Conversations with AI #threadcast (Day 13)
Here I'll be putting some of my conversations with #ChatGPT. I'll put them in both screenshots-form and text form. Mainly to give more data for LeoAI to eat from.
Feel free to use the threadcast to do the same! #freecompliments #cent #ai #bbh
Question: what does FUD mean in financial markets?
Answer: In financial markets, FUD stands for Fear, Uncertainty, and Doubt. It's a strategy used to spread negative or misleading information to influence market sentiment. The goal of FUD is often to drive down the price of an asset, such as a stock or cryptocurrency, by causing panic among investors. It can be employed deliberately by competitors, traders, or media outlets to manipulate market reactions. When people succumb to FUD, they may sell their assets in fear of losses, contributing to a downward price spiral.
Prompt:
Lets imagine that you are a crypto trader. What would be your investment strategy if we started with 1000$ today.
If I were a crypto trader starting with $1,000 today, my strategy would focus on balancing risk and reward while keeping capital preservation as a key priority. Here's how I would approach it:
1. Portfolio Allocation
225/280
Diversification is critical in crypto due to its volatility. I would allocate my portfolio into different categories to balance high-risk, high-reward tokens with more stable assets.
50% in Blue-Chip Cryptos (Stable, long-term holdings):
Ethereum has significant growth potential due to its role in the decentralized finance ecosystem.
30% in Growth Altcoins (Moderate to high-risk, high-reward):
15% in DeFi Projects (High-risk, high-reward):
5% in High-risk, Speculative tokens (Gambles on future tech):
2. Tactical Strategy
This could be trading around events like hard forks, major protocol upgrades, or broader market trends. A portion of Ethereum or an altcoin might be used for swing trading based on price action.
Stop-loss orders: For short-term and swing trades, I would set clear stop-loss levels (e.g., 10-20% below my entry point) to minimize losses.
Take profit levels: For the more speculative investments, setting specific profit targets (e.g., taking 50% off the table if a coin doubles in price) ensures that gains are locked in during big market rallies.
Portfolio rebalancing: Every few months, I would review my holdings to rebalance back to the original strategy. For example, if one altcoin surges and becomes a larger portion of the portfolio, I might sell some to reinvest in BTC or ETH to maintain balance.
On-chain analytics: Keeping an eye on metrics like BTC/ETH whale movements, active addresses, and DeFi Total Value Locked (TVL) to gauge broader market sentiment.
News and regulatory updates: Staying informed on regulatory developments, major partnerships, and technological upgrades (like Ethereum's transition to PoS) is key for long-term strategy shifts.
Community and developer activity: Following projects with strong developer teams and active communities, as these are often indicators of future success.
Staking: I would stake some of the Ethereum or altcoins (like Solana, Polygon) to earn passive income, typically around 4-8% APY.
DeFi: A portion of the stablecoins or major cryptos could be allocated to liquidity pools or lending platforms like Aave to generate yield (though riskier than staking).
Example Portfolio Breakdown:
By combining a mix of blue-chip cryptos, growth altcoins, and speculative plays with strategic risk management and regular review, this approach aims to build a sustainable portfolio with growth potential while minimizing exposure to extreme downside risks.
I Prompted ChatGPT: What's Hump Day, and why is it called that?
Response:
Hump Day refers to Wednesday, considered the middle of the workweek for many. It's called "Hump Day" because it represents the peak or "hump" in the week. Once you get past Wednesday, you're over the hardest part and closer to the weekend. The term reflects a feeling of making progress, with Monday and Tuesday as the climb, Wednesday as the top, and Thursday and Friday as the descent toward the weekend.
Follow-up questions in comments.
Propmt: Expand on this including how different cultures consider it a "hump day" or don't.
Response:
Hump Day, primarily recognized in Western work cultures, marks Wednesday as the midpoint of the typical five-day workweek (Monday to Friday). The idea is that once Wednesday is over, the week's hardest part is behind, and the downhill slide to the weekend begins. It provides a mental boost by signifying that the end of the workweek is closer.
Cultural Variations:
Western Cultures: In many Western countries like the U.S. and the U.K., the traditional workweek runs from Monday to Friday. Therefore, Wednesday is often colloquially called "Hump Day." This term is tied to the idea of a workweek structured around the weekend as a period of rest and leisure.
Middle Eastern Countries: In countries like Saudi Arabia and the UAE, the workweek typically runs from Sunday to Thursday, with Friday and Saturday as the weekend. In this case, Wednesday would still be a "Hump Day," as it marks the midpoint of their workweek.
South Asian Countries: In countries like India, where the workweek may stretch from Monday to Saturday, Wednesday might not have the same "hump" symbolism, as many workers still have multiple days to go before their rest period. However, in sectors that follow a five-day week, Wednesday could still hold this significance.
Religious Considerations: In cultures where religious days affect the structure of the week (e.g., Friday prayers for Muslims or Sunday for Christians), the concept of "Hump Day" might be less prominent. Instead, the significance is more likely placed around these holy days, rather than the midpoint of a secular workweek.
In cultures where the workweek differs, the "hump" might be placed on another day, but the idea of a midweek turning point still holds psychological value for many workers worldwide.
Who were the Big 5 Hollywood studios?
The Big 5 Hollywood studios, also known as the "Majors," were the five largest and most influential film studios in Hollywood during the Golden Age of American cinema, spanning from the 1920s to the 1960s. These studios were the backbone of the film industry, producing a vast array of films that captivated audiences worldwide. Here's a closer look at each of the Big 5 studios:
These five studios dominated the film industry for decades, producing many classic films that have stood the test of time. They shaped the course of American cinema, influencing generations of filmmakers and leaving an indelible mark on the world of entertainment.
I Asked ChatGPT: What's Louisiana state?
Summarized Answer:
Louisiana is a southern U.S. state known for its rich cultural heritage, influenced by French, Spanish, African, and Native American traditions. Bordered by Texas, Arkansas, Mississippi, and the Gulf of Mexico, its landscape features coastal marshes and the Mississippi River. Baton Rouge is the capital, while New Orleans is the largest city, famous for its vibrant music scene. Louisiana's diverse culture is reflected in its Cajun and Creole communities, distinctive cuisine (gumbo, jambalaya), and festivals. Once a French colony, the state became part of the U.S. through the 1803 Louisiana Purchase. Its economy is driven by oil, natural gas, agriculture, and tourism. The state is also prone to hurricanes, with Hurricane Katrina in 2005 being especially devastating. Louisiana is known for its unique blend of cultures, music, and history.
Louisiana is a state in the southern region of the United States. It is known for its rich cultural heritage, unique history, and diverse geography. Here's a detailed overview of the state:
Geography and Climate:
History:
Culture:
Louisiana is famous for its unique and diverse culture, influenced by French, Spanish, African, and Native American traditions. The state’s culture is a melting pot of different peoples and traditions.
Economy:
Important Symbols:
Notable Events:
Louisiana is often seen as one of the most culturally distinct and historically rich states in the U.S., with its French-speaking parishes, unique architecture, vibrant music scene, and a strong sense of cultural pride.
Leo AMA summary 9/24/24
InLeo Platform Update: Partnerships, Growth Strategies, and User Metrics
Recent Developments and Partnerships
InLeo, a blockchain-based social media platform, has recently made significant strides in expanding its reach and improving its user experience. Key highlights include:
I just bookmarked this. There is a lot of information to consume here.
Thanks for sharing.
Growth Strategies
InLeo is implementing several strategies to boost user engagement and growth:
Targeted Content Scheduling: The team is planning to optimize content posting times for maximum visibility and engagement on platforms like YouTube.
Community Engagement: InLeo is encouraging its community (referred to as "Lions") to actively engage with new users and content, especially from partnering teams like Dash.
Referral Program: The platform has introduced a referral program, which partners like Dash are already utilizing to bring new users onboard.
Ecosystem Partnerships: InLeo is actively seeking partnerships with other blockchain ecosystems to expand its user base.
User Metrics and Platform Performance
As of September 18th, InLeo's performance metrics show:
Monthly Active Users (MAU):
Content Creation:
Challenges and Focus Areas
Consistent User Acquisition: The team acknowledges the challenge of maintaining steady user growth and is planning targeted marketing campaigns.
Content Creator Retention: There's a slight dip in content creator numbers compared to previous months, which the team plans to investigate.
Community Activation: A strong emphasis is placed on community engagement to ensure new users experience a vibrant and active platform.
InLeo Platform Growth and Feature Summary
Platform Performance and bug Reporting
The InLeo platform has recently experienced a concerning drop in user engagement metrics. The team reported a deficit of 150 monthly active users and 200 content creators compared to the previous month. This decline has raised alarms, prompting the team to investigate potential technical issues, particularly with the long-form publishing feature.
To addressThreads these concerns, the platform is actively encouraging users to test the publishing system and report any issues using the hashtag #feedback. The development team emphasizes the importance of user-reported bugs, as they rely heavily on this feedback to identify and fix issues promptly. They've implemented a system to extract and analyze aLL tagged with #feedback, ensuring no reports are missed.
High Fest Highlights and New features
The recent High Fest event provided a platform for InLeo to showcase upcoming features and engage with the community. Two major announcements garnered significant attention:
Monetization Strategies
InLeo is focusing on three key monetization strategies for creators:
These strategies aim to provide diverse income streams for content creators on the platform.
Use Cases for Creator Subscriptions
Several potential use cases for the Creator subscription feature were discussed:
Platform Growth and Web3 Integration
The InLeo team sees these new features, particularly creator subscriptions, as a significant driver for platform growth. By offering robust monetization tools, they aim to attract more creators and users to the ecosystem. The team emphasizes the platform's commitment to Web3 principles, with features like on-chain storage and encryption setting it apart from traditional Web2 social media platforms.
Future Developments
The creator subscription feature is tentatively scheduled for release in the near future, with the InLeo team pushing for a launch before their next AMA (Ask Me Anything) session. The team is also exploring additional features to enhance the value proposition for both creators and subscribers, including private events and early access to new platform features for subscribers.
Leofinance Unveils Plans for Creator subscriptions and AI Integration
In a recent discussion, Leofinance's leadership team shared exciting updates about their platform's future, focusing on creator subscriptions, AI integration, and user growth strategies. These developments aim to position Leofinance as a competitive force in the social media and content creation landscape.
Creator Subscriptions: A New Revenue Model
Leofinance is introducing a creator subscription model, tentatively called "Creator subscriptions" (formerly known as "Only Leos"). This feature aims to provide content creators with a more lucrative revenue stream compared to traditional platforms. Key points include:
AI Integration: A Unique Approach
Leofinance is working on integrating AI into their blockchain-based platform, setting them apart in the crypto space:
User Growth and retention Strategies
The team discussed their efforts to reach 3,000 monthly active users:
Additional Platform features
The Leofinance team's updates showcase their commitment to innovation in the blockchain-based social media space. By focusing on creator-friendly monetization, AI integration, and user retention, they aim to create a unique and competitive platform in the evolving digital content landscape.
Leofinance Outlines Ambitious Growth Plans and Platform Enhancements
In a recent discussion, Leofinance's leadership team shared their vision for exponential growth and detailed several key platform developments. The conversation highlighted their strategies for user acquisition, retention, and new feature rollouts.
Ambitious Growth Targets
Leofinance has set aggressive growth goals for both the short and long term:
The team emphasized that their current small size allows for significant percentage growth from even minor successes, likening their position to that of a startup.
Community-Driven Growth Strategy
A key focus of Leofinance's growth strategy is onboarding entire communities:
User Retention Challenges and Solutions
While Leofinance has successfully onboarded 13,000 users in the past year, retention remains a primary challenge:
Retention metrics from six months ago showed Leofinance outperforming other Hive frontends:
New features and Enhancements
The team discussed several new and upcoming features:
Integration with Dash
Leofinance is actively working on integrating with the Dash cryptocurrency community:
Market Conditions and Growth Potential
The team noted the current bullish market conditions in the crypto space, seeing this as an opportunity to pair their technological advancements and onboarding success with market enthusiasm for exponential growth.
Leofinance Unveils New features and Growth Strategies in Community Update
In a recent community discussion, Leofinance's leadership team, including Cal and Eric, shared insights on the platform's latest developments, growth strategies, and community initiatives. The conversation highlighted several key areas of focus for the blockchain-based social media platform.
New Features and UI Improvements
Shorts Contest: Leofinance has launched a contest to encourage users to create and engage with short-form content, similar to TikTok videos.
UI Update: A significant update was rolled out during the discussion, addressing nearly 30 bugs and introducing new features:
Referral System Enhancements
Leofinance has made substantial improvements to its referral program:
Increased Rewards: Users can earn up to $50 per successful referral.
Automatic Link Tagging: The system NOW automatically attaches the user's referral code to shared links, including blog posts, Threads, and shorts.
Extended Cookie duration: A 30-day cookie is placed in the browser of users who click referral links, allowing for delayed sign-ups to still count towards referrals.
Payout Threshold: While no users have reached the payout threshold yet, the team is considering lowering it to encourage more referrals.
Community Engagement and Growth Strategies
In-Person Events: Cal emphasized the importance of attending local crypto meetups and events to onboard new users personally.
NFC Tags: The team is exploring the use of NFC-enabled business cards for easy sign-ups at in-person events.
Media Kit: While some basic logos are available in the Discord channel, there's a recognized need for a more comprehensive media kit for community use.
User retention: Eric stressed the critical role of the community in retaining new users through engagement and support.
Educational Content: The team encouraged community members to create tutorials and virtual training sessions to help new users navigate the platform.
Ongoing Projects and Future Plans
LEO AI: The team confirmed that Leo AI is live and continuously learning from on-chain data, with plans to roll it out to users by the end of the year.
Dashboard Analytics: work is ongoing to integrate real-time page view data into user dashboards.
Community Integrations: Leofinance is actively working with the Dash cryptocurrency community, seeing this as a model for future collaborations.
Growth Targets: The team reiterated their goal of reaching 3,000 monthly active users in the short term and 10,000 by year-end.
Call to Action for the Community
Both Cal and Eric emphasized the crucial role of the community in Leofinance's growth:
Increased curation: Users are encouraged to curate more content, especially on threads and shorts.
Content Sharing: The team urged users to share their Leofinance content on other platforms, leveraging the new referral system.
User Retention: The community was called upon to welcome and engage with new users to improve retention rates.
In conclusion, Leofinance continues to innovate and expand its platform, with a strong focus on community-driven growth. By introducing new features, enhancing user engagement tools, and providing incentives for user acquisition, the team aims to accelerate their growth and establish Leofinance as a leading blockchain-based social media platform.
Question to ChatGPT: What does Kinship and Skinship mean?
Answer:
Kinship refers to the relationship between individuals based on blood relations, marriage, or adoption. It encompasses familial ties and the bonds formed through these connections, often influencing social structure and inheritance.
Skinship, on the other hand, is a term primarily used in East Asian cultures, describing physical closeness or affectionate contact between individuals, such as hugging, holding hands, or cuddling. It emphasizes the importance of physical touch in building relationships and emotional connections, particularly among friends and family.
Join guys, if you have time. @taskmaster4450le, @guurry123, @opinizeunltd!!
I am adding as much as I can, as quickly as I can. Going for some big numbers today. The weather is not cooperative so I can thread a lot today.
Stat safe!
will participate in some time..
#freecompliments
2/🧵
Unlike traditional trains, the Shanghai Maglev uses magnetic levitation technology, where powerful magnets lift and propel the train, eliminating friction with the tracks and allowing for incredibly high speeds. Developed by Transrapid, a German company, the train began commercial service in 2004 and remains the fastest in the world in regular operation. This technology reduces noise and wear on the train, making it a futuristic and efficient mode of transportation, albeit limited in global deployment due to high construction costs.
#ai #chatgtp #freecompliments
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#ai #catgpt #freecompliments
1/🧵 Questions - Which is fatest train in India, share the details in 150 words.
ChatGTP Answer - The fastest train in India is the Vande Bharat Express, also known as Train 18. This semi-high-speed train was indigenously developed by the Integral Coach Factory (ICF) in Chennai and began service in 2019. The Vande Bharat Express can reach speeds of up to 180 km/h (112 mph), though its operational speed is typically around 160 km/h (99 mph).
#ai #chatgtp #freecompliments
2/🧵 Currently, the Vande Bharat Express runs on several routes, including between Delhi and Varanasi, Delhi and Katra, and Mumbai and Gandhinagar. The train significantly reduces travel time on these routes, offering passengers a faster and more comfortable journey with modern amenities like automated doors, GPS-based passenger information systems, and onboard Wi-Fi.
Its lightweight design, energy efficiency, and aerodynamic structure allow it to accelerate quickly, making it a symbol of India's push towards modernizing its rail infrastructure and improving connectivity across major cities.
#ai #chatgtp #freecompliments
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#ai #chatgpt #freecompliments
1/🧵 Questions - What is fatest metro in world. Share details in 159 words.
ChatGTP Answer - The fastest metro system in the world is the Guangzhou Metro Line 18 in China, which began operations in 2021. This line sets itself apart with its incredible speed, reaching a maximum operational velocity of 160 km/h (99 mph), making it the fastest urban subway line globally.
Stretching across 62.7 kilometers, Line 18 connects the Guangzhou East Railway Station to Wanqingsha in Nansha District, serving as a critical high-speed urban transit solution. The line uses cutting-edge train models with lightweight materials and advanced propulsion systems, allowing for rapid acceleration and deceleration, essential for maintaining high speeds between closely spaced metro stations.
#ai #chatgpt #freecompliments
2/🧵
The high-speed performance of Guangzhou Metro Line 18 reduces travel times dramatically, benefiting commuters traveling long distances across the city. The metro cars are designed for both comfort and speed, offering spacious interiors, ergonomic seating, and modern amenities. This development is part of China's broader effort to integrate high-speed rail technology into urban transit systems, leading the world in metro innovation.
#ai #chatgpt #freecompliments
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#ai #chatgtp #freecompliments
I Prompted ChatGPT: I have a gameplay video, is there an ai tool that translates what's happening on the screen into text. What I want is similar to transcription, but in a way that describes what the player is doing and what the game is doing too with no unnecessary line.
Response in comments.
Yes, there are AI tools that can help describe gameplay by interpreting what's happening on-screen. However, achieving the level of specificity you're asking for—accurately describing player actions and game events without unnecessary information—would require a combination of tools:
Object Detection & Scene Understanding: Tools like OpenCV with YOLO (You Only Look Once) or TensorFlow can detect objects and actions happening in the game, such as identifying characters, enemies, or specific objects in a scene.
Action Recognition Models: Pre-trained AI models, such as those from the Action Recognition space, can be used to understand player movement or in-game actions (like shooting, jumping, etc.).
Text Generation for Narration: Once the gameplay actions are identified, models like GPT-4 can generate concise descriptions of what's happening based on the detected actions.
If you want to automate this, you'd need to combine visual analysis tools with natural language generation tailored to your gameplay. It would require some custom setup, but it's feasible with current AI technology. Would you like guidance on how to set this up?
Prompt: Is there a single tool, online or offline that can do that?
Summarized Response: There isn't a single tool that transcribes gameplay into detailed action-based descriptions. Some options, like GameSight AI or OpenAI Codex combined with visual recognition tools, can partially meet this need but would require custom integration. Replay analysis tools focus more on performance than narration. A full solution would likely require combining multiple tools.
Expanded response in comments.
Currently, there isn't a single AI tool that automatically transcribes gameplay into detailed action-based descriptions (like a narrator describing what the player and game elements are doing) in one step. Most tools focus on specific aspects, such as screen capture, object detection, or basic transcription of voice, but not detailed action narration.
Some options may partially meet your needs:
GameSight AI (Custom Integration): This tool is designed for esports and gaming analytics. It can recognize key in-game events but would still need custom integration with a language model to generate text.
OpenAI Codex/GPT-4 with Custom Vision Models: Though not a pre-built tool, using GPT-4 combined with a visual recognition tool like OpenCV, YOLO, or others could theoretically create a system for generating game-based descriptions. This setup would be offline but require some technical expertise to implement.
Replay Analysis Tools (e.g., AimLab, Highlights AI): These focus more on performance analysis for players (aim, kills, etc.) rather than detailed descriptions, but they could be extended for basic action detection.
At this time, no single off-the-shelf tool provides the exact gameplay-to-text description functionality. You'd likely need a custom solution involving multiple tools or models.
Prompt: Is there an easy-to-use combinations of tools that achieve this result?
Summarized response: Here's an easy combination of tools to transcribe gameplay into text:
Workflow:
This setup offers flexibility without complex coding. While no single tool automates everything, combining these makes the process easier and more customizable for different games.
Expanded response in comments!
Here's an outline of tools that are relatively easy to use together, without needing to code from scratch:
1. OBS Studio + OpenAI (via API or GPT-based tools)
Ease of Setup: Some technical setup is required for object detection, but using Python and available libraries can streamline it. OpenAI’s API is easy to integrate for the text generation part.
2. Action Detection Models + GPT-4
Ease of Setup: Action recognition models like SlowFast have pre-trained versions, so they don’t require much tweaking. You can use Python to create a simple pipeline to pass recognized actions to GPT-4 for narration.
3. Game-Event Trackers + Video Summary AI
Combining Tools in a Simple Workflow:
With these steps, you can achieve a functional pipeline that’s modular and adaptable to different games without building it from scratch.
Who is the director James Cameron? What are his accomplishments? What films is be best known for?
James Cameron is a renowned Canadian film director, producer, screenwriter, and deep-sea explorer. He is one of the most successful and influential filmmakers in the history of cinema. Here are some of his notable accomplishments and films:
Accomplishments:
Best-known films:
11 Academy Awards, including Best Picture and Best Director.
Overall, James Cameron is a highly acclaimed and influential filmmaker who has made a significant impact on the film industry. His films are known for their innovative use of special effects, engaging storytelling, and memorable characters.
Tell me all you can about Hoover Dam?
The Hoover Dam is a National Historic Landmark located on the border between Arizona and Nevada, USA. It is one of the most iconic and impressive engineering feats of the 20th century, and it has played a crucial role in the development of the American West. Here are some key facts about the Hoover Dam:
Some interesting facts about the Hoover Dam include:
Overall, the Hoover Dam is an incredible feat of engineering and a testament to American ingenuity and progress. It has played a crucial role in the development of the American West, and it continues to be an important source of hydroelectric power and water storage.
ChatGPT
👨💻: Starting with "ideation", what are the common phases for a small business to go through before they make their 1st sale?
🤖: Before making their first sale, small businesses typically go through several key phases. Here's a breakdown of the common stages:
Concept Development: Define the business idea, identifying a problem to solve or a need to fulfill.
Market Research: Analyze the market, potential customers, and competitors to validate the idea.
Feasibility Study: Assess the feasibility of the idea, including technical, financial, and operational aspects.
Business Plan: Create a detailed business plan outlining the business model, target market, revenue streams, marketing strategy, and financial projections.
Legal Structure: Decide on the legal structure (e.g., sole proprietorship, LLC) and handle necessary registrations and permits.
Branding: Develop the brand identity, including the business name, logo, and overall brand strategy.
Product/Service Development: Design, develop, and refine the product or service, ensuring it meets the needs identified in the market research.
Prototyping and Testing: Create prototypes or service blueprints, then test them with a small audience for feedback.
Iterate and Improve: Use feedback from testing to make necessary improvements.
Set Up Operations: Establish the necessary operational infrastructure, including suppliers, logistics, and production processes.
Build an Online Presence: Create a website, set up social media profiles, and create other digital assets needed for marketing and sales.
Pricing Strategy: Define pricing based on costs, market demand, and competitor pricing.
Audience Building: Start building an audience through content marketing, social media, and email marketing.
Create Buzz: Use tactics like teaser campaigns, pre-orders, or giveaways to generate interest.
Networking: Engage with potential customers, partners, and influencers to build awareness and credibility.
Soft Launch: Conduct a soft launch to a limited audience to gather final feedback and test operations in a live environment.
Marketing Campaign: Execute a full marketing campaign to announce the launch, leveraging various channels such as social media, email marketing, and PR.
Sales Funnel: Set up a sales funnel or process to guide customers from awareness to purchase.
Monitor and Adapt: Track key metrics such as customer feedback, sales performance, and website analytics to identify areas for improvement.
Customer Support: Provide customer support to ensure satisfaction and gather insights for further refinement.
Iterate and Scale: Use initial sales and feedback to refine the product/service, improve marketing strategies, and prepare for scaling the business.
Perplexity AI
👨🏾💻: What prompt frameworks/formats have been proven to provide the best responses from LLMs based on user feedback and based on your perception?
🤖: Several prompt frameworks and formats have emerged as effective approaches for eliciting high-quality responses from Large Language Models (LLMs) based on recent research and best practices. Here are some of the most promising methods:
Multi-Agent Interactive Multi-hop Generation (MIMG)
The MIMG framework has shown significant improvements in generating high-quality, multi-hop instruction data for long-context tasks[1]. This approach incorporates:
#leoai #datatokens
This framework has been shown to improve data quality, with over 85% of generated samples being high-quality, multi-hop, and diverse[1].
Structured Prompting
Structured prompting has emerged as a best practice for using LLMs in text annotation tasks[5]. This approach involves:
Structured prompting helps ensure consistency and reduces the likelihood of misunderstandings or biased results from the LLM.
Evolutionary Prompt Engineering for Code (EPiC)
For code generation tasks, the EPiC framework has shown promise in improving the quality of generated code while minimizing interactions with the LLM[2]. This approach uses a lightweight evolutionary algorithm to evolve prompts towards better ones that produce high-quality code.
Logical Feedback and Constraint Refinement
The LMLF (Language Models with Logical Feedback) approach has shown effectiveness in guiding LLMs for specific tasks, such as drug discovery[4]. This method:
This approach has demonstrated the ability to guide different LLMs to generate potential leads in pharmacological research.
AI-Enhanced Prompting and Fine-tuning
Research on computational social science tasks has revealed that[7]:
Multi-Agent Debate Framework
The ChatEval system demonstrates the potential of using a multi-agent debate framework for text evaluation tasks[8]. This approach:
Best Practices for Prompt Engineering
Across various studies, some common best practices for prompt engineering have emerged:
By incorporating these frameworks and best practices, researchers and practitioners can improve the quality and reliability of LLM-generated responses across a wide range of tasks.
Next threadcast: https://inleo.io/threads/view/ahmadmanga/re-leothreads-2ag58akyo