~hackernoon | Bookmarks (1900)

When Deductive Reasoning Fails: Contextual Ambiguities in AI Models

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Despite its effectiveness, the Natural Program-based deductive reasoning process has limitations, particularly in handling contextual ambiguities....
Despite its effectiveness, the Natural Program-based deductive reasoning process has limitations, particularly in handling contextual ambiguities. One key failure case involves the term "pennies," where ChatGPT misinterprets it as a unit of currency instead of coins. Such ambiguities reveal challenges in the deductive verification process, limiting its ability to resolve contextual misunderstandings.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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How Natural Program Improves Deductive Reasoning Across Diverse Datasets

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The experiments assess the impact of the Natural Program deductive reasoning format across diverse datasets. Results...
The experiments assess the impact of the Natural Program deductive reasoning format across diverse datasets. Results show improvements in reasoning chain verification accuracy, although final answer correctness slightly decreases when applying deductive verification. The experiments highlight the trade-off between reasoning rigor and answer correctness, with additional insights from ablation studies on voting strategies.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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Deductively Verifiable Chain-of-Thought Reasoning

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This section outlines a step-by-step deductive reasoning verification process for large language models (LLMs). It introduces...
This section outlines a step-by-step deductive reasoning verification process for large language models (LLMs). It introduces the Natural Program format, a novel approach for ensuring reasoning validity, and demonstrates how integrating deductive verification with unanimity-plurality voting improves the reliability of intermediate reasoning steps and final answers.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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Breaking Down Deductive Reasoning Errors in LLMs

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This paper introduces the concept of validating each reasoning step in LLMs for QA tasks, focusing...
This paper introduces the concept of validating each reasoning step in LLMs for QA tasks, focusing on deductive reasoning to improve accuracy. By ensuring the logical consistency of every step, even correct answers are scrutinized for hidden errors, enhancing overall model reliability.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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Solving the AI Hallucination Problem with Self-Verifying Natural Programs

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Natural Program enhances the trustworthiness of LLMs by verifying each step of the reasoning process. Unlike...
Natural Program enhances the trustworthiness of LLMs by verifying each step of the reasoning process. Unlike other methods, it leverages in-context learning, offering rigorous explanations for errors, and is compatible with abstract reasoning tasks. This improves AI's ability to self-verify and refine reasoning without external solvers or finetuning.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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Deductive Verification of Chain-of-Thought Reasoning in LLMs

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Natural Program enables large language models to perform precise deductive reasoning through a step-by-step verification process....
Natural Program enables large language models to perform precise deductive reasoning through a step-by-step verification process. By isolating necessary premises and rigorously verifying reasoning steps, this method improves trustworthiness and accuracy, reducing hallucinations and enhancing performance on complex tasks.

ai ai-hallucinations cot-verification-models llm-prompting natural-program
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How to Use Python to Publish an Article to Dev

hackernoon.com

As a regular Obsidian user for writing articles, I found manually publishing Markdown content to [DEV.to]...
As a regular Obsidian user for writing articles, I found manually publishing Markdown content to [DEV.to] time-consuming. To streamline this, I developed a Python script that automates the process of publishing directly to DEV. In this guide, I’ll show you how to use Python and the [Dev.to API] to simplify your article publishing workflow.

api content-writing productivity python python-script
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Brazil: Hot Spot for Nomads and Biggest Fintech Market in LatAm

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Overview of Brazil perspectives in terms of immigration and local crypto regulations.

brazil etf latin-america solana tech-teams-in-brazil
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From Clicks to Value: TapSwap's Sustainable Approach to Tap-to-Earn

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TapSwap, one of the biggest tap-to-earn games in 2024, is working towards a sustainable solution. The...
TapSwap, one of the biggest tap-to-earn games in 2024, is working towards a sustainable solution. The "Play-Generate Value-Earn" philosophy pulls attention away from mindless tapping to interactions that can now yield real value, for the players as well as the platform. This will ultimately lead to a more sustainable and mutually beneficial ecosystem.

play-to-earn tapswap telegram-games telegram-open-network web3-gaming
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The TechBeat: ChatGPT in Test Design: How to Streamline QA Processes (9/8/2024)

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creativity hackernoon-newsletter latest-tect-stories tech-beat technology
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Gratitude Practices for the Hacker: Launch the Growth Mindset

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This is an article about the benefits of gratitude practices for hackers.

growth-mindset personal-development personal-growth self-care self-help
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Creating a SendFox Newsletter Signup Form in Next.js: A Tutorial

hackernoon.com

I built a custom SendFox newsletter sign-up form using Next.js, Shadcn/UI components, and Lucide-react for icons....
I built a custom SendFox newsletter sign-up form using Next.js, Shadcn/UI components, and Lucide-react for icons. While SendFox has limitations, it’s affordable and a good fit for simple projects. I created an API route to handle sign-ups with validation and error handling. The form manages user input, submission states, and feedback to the user. Though SendFox isn't perfect for managing multiple contact lists, it's...

newsletter next.js node.js sendfox-tutorial software-development
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Efficient Load Management for Blockchain Nodes: Introducing dRPC Load Balancing

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dRPC’s load-balancing solution addresses these issues. dRPC helps blockchain developers to maintain high availability, optimize network...
dRPC’s load-balancing solution addresses these issues. dRPC helps blockchain developers to maintain high availability, optimize network performance, and scale their DApp efficiently. By understanding the fundamentals of this technology, you can be sure how to integrate them into your process.

blockchain-api blockchain-application blockchain-development blockchain-infrastructure blockchain-load-balancing
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Inside the Secrets of Physical Penetration Testing

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Physical penetration testing aims to gain material access to company information or systems. Methods and strategies...
Physical penetration testing aims to gain material access to company information or systems. Methods and strategies include social engineering, lock bypassing, RFID cloning, shoulder surfing, dumpster diving, and more.

cybersecurity hackernoon-top-story pen-testing penetration-testing physical-security
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The Lockstep Toward Banning Encryption: On Durov, Telegram, and Potential Implications

hackernoon.com

The founder of Telegram was detained in France and charged with complacency with regard to the...
The founder of Telegram was detained in France and charged with complacency with regard to the various shady activities that go on on the platform. We are talking about arresting and incarcerating the maker of the gun, not the trigger-puller. The legitimate use of encryption allows user data to be retained safely and kept in a way that allows services to exist.

encryption hackernoon-top-story pavel-durov pavel-durov-arrest telegram
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Code Smell 268 - Ternary Metaprogramming

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Ternary metaprogramming uses conditional operators to select and invoke methods dynamically. It leads to code that's...
Ternary metaprogramming uses conditional operators to select and invoke methods dynamically. It leads to code that's harder to understand, debug, and maintain. Clean Code is the opposite of [Clever Code]. Use explicit conditionals. Apply the strategy pattern. Create descriptive methods. Avoid using ternary operators for dynamic method calls.

clean-code code-smells javascript meta-programming refactoring
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Hey ChatGPT, Does This Sound OK?

hackernoon.com

The rise of generative AI in recent years has been fascinating. It's challenging to predict how...
The rise of generative AI in recent years has been fascinating. It's challenging to predict how we’ll choose to interact with them. People are turning to AI models like ChatGPT to review their emails or documents. Are we slipping into a dynamic where AI chat models act as more of a friend or advisor?

ai ai-adoption ai-and-social-behavior ai-development ai-in-remote-work
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How to Detect Proxies on Your Site with Flask Backend and IPQuery API

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This tutorial walks you through creating a Flask application that detects if incoming requests are from...
This tutorial walks you through creating a Flask application that detects if incoming requests are from proxy servers using the IPQuery API. It covers setting up a backend, rendering results in HTML using Jinja2, and running tests to display IP-related details.

bot-detection flask-ip-checker flask-proxy-checker ipquery-api web-development
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Measuring Content Performance: Beyond Page Views and Shares

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In the digital age, content is king—but not all content reigns supreme. Traditional metrics like page...
In the digital age, content is king—but not all content reigns supreme. Traditional metrics like page views and social media shares tell only part of the story. To truly understand how our content performs and drives value, we need to dig deeper. This blog post will examine key performance indicators (KPIs) beyond surface-level statistics.

bounce-rate-analysis content-marketing content-marketing-hacks content-marketing-kpis content-strategy
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Crypto on the Go: Advanced Methods for Securing Your Mobile Wallet

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After experiencing an Ethereum theft from a suspected compromised MetaMask mobile wallet, I delved into mobile...
After experiencing an Ethereum theft from a suspected compromised MetaMask mobile wallet, I delved into mobile wallet security. This article covers the latest technologies like MPC, biometric authentication, and non-custodial solutions, explaining how they work to protect your crypto assets.

crypto-wallet-security crypto-wallets mobile-crypto-wallets mobile-wallet-security multi-party-computation
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The Facial Recognition Industry: A Developer's Perspective

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The global facial recognition market has seen remarkable expansion over the past few years. The market...
The global facial recognition market has seen remarkable expansion over the past few years. The market is expected to maintain a robust growth trajectory, with projections suggesting it could reach a value of $24.3 billion by 2030. The adoption and growth of facial recognition technology vary significantly across different regions, influenced by factors such as government regulations.

face-recognition face-recognition-tech machine-learning machinelearning market-research
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Why AI Consciousness is Totally Gonna Happen (And What That Means for Us)

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AI consciousness is not just possible; it's likely inevitable. As technology advances, we must confront ethical...
AI consciousness is not just possible; it's likely inevitable. As technology advances, we must confront ethical questions about our relationship with conscious machines. Drawing on examples like Microsoft's Sydney chatbot and Pocket FM, this blog explores what AI consciousness means for our future and why it's time to prepare for a world where machines could think and feel like us.

ai-consciousness ai-in-content-creation artificial-intelligence consciousness-in-ai current-state-of-ai
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Comparing The Top React Frameworks

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There are many reasons to switch from traditional CRA to the modern framework of React. There...
There are many reasons to switch from traditional CRA to the modern framework of React. There are various alternatives based on your requirements such as SSR, performance, etc. NextJS is the full-stack React framework for the web. Vite is more focused on performance for building projects that are quick and have less loading time.

create-react-app create-react-app-library javascript react server-side-rendering
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Waking Up from the Sleep of Ignorance: Bitcoin as a Catalyst for Change

hackernoon.com

Historically, power has been concentrated among the political realm, they have maintained control through the manipulation...
Historically, power has been concentrated among the political realm, they have maintained control through the manipulation of information and societal distractions. However, in our current digital landscape, a transformative force has emerged: Bitcoin.

bitcoin bitcoin-adoption bitcoin-maximalism bitcoin-maximalists bitcoin-spotlight
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