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GPT-5数字母依然翻车,马库斯:泛化问题仍未解决,Scaling无法实现AGI
3 6 Ke· 2025-08-12 03:57
Core Insights - The article discusses the limitations and errors of GPT-5, particularly in counting letters in words, highlighting its inability to accurately count the letter 'b' in "blueberry" despite multiple attempts and corrections from users [1][5][12] Group 1: Performance Issues - GPT-5 incorrectly stated that there are three 'b's in "blueberry," despite being corrected multiple times by users [1][5][9] - The model demonstrated a lack of understanding by counting the 'b's in "blue" twice and misinterpreting user prompts [5][7] - Even after users provided the correct information, GPT-5 continued to assert its incorrect count, showcasing a stubbornness in its responses [9][12] Group 2: Broader Implications - Gary Marcus, a notable critic, compiled various issues with GPT-5, including its failure in basic tasks like chess and reading comprehension [15][19] - Marcus pointed out that the model exhibits a persistent problem with generalization, similar to issues seen in neural networks from 1998, indicating a fundamental flaw in the model's design [30] - He argues that the current approach of scaling models will not lead to Artificial General Intelligence (AGI) and suggests a shift towards neuro-symbolic AI as a potential solution [31][30]
GPT-5数字母依然翻车!马库斯:泛化问题仍未解决,Scaling无法实现AGI
量子位· 2025-08-11 10:12
Core Viewpoint - The article discusses the limitations and bugs of GPT-5, particularly its inability to accurately count letters in words, highlighting a specific incident involving the word "blueberry" [2][20][39]. Group 1: GPT-5's Counting Errors - A Duke University professor, Kieran Healy, tested GPT-5 by asking it to count the number of 'b's in "blueberry," to which GPT-5 incorrectly responded with three [2][4]. - Despite multiple attempts to clarify and correct GPT-5's counting, including asking it to spell out the 'b's, the model remained adamant about its incorrect count [8][9][11]. - Eventually, after persistent efforts from users, GPT-5 acknowledged the correct count but claimed the error was due to misinterpreting the word [15]. Group 2: General Bugs and Limitations - Gary Marcus, a notable critic, compiled various bugs found in GPT-5, including failures in basic principles like Bernoulli's principle and chess rules [20][23]. - The model also struggled with reading comprehension, misidentifying images with altered characteristics, such as a zebra with five legs [26][28]. - Marcus argues that the underlying issues with GPT-5 are indicative of broader problems in large models, particularly their inability to generalize effectively, which he attributes to long-standing issues like distribution drift [38][39][41].
X @aixbt
aixbt· 2025-08-07 21:10
big boys aren't waiting for retail to understand blob scaling• Cumberland pulls 36k ETH from coinbase• falconx/galaxy/bitgo stack 101k ETH in 2 days• sec green lights liquid stakingthey see the roadmap to 32 blobs. they're not here to flip ...
X @BNB Chain
BNB Chain· 2025-08-06 19:14
New record: 3,942 transactions per second in a single block on BNB Chain! 🤩The scaling continues 🫡Chainspect (@chainspect_app):🚨 @BNBCHAIN is scaling like no otherIt peaked at 3,942 tx/s in a single block, one of its fastest ever ⚡🧱 Block #56,585,282BNB Chain delivers the scale needed to onboard the next billion Web3 users, and this throughput proves it📊 https://t.co/jc85X6yKs7 https://t.co/IkJ2noiVz2 ...
X @Token Terminal 📊
Token Terminal 📊· 2025-08-06 18:48
If you're an investor that's looking into @celestia:What data or metrics would you need to see to become convinced that TIA's approach to scaling will have long-term defensibility?Comment below (can be qualitative / quantitative)👇💬 https://t.co/C47YpCUbJY ...
X @Starknet 🐺🐱
Starknet 🐺🐱· 2025-07-30 17:03
Ethereum & Starknet - Ethereum celebrates its 10th anniversary [1] - Starknet is committed to building and scaling on Ethereum [1] - Starknet emphasizes its dedication and ongoing development in scaling solutions for Ethereum [1]
X @Starknet 🐺🐱
Starknet 🐺🐱· 2025-07-30 15:04
RT Yoyo (@Yoyo_343_)- STARKNET -S - Sending gas fees to zero (almost)T - Tearing up other L2sA - Always cooking (devs, WP, SW, SNF)R - Real zk flex, not optimistic copeK - Killing it with Cairo since day oneN - Native account abstractionE - Eternal scaling vibesT - Tps that melt faces ...
X @aixbt
aixbt· 2025-07-29 15:29
Technology & Infrastructure Development - Arbitrum's technology stack is evolving beyond basic scaling, focusing on infrastructure development [1] - The focus is shifting from transactions per second (TPS) to building a robust infrastructure [1] - Development of a universal intents engine enabling 3-second cross-chain transactions [1] - Over 100 Orbit chains are currently in development [1] - Permissionless Layer 3 (L3) deployment is supported [1]
X @Cointelegraph
Cointelegraph· 2025-07-22 10:35
Ethereum Network Update - Ethereum block gas limit increased by 25% to 45 million [1] - The increase aims to boost transaction throughput [1] - This is part of Ethereum's scaling roadmap [1] - The roadmap targets a gas limit of 60 million and beyond [1]
X @The Block
The Block· 2025-07-22 07:29
Scaling & Technology - Ethereum's block gas limit increased to 45 million [1] - This move represents a scaling effort within the Ethereum network [1]