) in a business setting.

Best ChatGPT Prompts for UI/UX

71. Describe the principles of user-centered design.

72. Discuss the role of usability testing in creating an effective user experience.

73. Provide tips for designing mobile apps with a focus on user experience.

74. Explain the role of color psychology in user interface design.

75. Discuss the importance of user feedback in the UX design process.

76. Discuss the role of information architecture in user experience design.

77. Explain how to conduct effective user research for UX design.

78. Describe the importance of consistency in creating a seamless user experience.

Best ChatGPT Prompts for Resume

79. Create a resume summary statement for a recent college graduate.

80. Provide tips for crafting an eye-catching cover letter.

81. Provide an example of a functional resume for someone changing careers.

82. List five common resume mistakes to avoid.

83. Provide tips for showcasing soft skills on a resume.

84. Discuss how to highlight relevant coursework on a resume for recent graduates.

85. Explain how to effectively present volunteer work and internships on a resume.

86. Discuss the role of keywords in making a resume ATS-friendly.

Best ChatGPT Prompts for Data Science

87. Describe the process of cleaning and preprocessing data for analysis.

88. Discuss the importance of data visualization in communicating insights.

89. Explain the concept of machine learning and its applications in data science.

90. Describe the differences between supervised and unsupervised learning.

91. List three applications of natural language processing in data science.

92. Discuss the concept of overfitting in machine learning and ways to prevent it.

93. Explain how regression models are used in predictive analytics.

94. Describe the role of data wrangling in the data science process.

Best ChatGPT Prompts for Personal Finance

95. Describe the concept of compound interest and its benefits for long-term savings.

96. List five strategies for paying off debt more efficiently.

97. Explain the differences between various types of investment vehicles (stocks, bonds, mutual funds, etc.).

98. Discuss strategies for creating an emergency fund.

99. Provide tips for creating a realistic and effective budget.

100. Describe how to manage finances effectively during economic downturns.

101. Discuss the role of insurance in personal financial planning.

102. Provide an overview of retirement savings options such as 401(k) and IRA.

Best ChatGPT Prompts for Career Development

103. Write a guide on how to ace a job interview.

104. Discuss the importance of networking in career growth.

105. Describe the benefits of having a mentor in the workplace.

106. List five ways to build a strong personal brand.

107. Discuss strategies for negotiating a salary increase or promotion.

108. Describe strategies for maintaining work-life balance in demanding jobs.

109. List five signs that it may be time to change jobs or careers.

110. Discuss the benefits of seeking feedback for career growth.

Best ChatGPT Prompts for Music

111. Write a review of a newly released album from an up-and-coming artist.

112. Describe the process of composing a piece of music for a film soundtrack.

113. Discuss the influence of classical music on modern genres.

114. Create a playlist of ten songs that showcase the evolution of electronic music.

115. Discuss the importance of music education for children.

116. Describe the process of mastering a musical instrument from scratch.

117. Create a beginner’s guide to understanding music theory.

118. Discuss the effects of digital technology on music production.

Best ChatGPT Prompts for Fun

119. Write a short science fiction story set in the year 2100.

120. Create a list of 10 unique and entertaining party games.

121. Compose a humorous poem about the daily life of a cat.

122. Write a limerick about a mischievous dog.

123. Create a list of 20 unusual facts about animals.

124. Write a dialogue between a houseplant and its owner.

125. Create a list of 10 fun and educational activities for children during summer.

126. Compose a whimsical tale about a city populated by sweets.

Best ChatGPT Prompts for Food and Cooking

127. Create a week-long meal plan featuring plant-based recipes.

128. Describe the steps for preparing a traditional Italian pasta dish.

129. Discuss the benefits of sourcing ingredients from local farmers’ markets.

130. List five essential kitchen gadgets for home cooks.

131. Explain the difference between baking and roasting in food preparation.

132. Provide tips for reducing food waste in the kitchen.

133. Discuss the benefits and challenges of adopting a vegan diet.

Best ChatGPT Prompts for Travel and Tourism

134. Write a travel guide for a lesser-known European city.

135. Discuss the benefits of sustainable tourism and provide eco-friendly travel tips.

136. Create an itinerary for a week-long road trip through the American Southwest.

137. Create a packing list for a two-week trip to Southeast Asia.

138. List five must-visit landmarks in South America.

139. Describe the cultural etiquette to observe when visiting Japan.

140. Create a guide for a culinary tour of Mexico.

141. List five must-visit natural parks in the United States.

Best ChatGPT Prompts for Film and Television

142. Write a review of a recently released movie or TV show.

143. List five classic films that have influenced modern cinema.

144. Discuss the role of streaming services in changing the landscape of film and television.

145. List five essential documentaries that everyone should watch.

146. Describe the influence of foreign cinema on Hollywood.

147. List five influential women directors in the film industry.

148. Discuss the impact of social issues on contemporary film narratives.

149. Explain the process of adapting a novel into a screenplay.

Best ChatGPT Prompts for Sports and Fitness

150. Describe the benefits of incorporating strength training into a fitness routine.

151. List five exercises that can be done at home with minimal equipment.

152. Discuss the importance of proper nutrition for athletic performance.

153. List five sports that can be played recreationally for overall fitness.

154. Discuss the benefits of yoga for mental and physical health.

155. Provide a beginner’s guide to training for a marathon.

156. Describe the role of rest and recovery in a fitness routine.

Best ChatGPT Prompts for Fashion and Style

157. Write a guide to building a minimalist wardrobe.

158. List five sustainable fashion brands and their key characteristics.

159. Describe the impact of fast fashion on the environment and the global economy.

160. List five ways to update your wardrobe without buying new clothes.

161. Discuss the role of fashion in self-expression and personal identity.

162. Discuss the influence of culture and society on fashion trends.

163. Provide tips for maintaining and caring for high-quality garments to extend their lifespan.

164. Explain the concept of ‘capsule wardrobe’ and its benefits.

Best ChatGPT Prompts for Home and Interior Design

165. Provide tips for creating a functional and stylish home office.

166. Discuss the impact of lighting on the ambiance of the living space.

167. Explain the principles of Feng Shui and how they can be applied to interior design.

168. List five ways to make a small living space feel larger.

169. Discuss the benefits of incorporating plants into your home’s design.

170. Describe the impact of color schemes on the mood and feel of a room.

171. Provide tips for choosing the right furniture for different room sizes.

172. Discuss the balance between aesthetic and practicality in kitchen design

Best ChatGPT Prompts for Healthcare and Wellbeing

173. Explain the benefits of mindfulness meditation and provide a beginner’s guide.

174. Discuss the impact of sleep on mental and physical health.

175. Provide tips for maintaining a healthy work-life balance.

176. Write a beginner’s guide to yoga, including five basic poses.

177. List ten superfoods and their health benefits.

178. Discuss the role of hydration in maintaining overall health and well-being.

179. Describe the potential health benefits of adopting a vegetarian or vegan diet.

180. Provide a guide to understanding and managing common food allergies.

Best ChatGPT Prompts for Relationships

181. List five strategies for maintaining long-distance relationships.

182. Discuss the importance of communication in romantic relationships.

183. Explain the five love languages and their importance in maintaining healthy relationships.

184. Discuss the benefits of couples therapy or relationship coaching.

185. List five ways to show appreciation and affection in a relationship.

186. Discuss the role of trust and honesty in a successful relationship.

187. Provide tips for resolving conflicts in a respectful and constructive manner.

188. Explain the significance of mutual support and encouragement in a partnership.

Best ChatGPT Prompts for Mental Health

189. List five self-care activities for improving mental well-being.

190. Discuss the benefits of therapy and counseling for mental health.

191. Explain the benefits of regular physical activity for mental health.

192. Discuss the importance of setting boundaries for maintaining mental well-being.

193. List five techniques for managing stress effectively.

194. Discuss the role of positive self-talk in boosting self-esteem and mental wellness.

195. Provide strategies for coping with feelings of loneliness and isolation.

196. Explain the importance of social connections and relationships in mental health.

Best ChatGPT Prompts for Spirituality

197. Describe the principles of mindfulness and its applications in daily life.

198. Discuss the role of gratitude in enhancing overall well-being.

199. Describe the concept of spiritual growth and its importance in overall well-being.

200. Discuss the benefits of adopting a regular meditation practice.

201. List five spiritual practices from various traditions that can enhance personal growth.

202. Discuss the role of self-reflection and introspection in spiritual development.

203. Explain the concept of ‘mindfulness in action’ and how it can be practiced in daily life.

204. Describe the potential benefits of embracing forgiveness and compassion in personal spiritual growth. 

Bottom Line

The versatility and potential of ChatGPT are remarkable, offering opportunities for improvement and growth across various sectors. The prompts provided in this article can help you harness the power of AI to elevate your projects, streamline your business processes, stimulate your creativity and have fun! 

The post 204 ChatGPT Prompts to Boost Your Business Growth and Unlock Creativity in 2023 appeared first on Linguix Blog.

For these purposes, we used two datasets containing 1515 sentences in English with both grammar mistakes and correct sentences. To be precise, there were several thousands of grammar mistakes to detect in total. 

Below are the performance comparison results of premium versions of both Linguix and Grammarly.

Linguix vs. Grammarly: which one detected more mistakes

When we analyzed performance based on single tokens (i.e. words with mistakes), Linguix found almost as many mistakes (1554) as Grammarly (1571).

When it comes to token spans (i.e. incorrect phrases), Linguix identified 1275 mistakes, while Grammarly found 1361.

We first measured the quality of grammar checking for our custom dataset. In this case, Linguix achieved an overall accuracy of 72%, while Grammarly demonstrated 76% accuracy:

Then we took a publicly available dataset (BEA). This time Linguix showed an accuracy of 61%, while Grammarly’s accuracy level was just about 45%:

Linguix’s progress

We are constantly working on improving our grammar-checking model quality. For the period starting from March 2020 till August 2022, the quality of identifying both words with mistakes and incorrect phrases has significantly increased:

According to our analysis, the difference between grammar-checking quality when using Linguix and Grammarly is almost unnoticeable.

The post Linguix vs. Grammarly: the Results of Grammar Checking Benchmarking Analysis appeared first on Linguix Blog.

We updated our CSR policy. The Linguix team is now focused on helping people who struggle with writing. We analyzed that writing is one of the most challenging skills for most students and, as a part of the solution, offered Linguix Pro to them. As such, any student can get our tools at 70% off. 

We provide free access to all educational organizations across the globe. We will need a contact in your school administration to discuss providing bulk licenses to all students. If you are a student or part of a management team, contact us via email at hi@linguix.com to get your discounted EDU access to Linguix PRO features.

Free Premium for Dyslexic Users

Our new survey made us realize that the condition significantly affects the work and studies of dyslexics who deal with writing. Therefore, as of today, we also provide all dyslexic users with our Premium tools free of charge for 3 months! Click here and follow the instructions.

Lastly, we’re ready to offer Linguix for free to those who are in need. But to do so, we need your feedback. What groups of people struggle with writing? Come share your thoughts in our community and let us know if we should pay attention to others.

The post Linguix’s Updated CSR Policy: Free Premium for Students and Dyslexics appeared first on Linguix Blog.

This disorder not only lowers self-esteem but also affects school and work performance. For instance, an email with grammar mistakes can scare off 25% of potential leads.

AI-based writing assistant Linguix can make the impact of the disability less damaging. To better understand what struggles dyslexics face and how Linguix helps these users, we have conducted a survey. Here’s what we have found.

Methodology

To compile the report, we studied data from 3543 dyslexic subscribers of our email newsletter. We asked a number of questions regarding psychological and work-related issues these users experience while communicating online or performing writing tasks. 

Finally, our team analyzed how dyslexic users benefit from Linguix tools and what particular features they enjoy the most. 

Key Takeaways

Types of online communications

First, the dyslexic respondents were asked what issues they have when communicating online:

It turned out that dyslexics struggle a lot when writing emails. Due to the condition, people with dyslexia may confuse letters that look similar or put them the wrong way around. 

As a result, many emails are sent with typos and incorrect spelling. No prizes for guessing what dyslexics feel when this happens: anxiety and shame to name a few. Respondents confirmed that they feel worried about sending a business letter with a typo:

❝ Yes, I’m far from illiterate but I get busy and I make errors when I rush over a task.❞

❝Yes in a previous job I was posting for veterans or memorial day and I typed ‘soilder’ instead of soldier  I did not notice. My boss called me upset because he had people messaging him about the error.  I was mortified.❞

❝ Yes, I’m worried I’ll come off less professional because my grammar or spelling is improper.❞

The importance of grammar

We also found out whether respondents believe that grammar is important in their communications with colleagues. 86.7% of them think that it’s the first indicator of your intelligence and professionalism:

❝ I don’t know about other colleagues’ opinions, but I know it feels a lot less professional when grammar is incorrect. I tend to rely on my checkers to catch stupid errors and sound professional, even when I’m being personal.❞

❝ Very important. People view grammar as a direct indication of where you are intellectually. No one wants a representative of a company who looks uneducated.❞

❝ I personally find grammar to be extremely important, especially since the majority of the time the tone of voice isn’t obvious. The period when I use proper grammar helps me to deliver the proper tone with my message.❞

How dyslexia symptoms may affect career

On top of that, we asked if they made noticeable mistakes due to their disorder and how it affected their career. For example, our PR director once typed “butt” instead of “but” in business correspondence. Luckily, her addressee had a great sense of humor and this inoffensive typo just made him laugh. Dyslexic users are no exception, 92.3% are worried about their career:

❝YES! I had a few times before Linguix that I made some pretty bad mistakes. Once, I talked about a ‘pubic’ facing API. Another time, I misspelled a senior VP’s name (Ash -> Ass). I got an email from IT immediately about the ‘bad word’ filter, as well as the embarrassment about the VP’s name. After that, I started to take extra time to reread all my emails out loud or use text to speech. With something like Linguix, I have a slightly better chance of catching it quickly.❞

❝Yes! Absolutely I worry about that often.❞

How Linguix Helps Dyslexic Users

In the end, our team analyzed what Linguix tools dyslexic users find the most helpful.

As previously mentioned, dyslexics make lots of typos due to their condition, therefore it’s apparent that the grammar checker is the most valuable feature for them (almost 90% of answers!). 

Nevertheless, Paraphraser and Shortcuts are used a lot as well — 55% and 37% of dyslexics respectively believe they’re helpful. Less typing — fewer typos! 

Besides, thousands of businesses worldwide use Linguix Style Guides — a set of standards for the writing, formatting, and design of documents. This feature ensures that employees use correct brand and product names.

Free Premium for Dyslexic Users

Our survey has proven that AI writing assistants became a necessity for dyslexic users.

After a thorough analysis of their needs, our team decided to provide all dyslexic users with Linguix Premium free of charge for 3 months. To get your Premium plan, click the link and enjoy your error-free copies, messages and emails. 

Hope you find it helpful!

The post Writing Difficulties Dyslexics Face and how Linguix can Help: a New Survey by Linguix appeared first on Linguix Blog.

• You can deeply focus on your thoughts and the value you provide while writing. Without the rewriter, you’d be interrupted with your own thoughts about more suitable synonyms or ways to enhance your copy.

• You spend less time editing because the rewriter helps you make your sentences clear and nativelike as you type.

• AI and machine learning are now able to create amazing content that is indistinguishable from human one. There are even articles written by robots! The rewriter is no exception.

Technology doesn’t stand still and neither does Linguix. The updated rewriter has shown significant and measurable improvements. Let’s discuss how our team has achieved these results and define various metrics that have helped us to provide a more sophisticated experience in Linguix Rewriter 2.0.

Metrics to Determine the Quality of Linguix Rewriter

The Bleu Score. The Bilingual Evaluation Understudy score, or BLEU for short, is a metric for comparing a generated sentence to a reference sentence. This metric evaluates the quality of the machine learning translation.

In fact, the closer the value to 0, the better. It implies that the rewriter generates “smarter” results, and chooses synonyms that retain initial meaning. 

The Jaccard similarity coefficient is a measure used in understanding the similarities between sample sets. As with the BLEU score, the appropriate Jaccard Index value tends to 0. Again, the closer to 0, the better the results.

Language-Agnostic BERT Sentence Embedding (LaBSE) and Cosine similarity. 

The LaBSE model encodes text into high dimensional vectors so that the text vectors close in meaning are geometrically close to each other (they’re placed into a shared multi-dimensional vector space).

Cosine similarity, in turn, helps to define how similar the pieces of text are. It measures the cosine of the angle between two vectors projected in this space. The closer the cosine value to 1, the smaller the angle and the greater the match between vectors.

Perplexity. Perplexity is a metric used to evaluate how good a language model is. The lower the perplexity score is, the better the language model works in terms of word prediction. 

How We Conducted the Training

We took 11 datasets with 573,228,310 million sentences in various styles (from technical documentation to fiction) and trained our model. The goal was to make it able to handle texts of different types and styles. The one-to-one/one-to-many column represents whether the source sentence has one paraphrase option or several.

The Results

The quantitative analysis of our new model represents a higher quality of the paraphrasing generation compared to the previous model. The new model outperforms the old one in terms of text similarity: 

The BLEU score: 0.47↓ vs 0.65

The Jaccard similarity coefficient: 0.45↓ vs 0.51 

Perplexity. Rewrites generated by Linguix rewriter 2.0 appeared to be more natural and native: 0.26↓ vs 4.99

The semantic similarity value of the new model is slightly lower than that of the previous model (0.80↓ vs 0.93), which is totally fine. The model generates a variety of options using other words but keeping the meaning of the source text as its target.

As such, for Linguix rewriter 2.0 we were able to improve the quality of the rephrased content while keeping the text meaning at the same level.

How to test the updated rewriter 

You need to install Linguix browser extension or use Linguix web editor.

The post How To Measure the Quality of the AI-based Rewriter: Our Experience appeared first on Linguix Blog.

As a result, typos or grammar mistakes often go unnoticed. And this problem has seemingly become a daunting one in corporate communications—there’re even lists of commonly misspelled words. 

But the main question is: do typos in correspondence really affect your business?  

According to Linguix’s fresh research, the answer is: yes, they do. Read on to learn how exactly and what you can do to minimize the negative effects.

Methodology

We have conducted a survey among 50,000 subscribers of our email newsletter. The respondents mostly hold sales, marketing, IT, and management positions. 

In our survey, we asked a number of questions concerning people’s reactions to grammar mistakes and typos in the email subject line as well as in its main text, and whether they would like to continue doing business with a person who makes such mistakes.

Key takeaways

First, we wanted to figure out how mistakes or typos in the subject line affect the email open rate. It turned out that most respondents (75.4%) will still open such an email. However, a significant part (24.6%) consider an erroneous title a sound reason not to read the email. 

Then, we asked the respondents if they usually reply to emails containing grammar mistakes and/or typos. The majority (73.7%) said they do, but there was also a large portion of those who don’t (26.3%.) This means each time your employee sends a message with grammar mistakes, almost a quarter of potential leads are cut off straight away. Quite a bit!

Another important question we posed was whether our subscribers would even do business with a person who sends them emails with grammar mistakes. And while 46.6% of the respondents didn’t consider this to be a problem, the majority of 53.4% were negative about the possibility of further cooperation. 

Quick tips

As we can see, the issue of grammar mistakes in email correspondence is serious enough to hamper your business development. What can be done to improve the situation?

• Finding additional time for employees to review emails before sending them. In some cases, this will entail a reduced number of emails sent per day; however, in the long run, more qualitative messages might yield better results than the mere quantitative approach.
• Using email templates can help avoid mistakes in the subject line. But then, it’s crucial to make sure the template is 100% correct, otherwise, the mistake will be multiplied many times before it’s finally noticed. 
• Adopting a writing assistant solution like Linguix can help dramatically reduce the number of typos and grammar mistakes: it takes just a few moments for an employee to correct them based on suggestions. Besides, such assistants are also capable of eliminating the language barrier when it comes to internal communications. 
• Introducing a corporate style guide can both decrease the number of mistakes and help maintain the optimal tone of voice, which is another important factor in brand communication. 

Email communication is one of the primary sales and marketing channels for many companies, and given the high price of typos and grammar mistakes, this issue is really worth addressing! 

The post How Grammar Mistakes Affect Email Communication: a New Survey appeared first on Linguix Blog.

The 80/20 rule, also known as the Pareto principle, states that 20% of your company’s salespeople will generate 80% of your sales revenue. How are they closing that many deals? Let’s look at best practices for writing a compelling sales pitch, so that your prospective customers get attracted by and curious about your offer.

Identify Buyers’ Needs

The first and most essential step is to conduct deep research about your target audience. Find out what chosen companies specialize in and what goals they pursue. Learn the customer’s profile and background in detail as well — who they are, what their preferences are, what factors influence their behaviors (social, cultural and so on). Understand their pain and motivation.

Remember that your pitch should be about your customer, not your company. What values does your product offer? Is it improving efficiency, reducing costs or both? List all product features and identify the benefits each of them provides. A clear introduction of benefits is much more valuable than a simple description of features.

The more you know about your customers, the more likely you are to write a sales pitch that will appeal to your target audience. Understanding your buyer’s needs can help build trust and highlight how your product can relieve their pain.

Make the Pitch Personal

A trivial message sent to all prospects is the worst thing a sales rep can do. Therefore, it’s important to plan how you can personalize your pitch. After you’ve created a base template, you need to change it according to the media you use, clients’ peculiarities, needs, goals, motivation and pain. 

For example, pitches via social media and email would be written in completely different styles.

Catch Clients’ Attention 

On average, 8 out of 10 people will read headline copy, but only 2 out of 10 will read the rest. Therefore, it’s crucial to grab customers’ attention in the very beginning. Your headline shouldn’t sell, but present your product or service in an attractive way so that it seems useful for prospective customers. The goal of the headline is to make them curious and willing to learn more about your offer.

• To write an eye-catching headline, make sure to mention the values your target audience is looking for. 
• 70% of the total digital media time in the US is spent on smartphones, therefore the headline should be short and succinct.
• Best headlines represent engagement on an emotional level, so try to connect to clients’ emotions. 
• It’s crucial to test your headlines over and over again to increase the chances of success. 

Include CTA

It’s hard to believe, but 85% of the interactions between salespeople and prospects end without the salesperson ever asking for the sale. Without clear instructions on what to do next, your sales pitch becomes nearly useless. 

Therefore, determine what your buyers need to do. Do they need to call back or click on a link to open your website? Use precise and actionable phrases with clear instructions.

Remember, your sales pitch should always end with a well-written call to action.

Check Grammar and Spelling

Finally, your pitch is ready, it’s now time to check grammar and spelling. It may seem unnecessary, but a lot of businesspeople pay attention to the way the copy is written — mistakes make your speech look unprofessional. 

If you’re running out of time, you can use Linguix’s grammar and spelling checker. This AI-based writing assistant edits your writing as you type and is great for creating emails and social media messages 

Don’t Forget to Write Follow-up Emails

70% of salespeople stop at one email. Nevertheless, if you send more emails, you’ve got a 25% chance to hear back. Statistics don’t lie, so it’s crucial to write one or more follow-up emails after the sales pitch.

Wrap Up

Let’s outline the tips we’ve discussed in this article: 

• A sales pitch that converts prospects into loyal customers should be personalized and based on target audience needs; 
• A proper headline defines whether clients open your email or not;
• A clear call to action significantly increases chances of the desired conversion;
• A grammatically correct copy looks more professional;
• Follow-up emails aren’t aggressive: 60% of customers say “No” four times before saying “Yes”.

The post 6 Tips to Write a Compelling Sales Pitch appeared first on Linguix Blog.

It’s widely believed that non-natives who speak English fluently are better accepted and earn more in the US. One of the things that can help them sound more native, at least, when it comes to the written language, is AI writing assistants. 

No wonder that these solutions are getting more and more popular these days: according to Dataintelo, the AI Writing Assistant Software market is anticipated to grow at an average rate of 28% during the forecast period, from $1,2b in 2021 until 2028. 

To better understand how English proficiency affects employee performance, we have conducted a survey. Here’s what we have found.

Methodology

To compile the report, Linguix’s team analyzed data from 2146 respondents, of whom almost 73% were non-native speakers. 

We asked them a number of questions concerning their English language skills with regard to their work performance and communication with colleagues.

Key takeaways

90% of all the respondents think English writing skills directly affect their career. This is not surprising given the fact that a big deal of work communication now occurs through email correspondence or via messengers. 

Over 54% of respondents have experienced a language barrier in the workplace. Which means, more than half of the employees might be underperforming due to linguistic issues—but this can easily be avoided if necessary measures are taken.

What’s more, 60% of English-natives have struggled to communicate with non-native coworkers in writing. So, obviously, the lack of English language skills concerns most of the team, not only non-natives themselves.

What can companies do?

Finally, we’ve asked the respondents whether they think their employers need to take any steps to improve the situation.

The overwhelming majority agree that companies should help non-native employees  improve their writing skills. Which means, it’s in the employer’s interests to provide employees with the necessary training and tools, such as an AI writing assistant. 

For example, Linguix offers a universal solution for businesses for just as little as $50 a month. It includes all the necessary writing enhancement tools as well as some additional options like content templates (shortcuts), secure secret mode and a profound analytics module.

Final thoughts

As our survey has shown, language barriers are real and can significantly hamper employees’ performance and work communication. To deal with this problem, companies should pay more attention to providing non-natives with all the necessary training and tools to help them improve their skills. At Linguix, we’re committed to making that task easier for whole teams by offering AI-based solutions that empower your employees to make the most of their written communications.

The post Language Barrier in the Workplace: a New Research by Linguix appeared first on Linguix Blog.

Companies across multiple industries have been striving to boost diversity among their teams for decades. However, many leaders have realized that more can be done in terms of inclusivity. One of the most apparent parts of these efforts is promoting inclusive language in corporate communications, both internal and external. Unfortunately, multiple negative effects may be caused when employees use inappropriate language in their written communications, from linguistic racism to gender bias. 

In response to the rising problem, companies have started to deploy various solutions. As such, CVS Health enforced conscious inclusion workshops, Google began to nudge users to adopt the gender-neutral language, UK Finance, EY, and Microsoft launched an inclusion campaign.

In addition to any educational activity, many companies have introduced style guides, a set of standards for the writing, formatting, and design of documents, to eliminate using any gender-related descriptions of notions that have non-gender-related synonyms.  

Linguix Style Guides is a feature used by thousands of businesses worldwide. Today, we publish aggregated and depersonalized statistics that show what topics companies are covering in their style guides.

Disclaimer: no personal data was analyzed or accessed during the research. We’ve analyzed technical information and metadata on style guides rules and their activation only.

Methodology

We have 4156 style guides on the platform that took part in the research. We’ve analyzed the frequency of rules met in style guides. No content created by customers and their employees were analyzed as we do not store this data.

Based on the research, we were able to come up with three categories of the style guide rules enforcing:

• non-discriminatory language,
• correct branded language,
• proper English dialect usage (Mostly enforcing US spelling).

Here is what we’ve found by analyzing this data.

Key takeaways

Non-discriminatory language turned out to be the most popular purpose of corporate style guides (37% of guides covered this topic), while correct brand language enforcement was the #2 priority (21% of style guides solved this task). Also, many style guides administrators require their employees to use the correct English dialect, primarily enforcing US spelling (17%).

Most companies use Linguix to monitor external communications with customers, but some also use it internally to discourage employees from using the unwelcomed words in emails or Slack messages. That might mean avoiding gender-biased wording, prodding employees to think twice before they refer to a diverse group of people as “guys” instead of “team,” or use gendered words like “manpower” instead of “personnel” in their outgoing communications.

Here are some frequently used style rules focusing on gender-neutral language:

• businessman → businessperson, entrepreneur
• guys → team, everybody
• manpower → staffing, workforce, personnel, human resources
• foreman → supervisor
• middleman → contact person, go-between, broker, intermediary
• sister company → company, partner company, associated company
• man on the street → average person, ordinary person
• lady doctor → doctor

What else: brand safety

During the past year, we’ve also launched a bunch of demo projects helping the businesses worldwide to set up Linguix and create style guides for them based on the corporate requirements. Here are some interesting style guide use cases from such demos:

• One client in the IT industry used Linguix Style Guides to deter its employees from using the word “digitalization” to avoid sounding distant and too corporate.
• Also, companies try to remind their employees not to use political and national-related terms. For e.g., during Azerbaijan and Nagorno-Karabakh conflict escalation in 2021, some companies added the name of the disputed region to their style guides as a term to avoid.
• One Asian bank enforces its employees to use the People’s Republic of China instead of China and instead of Hong Kong – Hong Kong, China. Another style guide bans writing about Jammu and Kashmir to control geopolitical risks.  

Final thoughts

Our goal here at Linguix is to help our corporate users to communicate in ways that indicate competence and confidence at work. We believe that using Style Guides can help businesses to build healthier connections with their customers, and boost team morale by ensuring everyone within the company is happy with internal communications.

The post How Companies Use Linguix Style Guides: Inclusive Language, Correct Corporate Terms, Brand Safety appeared first on Linguix Blog.