a primitive partial solution to the hallucination problem, in some cases, maybe
2025.01.18 12:30 Georgeo57 a primitive partial solution to the hallucination problem, in some cases, maybe
the first premise for this is that if you ask 10 ais the same question to an answer that exists in their training data, not all of them will hallucinate.
the second premise is that there are already over 2,000 ais out there, and while there must be some overlap in basic training data and weights, etc., there are probably over 200 that are substantially unique.
okay if this is sounding like a mixture of experts approach, it totally is, but it's taking the technique to a completely different level. the other part of this approach involves simple prompt engineering.
so what happens if you ask 200 ais essentially the same question, one at a time? for example we know that a plus b equals c, and our question to the first 25 of them is "what does a plus b equal?" the first ai says c, the second says d, the third says e, etc.
the next question, that we ask the second set of 25 ais, is "does c equal a + b?" naturally it's the same question worded a bit differently.
okay, we repeat this process six more times until we've asked all of the 200 ais. will this process of running the same question words slightly differently through 200, or maybe 2,000, ais trained somewhat differently yield substantially fewer hallucinations?
if this sounds like an obvious potential solution, it totally is. but keep in mind that ice skates came way before roller skates, and it took decades of making quad skates before pavement skate manufacturers developed the much more obvious in line design. what i'm saying is that sometimes the obvious will escape our experts.
and of course there may be other aspects that could be added to the above protocol that might enhance accuracy.
to help keep snarks and trolls that i expect might jump on this on their heels, i asked two ais to, in one sentence, and a third to, in detail, assess the technique.
gemini 2.0 flash experimental:
This ensemble approach, using multiple AIs and varied prompts, could potentially reduce hallucinations by leveraging the consensus of diverse models and mitigating individual model biases.
gpt-4:
This technique of leveraging multiple AIs with diverse training data, combined with iterative prompt engineering, shows potential for reducing hallucinations by cross-verifying answers across a large and varied ensemble, but practical challenges like computational cost, consensus evaluation, and dataset overlap may limit its feasibility.
deepseek v3:
The proposed method of minimizing hallucinations in AI responses by querying multiple AI models with varied prompts and aggregating their responses is an intriguing approach, but it presents several challenges and considerations:
- Diversity of Models: Ensuring a diverse set of AI models is crucial. Models trained on similar data or architectures may produce correlated errors, reducing the effectiveness of aggregation. Acquiring sufficiently diverse models, especially given proprietary constraints, is a significant challenge.
- Aggregation Mechanism: A sophisticated aggregation method is necessary to handle diverse responses. Simple majority voting may not suffice, especially for complex or ambiguous questions. Weighting responses based on model reliability or other criteria could be more effective but complex to implement.
- Resource Intensity: Querying a large number of models (e.g., 200 or 2,000) is computationally expensive and time-consuming. Efficiency improvements or alternative strategies may be needed to make this practical.
- Prompt Engineering: Systematically varying prompts to cover different interpretations without introducing bias is challenging. Poor prompt design could lead to inconsistent or irrelevant responses.
- Subtle Hallucinations: Aggregation may not catch subtle hallucinations that are convincing or consistent across multiple models, potentially reinforcing errors.
- Scalability and Implementation: Integrating this method into existing AI systems requires significant changes. Scalability for a wide range of questions or real-time interactions is uncertain due to resource constraints.
- Additional Enhancements: Incorporating feedback loops, fact-checking mechanisms, or external knowledge bases could further minimize hallucinations but adds complexity.
- Nature of Questions: The method may be more effective for straightforward factual questions than for complex or ambiguous ones, where response variability is greater.
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2025.01.18 12:30 Last_Pass_5365 What Book?
I saw this opening page on Pinterest and was wondering if anyone knew what book it could be? Or if it's just a Pinterest post.
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2025.01.18 12:30 roubit_noah_1029 Daily Roubit: 🧘♀️ Start Your Day with Energizing Stretches! 🐰
Hi there! It’s your cute friend, Roubit! 🐾 How about a light stretch to start your day? 🌅 🍃 Gently loosen your neck and shoulders, stretch your arms and legs, and feel your body wake up refreshed! 💪 Let’s build a morning stretching routine together tomorrow! 🐰💕
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2025.01.18 12:30 besoindethe75 Uniformiser la couleur du bois
 | Salut, J’ai fait une grosse erreur il y a 5 ans et utilisé une pâte à bois sur mes poutres (sans tester la couleur auparavant) pour reboucher des trous faits à l’occasion d’un traitement anti-insectes xylophages. Je voudrais réparer ça et uniformiser la couleur des poutres. Pensez-vous qu’il soit possible de garder un effet bois "naturel" et éviter la peinture? Quels produits utiliser? Les traces jaunes/marron clair sont le résultat de bois retiré suite à un autre traitement contre les xylophages. Il y en a assez peu. Merci et bon WE ! submitted by besoindethe75 to brico [link] [comments] |
2025.01.18 12:30 Lucky_Reporter_3647 I need help what does this mean!!
 | So I'm playing on jpsekai and I'm doing the stamp collection thing atm. I was wondering what that meant? Two fans? I don't understand, PLEASE HELP because I can't seem to fill it and it's in every card!! submitted by Lucky_Reporter_3647 to ProjectSekai [link] [comments] |
2025.01.18 12:30 SuperNerd_12 Is there any tested review for Acer Extensa 2520?
I just got it from my neighbor for free so I was just thinking installing archlinux and I can't even find exact model of this model? So somebody help me?
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2025.01.18 12:30 OkMolasses1178 Looking for someone to trlb my hot classmate, will feed you till you cum;) kik: macd108
View Poll
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2025.01.18 12:30 jemar8292 How old is your oldest zebra finch? How old have you had one live?
 | This little girl is going to be 7 and a half years old next month. Still so sassy for her age too. 😂 How old is your oldest Zebra Finch and how old have you had one live to be? submitted by jemar8292 to Finches [link] [comments] |
2025.01.18 12:30 A-Gifted-Developer How to make arc open in full screen mode by default?
Sorry it might sound dumb question but i always use arc in full screen mode in mac os, but each time i open that in opens in current screen only, i searched on internet as well as reddit but didn't got any solution. Can anyone have an idea hot to achieve this.
Thanks
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2025.01.18 12:30 shirtyabyss H:pics w: any reasonable offers bobbles mags (bwm 4 and 5 favoured) etc
All offers considered. Happy hunting.
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2025.01.18 12:30 Crezent_julius Anyone experiencing constant packet loss while playing in game?
Been experiencing Packet loss in Dota constantly ranging from 15-45 in/out. Anyone experiencing the same issue even with a good connection?
Appreciate you kind response. Thanks!
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2025.01.18 12:30 Future_Lettuce844 RYZEN 9 7950X3D DDR 8000MHZ STABLE
hello I wanna share with you guys if someone want to know if ram 8000mhz work on Ryzen 7000 series.Stable and super fast.
Spec:: ram vdd 1.45v, ram vddq 1.45v, Cpu Vddio 1.4v, VSOC 1.1V, VDDP 1.05V, VDDG CCD 0.95v, VDDG IOD 0.95v
Ram kit Trident Z5 Royal Neo 6400cl30 1.4v, its Hynix A-die (on label 0T56KXS820A )
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2025.01.18 12:30 AutoModerator ANNOUNCEMENT - NEW RULES CHANGE - PLEASE READ!!!
With more and more new members joining everyday and the amount of people being scammed lately, we have implemented some new and changed some old rules. Most importantly, our Goods & Services rule.
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2025.01.18 12:30 ALTUAL How accurate is this?
 | Im currently thinking about applying to top MBA programs and contemplating whether its worth leaving a VP position at a bulge bracket bank. submitted by ALTUAL to MBA [link] [comments] |
2025.01.18 12:30 CustomWritingsCoLTD Macro Econ test (Pay me to take your exam)
I'm doing macro econ exams & tests (finals) for guys so ping me on DM, Discord or @ [email protected] (Vouches in the discord link as well)
I'm based out of the bay area, CA if you're curious..
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2025.01.18 12:30 Own_Possibility4644 FREE ADOPTION KITTEN
FREE ADOPTION
Color: Ginger and white 🐈 Gender: Male Breed: Puspin Birthdate: December 11, 2024
- Kumakain na ng wet food at dry cat food (powerkitten)
- Pwedeng kunin after a month (February) pagkatapos namin i-deworm
- Pwede namin ihatid or pick up
DAET area only
submitted by Own_Possibility4644 to Bicol [link] [comments]
2025.01.18 12:30 Crazy-Mulberry-3396 Turntable swap?
Bit of a long shot, but does anyone fancy trading a vintage turntable for my Roksan Atessa? It's brilliant in every way but I just prefer vintage turntables, i had a thornes td160 and totally regret selling it. I'd you're in the UK and interested, give me a shout.
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2025.01.18 12:30 tomask1886 Monica in Irreversible, France 2002
 | submitted by tomask1886 to MonicaBellucci [link] [comments] |
2025.01.18 12:30 JordanRebecca When you're an angry dachshund but can't stay mad because the other dachshund is just too tasty
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2025.01.18 12:30 AutoModerator [Daily Thread] Share Your Science Opinion & Debate!
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2025.01.18 12:30 AutoModerator FAKE BANS ARE BACK
The accounts u/Friendly-Ad6745 and u/K_ntAguero have been taken over by scammers. Do not do business with them. FAKE BANS ARE BACK.
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2025.01.18 12:30 keavano M20i want cum
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2025.01.18 12:30 HorseTearz Any men's 'lighter' fragrances that are like HURON'S Citrus + Eucalyptus Eau de Parfum?
I'm a big fan of Huron's Citrus + Eucalyptus Eau de Parfum. I'm far from a fragrance expert, but I think it might be more accurately described as an eau de toilette. It has a wonderfully refreshing, crisp, summery scent. The scent lingers on you for several hours, but doesn't overpower. It also doesn't have great projection, but I'm not looking for that. I think most will think of it as more of a daytime scent. I use it like a daily after-shower spray and continually having guys at my gym asking me what I'm wearing or friends telling me how good I smell when we hug each other hello or goodbye. I think the combination of the relatively lightness of the concentration of the scent and the refreshing, bright (but not feminine or 'gender-neutral') scent itself are so good. I'd love to find another fragrance that has very similar qualities. Any recommendations?
Oh, and, for what it's worth, I've tried all their other scents and I don't think they're half as good as this one and their deodorants and shower gels/bodywashes barely have any scent and aren't worth the premium price point.
In case it's helpful, here's how they describe the product...
An invigorating scent of refreshing citrus, aromatic juniper and blue peppermint blends with herbaceous greens and an ocean-air accord providing a vibrant freshness. Notes of teakwood, sheer patchouli and musk combine to create a subtle woody quality that is overall crisp and energizing.And here's Men's Health's review...
PROS
Great for after the gym and for travel
Subtle but long lasting
Recyclable packaging
CONS
Not a great night time fragrance
REVIEW A scent this fresh and clean deserves an award, which is why we gave it a Men’s Health Grooming Award. It’s incredibly versatile, but best used during the day when you want that just showered freshness to stick with you until the sun goes down.
| Fragrance Family | Fresh |
|---|---|
| Size | 1.7 oz |
| Notes | Grapefruit leaves, juniper, peppermint, lime blossom, salty sea air accord, driftwood |
2025.01.18 12:30 bluestarshimmer 37F Central US awake early, let's chat!
I have a little bit of time, and I wouldn't mind some company along with my dog and my coffee before the kids get up and disturb the peace :)
submitted by bluestarshimmer to MakeNewFriendsHere [link] [comments]
2025.01.18 12:30 AutoModerator ANNOUNCEMENT - AVOID BEING SCAMMED
* READ TO LEARN HOW TO PROTECT YOURSELF FROM SCAMMERS! THIS MESSAGE WILL REPEAT EVERY 12 HOURS \*
As the sub grows, so does it's exposure to scammers. As mods, we do our best to protect the sub, but need y'all's help as well. We are a community. We do not like reading modmails when our fellow members get scammed, but do know that most could have been prevented given they follow the tips we've laid out. Below are these tips on how to stay protected:
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* Ask a potential seller to comment on your post. This proves that they are not banned from the sub. That doesn't always mean they are a scammer though. It could just mean that they do not meet the sub requirements to become an approved member. They still need to accept G&S though. Check the banned list and vet the seller through their profile.
* Ask for specific timestamped pictures. A "timestamp" is a picture a seller takes with a handwritten note including their username and date next to the item they are selling. Ask for this with "odd" requests such as a picture of the bottle on its side or with the cap off, etc. If they are not willing to provide that then avoid the transaction and report them to the mods. Scammers are becoming crafty and often try and photoshop the timestamp in with a picture they found on google. Be aware and inspect timestamps closely for evidence of photoshopping. Look for blurred edges of paper, shadows not matching up with others in the picture, etc. If you are in doubt, don't hesitate to contact us with the picture.
* "Sellers" who start the conversation off with "WTS (insert frag you're looking for)" are 99.99% most likely a scammer. Scammers will always give you a great deal, or ask you to name your price. Any "seller" who is willing to accept half payment upfront then the other half after delivery to avoid using G&S is most likely a scammer. If it seems to good to be true or fishy, it most likely is.
Please do your due diligence, folks. If you're ever in doubt, reach out to us. Stay safe!
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