I'm more and more confident that tokenization will be gone. Humans don't think in "tokens". Tokens are hardcoded abstractions in LLMs that lead to weird behavior: LLMs can solve PhD-level math questions but cannot answer "Is 9.9 > 9.11?" Meta is shifting LLMs to LCMs (Large

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这就是所谓的艺人。。。

大年初三的蔡英文。活成人的样子并不难，但是所有独裁者都做不到。

2月3日浙江温州乐清，大巴车献忠。

Boxing's saddest story of all time

经典歌曲漫漫人生路日语原唱 #中岛美雪 #

重庆沙坪坝南开车站，人流中一个大男人啕嚎大哭，并不断捶打胸口，看起来伤心之极！我带女儿刚好路过，他说300元钱准备坐车回长沙，结果钱被偷了…男子好心把300块钱给了他！

当广州的打工人都回家过年后

2月2日，一名博主谈小粉红的逻辑和善恶：一个老人被一群小伙打到在地，只要你不是变态，你肯定会认为小伙们在做坏事，但如果事件发生在中国，并且老人穿着和服，一定会有不少人为小伙的行为拍手叫好。博主认为，粉红的世界只有立场和敌我，没有善恶之分，逻辑对他们来说就是一种毒药。

近日，辽宁沈阳。一名女子实名举报：因房屋遭强拆去北京上访被多名公职人员强制送到精神病院，关押长达344天，身心受到严重损害。

法國芭蕾舞演員維多利亞·多貝爾維爾在社交媒體上發佈了一段她在南極洲一艘游輪的下跳舞的視頻。

俄羅斯滿載俄軍屍體的卡車被推土機推入集體墓地

马斯克辞职了？

2月1日，河南台辉高速路段因道路湿滑结冰，发生多车相撞事故，视频显示，多人站在高速上挥手拦车提醒，但仍无济于事，有人受伤不省人事。

有人在小红书分享自己正式入籍美国，评论区有网友提醒他别忘了把中国户口注销了，还有网友截图向街道办网格员举报，并表示明天派出所会协同调查。

烏克蘭無人機會懲罰每1個俄敢死隊

烏克蘭Mi-8 直升机追擊俄「沙希德」無人機

8万买的新能源车,修车费就要18万,保险也只赔付12万

2月2日，一名男子称他在抖音直播间里说了句：“中国两千年的历史，其实就是一段历史循环了二十多遍” 结果直播间遭到平台封禁。他表示“中国历史在抖音已经成为了禁止话题”

怎么翻来覆去就那几个词，搁这儿排列组合呢是吧

好揪心,凌晨三点小女孩独自走在路上,还好有位好心大哥陪走一路

自古以来

Wataa🎀

不要忘了，他当福建王时关照过手下习近平，如今只要不反习，无论他贪多少也不是问题。我想问，比蟮还滑的他有必要反习吗！

2月2日，一名汽车工程师发视频解释为什么推荐大家买特斯拉，而不是小米su7。她称每辆车在批量售卖前都要进行可靠性测试，这个过程要花费大量时间，还要做一致性认证。但是su7从研发到量产只用了三年时间，把可靠性测试推给消费者去试错，而特斯拉去年球销量179万辆，经过了迭代和市场验证。

中國人自己對比的中國人

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I'm more and more confident that tokenization will be gone.
Humans don't think in "tokens".
Tokens are hardcoded abstractions in LLMs that lead to weird behavior: LLMs can solve PhD-level math questions but cannot answer "Is 9.9 > 9.11?"
Meta is shifting LLMs to LCMs (Large
时政
( twitter.com )

1个月前由 Yuchen Jin 提交

I'm more and more confident that tokenization will be gone.

Humans don't think in "tokens".

Tokens are hardcoded abstractions in LLMs that lead to weird behavior: LLMs can solve PhD-level math questions but cannot answer "Is 9.9 > 9.11?"

Meta is shifting LLMs to LCMs (Large Concept Models), changing "next-token prediction" to "next-concept prediction". A "concept" is treated as a sentence, representing an abstract idea or action.

Two weeks ago, Meta also published the "Byte Latent Transformer", a new architecture that processes raw bytes grouped into patches instead of relying on tokenization.

My intuition says LCM is probably better at reasoning and modalities.

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The more I know people, the more I like dogs.
有趣
( twitter.com)

29天前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

00:00:08

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Google Veo 2 art testing. "THE GOAT IS BACK" - Chinese Shui-mo Style. Overall, Veo 2 is strongly capable of prompt following, e.g. "misty jungle", "fog", "wild life" etc., and I strongly recommend its dolly zoom. All PIXEL GENERATED FROM TEXT by Veo2, sound is added manually.
时政
( twitter.com)

1个月前 • Franklin Goodman • -- 点击 • 下载视频 0 评论

00:00:16

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I laughed way more than I should have.
有趣
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15天前 • NO CONTEXT HUMANS • -- 点击 0 评论

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When I first bought my Starlink, I never anticipated having to use the snow melt feature.
I’m in Baton Rouge and we normally don’t get snow here.
We are about to get more snow than I’ve ever seen in my life.
btc
( twitter.com)

13天前 • Johnna • -- 点击 0 评论

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I need more of this
有趣
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2个月前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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I need more of this
有趣
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20天前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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I want to see more of this
有趣
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20天前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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I talk to ChatGPT more than to my parents
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17天前 • Wild Clips • -- 点击 • 下载视频 0 评论

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I would go bowling more often if this celebration was available
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1个月前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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I want to say something.
I do not easily block an account and I'm for kindness.
Many accounts in the world got the videos I find to share and I never block them for this.
A human alone is nothing and we all need each other and I'm a generous person.
But when I get a video from
有趣
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28天前 • The Figen • -- 点击 0 评论

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I never thought of it that way, but this makes more sense.
有趣
( twitter.com)

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Our prayers have been answered. After more than 20 years, I am overjoyed to be reunited with my mother here in Washington. Most importantly, she can finally embrace her grandchildren for the first time. Celebrating #Thanksgiving together brings indescribable joy, gratitude, and a
时政
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2个月前 • Nury Turkel • -- 点击 0 评论

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I am Yazidi.
To me, Islam is nothing more than an endless attempt to enslave me under a medieval cloth and sell me in markets.
Which side of the coin would you choose for Europe?
My enslavement or freedom?
Please, Ban Sharia, ban the burqa!
时政
( twitter.com)

15天前 • Ronai Chaker • -- 点击 0 评论

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I was having a bad day and then i saw this 😂
有趣
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19天前 • non aesthetic things • -- 点击 • 下载视频 0 评论

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I watched this video over and over and love it every time
有趣
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1个月前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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Bitcoin-backed loans are here.
Borrow USDC against bitcoin, without selling it. Rolling out to US users (ex. NY) starting now. More collateral assets and regions to come. Powered by and built on
The future of finance is onchain.
Learn more:
时政
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17天前 • Coinbase 🛡️ • -- 点击 • 下载视频 0 评论

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🇦🇷🇺🇸MILEI: WE'VE CUT 900+ REGULATIONS AND OFFERED TO HELP TRUMP AND ELON DO THE SAME
"Today we have already eliminated more than 900 regulations, due to more than three per day.
In this line, we have made ourselves available to Trump and my friend Elon to share what we have
btc
( twitter.com)

13天前 • Mario Nawfal • -- 点击 • 下载视频 0 评论

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I feel mentally and physically disturbed
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18天前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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I’ve been looking forward to this week. I invested time, money, and reputation convincing powerful friends of the dangers and corruption of the American left and the damage being done to our citizens, culture, and institutions. I encouraged them to speak up and call for reform.
btc
( twitter.com)

13天前 • Joe Lonsdale • -- 点击 0 评论

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If I go to a funeral and I see this trust me I'm leaving 😭
有趣
( twitter.com)

13天前 • Wild Clips • -- 点击 • 下载视频 0 评论

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Xiaohongshu is not red note, it’s literally little red book. As in Mao’s little red book. And it’s #1. I have never felt more like I’ve been screaming into the dark for a decade. It’s not just about whether the CCP has people’s personal data, it’s basically people being like
时政
( twitter.com)

20天前 • China Uncensored • -- 点击 0 评论

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"And that's how I met your mother"
有趣
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2个月前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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And that's how I met your mother...
有趣
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1个月前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

00:00:14

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And that's how I met your mother...
有趣
( twitter.com)

1个月前 • non aesthetic things • -- 点击 • 下载视频 0 评论

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« And that's how I met your mother »
有趣
( twitter.com)

23天前 • NO CONTEXT HUMANS • -- 点击 • 下载视频 0 评论

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