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多模态大模型,真的「懂」世界吗?——揭秘 MLLM 的核心知识缺陷
机器之心· 2025-07-28 02:47
多模态大模型(MLLM)在高层次视觉理解与推理任务上展现出惊艳能力。然而,如果你仔细观察,就会发现一个的事实: 它们在一些看似简单、直观、人类幼 儿都能轻松完成的任务中,却频频「翻车」 。 比如,「一个玩具被遮住后还在吗?」、「液体倒入不同形状容器后,体积变了吗?」、「两个物体靠近会发生碰撞吗? 这是否意味着 MLLM 的先天认知结构中,缺少那些支撑早期人类学习的基础知识机制?也就是说,它们是否缺乏「core knowledge」(核心认知能力)? ICML 2025 高分论文(initial score 4443),揭示了 MLLM 的「核心认知盲区」。 来自 UC San Diego 的新研究《Core Knowledge Deficits in Multi-Modal Language Models》(发表于 ICML 2025)对这一问题进行了系统、深入的分析。 论文标题: Core Knowledge Deficits in Multi-Modal Language Models 论文链接: https://arxiv.org/pdf/2410.10855 研究发现: 目前主流 MLLM 广泛缺乏核 ...
X @The Economist
The Economist· 2025-07-25 17:10
Last year Ireland, Norway and Spain joined the list of 147 countries that now officially recognise Palestine. In September France will become the 148th. Emmanuel Macron has not given up hopes of rallying neighbours to follow suit https://t.co/DMDVFfeyF0 ...
France announces it will recognize a Palestinian state
NBC News· 2025-07-25 13:55
French President Emanuel Macron's big announcement that France will recognize the state of Palestine, making France the first G7 nation to join the vast majority of UN member states which already recognize the state. In a social media post, the president said he'll make the announcement in front of the UN General Assembly in September, adding, "The urgent priority today is to end the war in Gaza and to bring relief to the civilian population. ...
X @BBC News (World)
BBC News (World)· 2025-07-25 05:58
US and Israel condemn French plan to recognise Palestinian state https://t.co/a3ZHHtZNfK ...
X @BBC News (World)
BBC News (World)· 2025-07-24 20:31
France will recognise Palestinian state, Macron says https://t.co/aG7mCnLWmL ...
X @CNN
CNN· 2025-07-24 20:10
France will recognize a Palestinian state in September, President Emmanuel Macron sayshttps://t.co/45rrJiqUy0 ...
Travelzoo(TZOO) - 2025 Q2 - Earnings Call Presentation
2025-07-23 15:00
Second Quarter 2025 Performance July 23, 2025 Important Notice to Investors Please read this management presentation together with the Company's press release issued earlier today announcing the Company's second quarter 2025 financial results and in conjunction with the Company's recent Annual Report and Quarterly Reports as filed with the Securities and Exchange Commission (SEC). Certain statements contained in this presentation that are not historical facts may be forward looking statements within the mea ...
Why do we need to develop our metacognitive skills? | Daniel MARA | TEDxChouaibDoukkaliU
TEDx Talks· 2025-07-22 16:09
Today I want to present some ideas about um metacognition because I think uh that um this um subject is very very interesting but also very very useful in uh our academic and uh fields and not only uh The title like a question as a question is uh why do we need um to develop our metacognitive competencies, metacognitive skills. Um and I want to begin with this idea. Uh the trend of general educational system but also at individual level is to focus on um uh our approaches and our activities on cognition uh ...
X @Unipcs (aka 'Bonk Guy') 🎒
RT Sniper (@snipeder)When I started aping #USELESS, I noticed a few on-chain traders like Marcell consistently scalping the chart.He did that until one day when m the train left him behind. That retard owned more supply than Bonk guy at some point but ended up making around $70k PNL in total on Useless.I won’t lie it was frustrating at first.My DCA into #USELESS lasted over a week and sat at a mid five-figure loss at one point.But I wasn’t bothered. I knew it was only a matter of time before the thesis star ...
Financial Literacy and School | Dr Geetha Ramanatha Bath | TEDxStonehill Intl School
TEDx Talks· 2025-07-15 14:48
Music Therapy & Neurodiversity - Music serves as a powerful medium to connect with disadvantaged communities, especially neurodiverse individuals including those with autism spectrum disorder, ADHD, and chromosomal abnormalities [2] - Music-based interventions are rooted in Indian classical music, leveraging its ancient wisdom [4][5] - Music stimulates multiple brain regions simultaneously, regardless of active or passive engagement [8] - Music is multi-sensory, engaging kinesthetic, auditory, visual, and tactile systems [12][13] - Individuals may have sensory sensitivities to elements of music like sound, pitch, or instruments [16] - Music perception involves sound, tone, emotion, and language [17][18] - Music can be broken down into elements to aid understanding for individuals with sensory sensitivities [15] Application & Benefits - Music therapy can help individuals discriminate between sound, music, and noise [20] - Music can be collaborated with disciplines of psychology and neuroscience [26] - Music can be used as a healing agent and a wholesome exercise to relieve stress [30] - Music therapy is about empathizing and gathering insight into someone else's mind to fix a problem [32][33]