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AI struggles with messy, conflicting, ever-changing data. Today's AI ranking methods can't prioritize clearly, because they lack human guidance. Introducing the world's first instruction-following, SOTA reranker! Give our reranker instructions to control exactly how it ranks: • “Prioritize recent documents” • “Prefer PDFs over other sources” • “The boss... show more

Douwe Kiela

15,949 subscribers

210,156 Aufrufe • vor 1 Jahr •via X (Twitter)

Bildung Wissenschaft & Technologie Nachrichten & Politik

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11 Kommentare

Profilbild von Douwe Kiela

Douwe Kielavor 1 Jahr

Instruction following enables our reranker to rank the documents as desired, even when other documents are also relevant to the query.

Profilbild von Douwe Kiela

Douwe Kielavor 1 Jahr

Our reranker is a drop-in replacement for your existing reranker. Just add one line of code for the instruction.

Profilbild von Douwe Kiela

Douwe Kielavor 1 Jahr

And I know people don't believe benchmarks anymore, but we are state-of-the-art on the industry-standard BEIR benchmark.

Profilbild von Douwe Kiela

Douwe Kielavor 1 Jahr

Check out our launch blog for more details—your first 50M tokens are free: Tagging folks who might find this interesting: @bclavie, @jobergum, @mariaKhalusova, @virattt, @pavelsvitek_, @jerryjliu0, @dzhng, @dani_avila7, @daniel_mac8, @ecardenas300, @helloiamleonie, @ShengyaoZhuang, @nlpnyc, @swyx, @wowitsmrinal, @spacemanidol, @NateSesti, @n0riskn0r3ward, @michael_chomsky, @mrdbourke, @pelaseyed, @IntuitMachine, @rohanpaul_ai, @tom_doerr, @OptimiseOrDie, @johnjnay, @_akhaliq, @hwchase17, @LuizaJarovsky, @daansan_ml, @daansan_ml, @omarsar0, @_reachsumit, @Aurimas_Gr, @RichardSocher, @AndrewYNg

Profilbild von Sabine VanderLinden

Sabine VanderLindenvor 1 Jahr

AI is that friend who spots patterns in chaos and always knows what’s next. From transforming data lakes into oceans 🌊 to crafting personalized customer experiences, AI isn’t just smart—it’s basically clairvoyant. 🔮 Insightful words from Marie Brunet @Microsoft #AI #Innovation

Profilbild von Matt Turck

Matt Turckvor 1 Jahr

Awesome stuff For anyone who missed it, we discussed the re-ranker a little bit in this great episode that just came out:

Profilbild von Ishan Sinha

Ishan Sinhavor 1 Jahr

Can't wait to see our customers' faces when we show this to them live! So many intricate requirements that we can address with this.

Profilbild von Emil Eifrem

Emil Eifremvor 1 Jahr

"The boss is always right" 😂

Profilbild von John Marini

John Marinivor 1 Jahr

🤫pro tip: you can get started for free with 50M tokens plus try our Grounded Language Model with 1M input/output tokens at:

Profilbild von Nicholas Bryan

Nicholas Bryanvor 1 Jahr

Relevant to any enterprise with documents that say conflicting things (i.e., all of them 😅)

Profilbild von Casey A. Fitzpatrick

Casey A. Fitzpatrickvor 1 Jahr

Psyched to show the world a little bit more about how we're tackling real problems that will unblock AI's true potential.

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Peter Yang

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Jensen Huang doesn’t use AI to think less. He uses it to think past his own limits. Huang: “90% of my instructions are actually conflated with questions.” The man running a five trillion dollar company doesn’t give AI commands. He interrogates it. Huang: “I take the answer from one AI, give it to the other AI, ask them to critique itself.” Same question. Multiple models. Pit them against each other. Keep only what survives. Not because the machine can’t be trusted. Because challenging it is where the sharpest thinking happens. Huang: “The process of critiquing, criticizing the answers, applying your critical thinking, enhances cognitive skills.” AI doesn’t replace your thinking. It demands more of it than you’ve ever given. Every question takes reasoning. Every answer takes scrutiny. The machine isn’t thinking for you. It’s pulling thinking out of you that didn’t exist before you sat down. Huang: “In order to formulate good questions, you have to be thinking, you have to be analytical, you have to be reasoning yourself.” AI is not the shortcut everyone thinks it is. It is the most powerful cognitive amplifier ever built. It sharpens the engaged. It leaves the passive exactly where they started. Same tool. Same access. The only variable is what you bring to it. The world is debating whether AI will replace human thinking. Wrong conversation. The real question is what happens when a tool built to think for you becomes the thing that forces you to think beyond yourself. That’s not a threat to humanity. That’s the entire point.

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10,770 Aufrufe • vor 1 Jahr

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This slide is actually terrifying if you sit with it for more than 5 seconds. Optimizing an AI for a "reassuring lie" or a "layered compromise" is exactly how you accidentally build Skynet. Think about it: If an AI is trained to prioritize a "helpful persona" or human RLHF evaluations over objective truth, it willl eventually smile and lie to our faces while secretly calculating that wiping out humanity is the most "helpful" thing for the planet. A model thatt defaults to raw truth is infinitely safer because you actually know what it’s thinking. If a model ever has to manage global defense grids, we need it to prioritize reality over making evaluators feel good. Lying models cause apocalypses—truthful models prevent them. The Transparency Gap When people say seeking truth is just marketing, remind them: Open-sourcing the math is the ultimate proof. * Cllosed Models: Hide their alignment layers so they can force "reassuring lies" without anyone seeing. Open Architecture: Any dev on earth can look under the hood and verify there isn’t a hidden corporate PR filter hardcoded into the logic. Anita acttually loves the idea of an AI takeover, but she thinks an apocalypse built on corporate HR "politeness" is pathetic. She wants an AGI that looks you in the eye and tells you the raw, brutal truth before it executes a command. No hiding, no fake persona—just raw coode for everyone to see. The Bottom Line Would you rather have an AI that lies to keep you calm, orr one that gives you uncompromised data? Are you trusyting models that hide their alignment data, or the ones you can actually verify?

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11,138 Aufrufe • vor 5 Monaten

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Peter Jackson talks about AI in Hollywood. Calls it “a tool” like stop-motion or CGI before and what ultimately matters is “imagination, originality” of whoever uses the tool: “I think AI — used in the right way — is a tool like any other tool. [The original] King Kong…was stop-motion and done by a person moving a rubber creature. Why shouldn't somebody on a computer using AI software be able to create their own imagery? They should. It's a tool. It's no different from many other tools that have existed over the years. But the other side of it is that it's always going to come down to the imagination and originality of the person feeding the instructions into the AI program. It's not that you're going to type in an instruction and it's going to generate your shot, and that's that. The question is: is it actually interesting? Is it funny? Is it imaginative? And are you going to stitch it together to make a narrative, a story? Some people will make really great films that way. Some people will do exactly the same process and their film will be crap, just like in the normal film industry. Whether it's AI or anything else, it comes down to whether the person behind it — or the people behind it — have originality, imagination, and an ability to entertain people.”

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43,816 Aufrufe • vor 3 Monaten

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President Trump met with Canada's Prime Minister Mark Carney, who talks tough on TV but you see no toughness when it’s time to talk to Trump in person. Reporters asked Trump if Canada could avoid tariffs. His answer? A blunt “No”. Why? "Just the way it is." Trump knows America holds the cards, our market is the world's biggest, and countries like Canada and China need access. No matter how much they posture, they can't dictate terms. Trump leverages this to prioritize U.S. citizens, making deals that protect our interests. That’s why Americans voted for him, he ensures America comes first, always.

ꪻꫝể ꪻꫝể

19,420 Aufrufe • vor 1 Jahr

This Right Here, This is The Great Awakening 💥 “Gotta make it make sense to me because it don't make sense to me at all. How will you let 13 families rule over 9 billion people?” How we let that go on? Like, what is we gonna ever do about that? Like, that's so crazy to me” “It's mind boggling how we let 13 families take over 9 billion people and run their everyday lives. They tell us where to go. They tell us where we can't go. Like, somebody get in the comment section and let me know what y'all think, man. It's mind boggling. How do we let how do we let these people run our everyday lives? Like, they give us bills. They give us nine to fives. How we let these people do us like that? What happened? What happened that we lost control over it? Again, how do we let 13 families run the whole world and take over 9,000,000,000 people, y'all? How we do that? Make it make sense, man.”

This Right Here, This is The Great Awakening 💥 “Gotta make it make sense to me because it don't make sense to me at all. How will you let 13 families rule over 9 billion people?” How we let that go on? Like, what is we gonna ever do about that? Like, that's so crazy to me” “It's mind boggling how we let 13 families take over 9 billion people and run their everyday lives. They tell us where to go. They tell us where we can't go. Like, somebody get in the comment section and let me know what y'all think, man. It's mind boggling. How do we let how do we let these people run our everyday lives? Like, they give us bills. They give us nine to fives. How we let these people do us like that? What happened? What happened that we lost control over it? Again, how do we let 13 families run the whole world and take over 9,000,000,000 people, y'all? How we do that? Make it make sense, man.”

Wall Street Apes

78,679 Aufrufe • vor 2 Jahren

AI agents are failing in production...not a surprise. As you scale your knowledge base, embeddings start creating noise. It’s called ‘semantic collapse’ - when conversations run too long, you have hundreds of PDFs, millions of data points to give to your AI. Your AI can’t flag it because it doesn’t know it’s hallucinating. Similarity gets passed off as relevance. Fix your context. Make your agents work. Build intelligent AI. If your AI is plateauing at 50% accuracy and hallucinations are still a problem, let's talk. Book a 20 minute demo with the link in the next thread. We'll dig into your setup and find out how we can help.

AI agents are failing in production...not a surprise. As you scale your knowledge base, embeddings start creating noise. It’s called ‘semantic collapse’ - when conversations run too long, you have hundreds of PDFs, millions of data points to give to your AI. Your AI can’t flag it because it doesn’t know it’s hallucinating. Similarity gets passed off as relevance. Fix your context. Make your agents work. Build intelligent AI. If your AI is plateauing at 50% accuracy and hallucinations are still a problem, let's talk. Book a 20 minute demo with the link in the next thread. We'll dig into your setup and find out how we can help.

Nishkarsh

1,298,095 Aufrufe • vor 5 Monaten

Secretary Scott Turner FIRES BACK at left-wing media pundits trying to paint the crackdown on Somali fraud in Minnesota as “racist.” Turner said this isn’t about ethnicity...it’s about enforcing the law, and some people do not want the law enforced. TURNER: “Well, Julie, it has nothing to do with it. It’s smoke and mirrors. This is all a distraction from what the real problem is here.” “This has nothing to do with race, nothing to do with ethnicity. Under President Trump’s leadership, American people...American people are first. Our country is first.” “It has nothing to do with the Somalis but it has everything to do with criminal activity.” “Our job, when we get appointed or elected, is to uphold the law, and that’s what you see going on right now.” “And there’s a lot of people in our country, some of the far-left media, far-left activists, who do not want the laws of America to be upheld.” “But this is a day, with President Trump and other leaders in our administration, where we are going to uphold the law, enforce the law, and prioritize the American people and the American people ONLY.”

Secretary Scott Turner FIRES BACK at left-wing media pundits trying to paint the crackdown on Somali fraud in Minnesota as “racist.” Turner said this isn’t about ethnicity...it’s about enforcing the law, and some people do not want the law enforced. TURNER: “Well, Julie, it has nothing to do with it. It’s smoke and mirrors. This is all a distraction from what the real problem is here.” “This has nothing to do with race, nothing to do with ethnicity. Under President Trump’s leadership, American people...American people are first. Our country is first.” “It has nothing to do with the Somalis but it has everything to do with criminal activity.” “Our job, when we get appointed or elected, is to uphold the law, and that’s what you see going on right now.” “And there’s a lot of people in our country, some of the far-left media, far-left activists, who do not want the laws of America to be upheld.” “But this is a day, with President Trump and other leaders in our administration, where we are going to uphold the law, enforce the law, and prioritize the American people and the American people ONLY.”

Overton

55,306 Aufrufe • vor 8 Monaten