#evaluation maison

[soumissionsevaluation]

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[maisonpasavendre]

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[mustardyellowsunshine]

In today's episode of Shut Up Robin, Nobody Cares:

I finished Maison Ikkoku back in February, and I had a lot of feelings about the series. (It's good, do yourself a favor and go read it if you haven't.) As I read through it, I couldn't shake the thought: this is the caliber of romantic development Rumiko Takahashi can bring to the table?? We could've had this kind of relationship development in InuYasha??? 😭😭

The other thought I couldn't shake: InuYasha fans who still question the sincerity and depth of InuYasha's feelings for Kagome might benefit from reading Maison Ikkoku all the way to the end. They should read the final chapters of Maison Ikkoku, think for awhile about the blatant parallel themes found in InuYasha, and then try reevaluating InuKag's dynamic.

Now, I should clarify: I think the InuYasha series already makes it abundantly self-evident that the Inu/Kag/Kik "triangle" (🙄) is a complex situation that puts InuYasha in an extremely difficult position. (Well, it puts all of them in a difficult position, but you get the idea.) You just have to read the series with your brain on to see that. To review: teenage boy is tricked and terrorized by a demonic murderer; that demon successfully murders the boy's ex while masquerading as him; later his ex is revived from the dead against her will, wanders the earth as a vengeful spirit for awhile (who wouldn't be pissed about being brought back into that bullshit?), and is actively stalked by the demon who already murdered her once; teenage boy is falling in love with someone else when this happens, but he still wants to save his ex from being re-victimized by the demon who already brutally murdered her once. Anyone who sees that situation and describes it with a straight face as "InuYasha needs to make up his mind already" is probably never going to reconsider their assessment of InuYasha's character. They've already formed an opinion in defiance of the evidence. That ship done sailed.

But for some folks, I think experiencing the way Maison Ikkoku explores the same relationship themes—and particularly how it resolves those themes in the final chapters—could help them re-evaluate the emotional nuances in InuKag's relationship, and maybe help to re-contextualize the Inu/Kag/Kik conflict.

The parallels between Godai/Kyoko and InuYasha/Kagome are pretty obvious—Rumiko Takahashi consistently revisits this relationship dynamic in her work (it's present in Mao to a lesser extent). But I think Maison Ikkoku more directly confronts the emotional complexity of that dynamic. You can feel the difference in how RT more directly explores the messiness, complications, and pain of a) grieving a former relationship even while falling in love with someone else, and b) loving someone who is still tangled up in grieving their past. The InuYasha series obviously deals with those themes too, but Maison Ikkoku brings more focus and resolution to its exploration.

This may be for two reasons: 1) Maison Ikkoku had an older audience, as it was published in a seinen magazine geared for adult men between 18 - 40 years old, and 2) the relationship tension between Godai/Kyoko pretty much constitutes the main story of Maison Ikkoku; in InuYasha, the plot (such as it is) revolves around a vengeance quest and the monster of the week, and the relationship tensions between InuKag are second to that. Maybe that's why RT was more willing to get into the weeds with Godai/Kyoko and to more directly resolve the tension.

InuYasha does have some standout chapters where it explicitly deals with the tension of InuKag's situation (e.g., chapter 78, chapter 124, chapter 176, chapter 286, chapter 458, etc.), but there's this distinct hesitance in the narrative to resolve that tension in a substantive way. That's one of my beefs with the InuYasha series: it gives us moments of standout, concrete relationship development which then doesn't impact the future narrative all that much. The same relationship conflicts play out over and over again, well past their narrative expiration dates. See: Miroku flirting with women right in front of Sango after they've acknowledged feelings for each other; also the entire Kaō arc, which just... I do not understand the narrative purpose of that arc when it just exacerbates tensions that already existed and resolves none of them. Anyway. I digress.

You could argue this hesitance to permanently resolve relationship conflict comes from the episodic nature of InuYasha's storytelling. There's some truth to that, but that's not a satisfying explanation for why the main couple's relational status quo remains inert for the latter half of the series. Maison Ikkoku also does this to an extent—the "will they, won't they?" tension is strung along for as long as possible—but in general Maison Ikkoku does a better job of allowing relationship development to actually affect the narrative. Moments of emotional revelation and growth do change the relational status quo between Godai and Kyoko. They don't stay in quite the same relationship limbo that InuYasha and Kagome get stuck in for the latter half of the series. (It probably also helps that Maison Ikkoku is significantly shorter than InuYasha.)

All that to say: I think Godai/Kyoko is actually a useful mirror for examining InuKag, because they share the same themes and relationship dynamics without sharing the same narrative failings.

Okay, so: big time major spoilers ahead for Maison Ikkoku. Stop here if you don't want to see the conclusion of that series.

I want to look at how Maison Ikkoku's conclusion simultaneously revisits and resolves the main conflict between Godai/Kyoko.

Ahhhhhh my feelings!!! Man I love this series.

Okay, let's review the major takeaways from this scene:

• Notice how the tension between Godai and Kyoko—Godai's struggle with insecurity and Kyoko's feelings for her deceased husband—mirrors the tension between InuKag. And notice that the reader is encouraged to sympathize with both Godai and Kyoko. Godai is not "at fault" for struggling with insecurity and feelings of jealousy. That's a natural human feeling to have, especially in a relationship that hasn't been anywhere near secure until very recently. And despite whatever jealousy or inadequacy he may be feeling, Godai tries to see things from Kyoko's perspective. Part of Godai's struggle—the heartache of it—is his understanding that Kyoko is also not at fault. It's not her fault that she married before she ever met Godai, it's not her fault her husband died, and it's not her fault that she's struggling with the grief of that tragedy. She's trying to reorient herself to her new life after loss; she's falling in love with Godai, but she's also scared of betraying her husband's memory. (Let's hold that mirror up to InuYasha now, shall we? SHALL WE?) Moving on from Soichiro emotionally represents to Kyoko a breach of duty to a loved one.

• To reiterate: neither Godai nor Kyoko are "at fault" in this situation. That's precisely why it's a tragedy. They both have to process painful, messy feelings; both their feelings are valid and understandable. (Hold that mirror up to InuKag, girl. HOLD IT UP.)

• Notice how Godai explicitly acknowledges that loving Kyoko means loving the Kyoko who once loved Soichiro. "On the day I met Kyoko, you were already within her. That's the Kyoko I fell in love with." It's impossible to divorce Kyoko from her feelings for her former husband: that part of her life significantly shaped her into who she is. And I just love that Godai is hashing out his feelings at Soichiro's grave: it shows a sort of respect for Soichiro's memory, but more importantly it also shows that Godai knows his negative feelings can't ultimately be "fixed" by Kyoko. If she could fix them, he'd be having this conversation with her. (And by this point in the series they have had this conversation.) But Godai knows he's the only one who can truly work through/resolve his insecurity—especially now, when Kyoko has already assured him that she loves him—and I love how the scene's setting subtly demonstrates that. Soichiro's ghost is haunting Godai's feelings, not Kyoko's, and Godai is trying to work through that with Soichiro himself. There's no love triangle to resolve here: what needs resolving is Godai's own feelings of inadequacy which no amount of assurance from Kyoko can ultimately "fix." This is his ghost to fight. (We get an echo of this kind of inner conflict in chapter 458 of InuYasha: Kagome directly wrestles with the "ghost" of Kikyo and struggles toward some resolution of her own insecurities.... Only for the Kaō arc to come along later and materially damage that resolution and character growth for no clear reason, BUT I DIGRESS.) And this scene shows that Godai wins that fight: he comes to understand that loving Kyoko has to include accepting her past. Kagome reaches a very similar understanding in chapters 175 and 176 of InuYasha.

• To reiterate: Maison Ikkoku's conclusion is not the resolution of a "love triangle." It's the resolution of a series-long conflict, which is completely different. In order for love triangles to work—to actually function as love triangles—two competing love interests have to be viable options. This is quite evidently not the case in Maison Ikkoku: Soichiro is dead at the start of the series. It's literally impossible for Kyoko to choose him in any meaningful way. RT blatantly acknowledges this early in the series when Kyoko's father-in-law tells her she has to live her life. I cannot stress enough how self-consciously the series is not about a love triangle between Godai/Kyoko/Soichiro. (Mitaka is another matter entirely, for a different post.) Rather, the series is about the damaging power of grief in our lives, the rocky and painfully non-linear journey to healing from that grief, and how messy, fraught, and ultimately profoundly beautiful it is to love another person for exactly who they are — past pain/trauma and all. (Please for the love of heaven hold that mirror up to InuKag.)

• No, you know what? I'm not leaving that at a parenthetical. I'm just gonna say it: exactly as Maison Ikkoku is not about a love triangle, InuYasha isn't either. For the same reasons as stated above, the Inu/Kag/Kik dynamic is not ultimately a love triangle because Kikyo is dead at the start of the series. And while her spirit is magically revived—in an altered/diminished form—she is still not truly alive. The story conspicuously communicates this: her body is literally created from decomposing bones and cannot sustain itself (she needs to consume souls—other deceased spirits—to remain animated), symbolically suggesting she is of the dead even as she walks among the living. This is a facsimile of life. RT is not subtle about this. Kikyo is a tragic and complex character whose arc can be interpreted in many ways, but I think it's fair to say that the series self-consciously represents her as a past which can't be recovered. The damage has been done. She is dead, time continues to move forward, and there's no reversing that. (That's, again, why it's a tragedy.) Even her resurrected body symbolically represents this reality via death imagery. Ergo, from the very start of the series—just as we see in Maison Ikkoku—Kikyo is not a truly viable option for InuYasha. He can't choose her in any meaningful way. To "choose" her would be to essentially choose death—abandonment of life—just as Kyoko choosing Soichiro would make her "a wife who hadn't died yet." Kikyo represents an irrecoverable past just as Soichiro does. And the main thematic trajectory of each series does not suggest that Kyoko/InuYasha should give up on life by choosing death — it suggests they should choose life. Godai and Kagome conspicuously represent life, the possibility of living into the future. (Kagome is literally from the future, that's how unsubtle RT is about this.)

(A quick aside while we're here: no, Kikyo's not being a viable option does nothing to diminish the sincerity of InuYasha's feelings for Kagome. Kagome is not a "second choice," for the love of God the series blatantly addresses that very thing many, many times—like it's right there y'all—and I have already written a long ass post about why Kagome's insecurity over InuYasha's feelings for her shouldn't be taken as gospel truth.)

So, rather than being an actual love triangle, I think the Inu/Kag/Kik dynamic is a complicated emotional landscape that explores the same themes Maison Ikkoku does: how grief and trauma affect our lives, how painful and messy it can be to heal from that grief, and that loving someone—choosing to take that mutual risk with them—means trusting that they mean it when they tell/show us they love us, and choosing to trust them more than our own insecurities.

It's just that Maison Ikkoku explores those themes a little better. 😅 Which is why I think it makes a good mirror for re-examining InuKag: all the same themes without all the narrative failings and missed opportunities. ✌🏼

[everythingranma]

Movement 1989 Ranma 1/2 Voice Actors Interview - Kappei Yamaguchi (male Ranma) and Megumi Hayashibara (female Ranma)

Interviewer: Takahashi’s fans are very enthusiastic. I guess you had some difficulty at the event. So, what happened?

Yamaguchi: Yeah! They complained to us quite a bit. That event was for Urusei-fans. We had some bags for a quiz event. On one side of it, Lum-chan was depicted and other side was Ranma. When they saw an “O” mark on Ranma while “X” on Lum-chan, they disappointedly said, “Eeehhhh-----."

Hayashibara: When we heard that, we said to ourselves sadly, “Lum-chan is qualified for an “O” mark. Damn it.”

Yamaguchi: Mr. Chiba, the coordinator, asked the fandom to cheer for Ranma because the event was for Ranma. But the audiences said, ”No~~~~.” Every time we held an event, we feel the greatness of Urusei Yatsura. So, we want to take over what voice acting veterans left behind with Urusei and Maison, and to make Ranma popular like those masterpieces as soon as possible.

Hayashibara: So, I want them to evaluate our performances in a long-term perspective. And some of fans who disappointedly said, “Eeehhh...” at the event may become big Ranma fans one year later. You bet!

Yamaguchi: The most important thing is our efforts, I guess.

Interviewer: In conclusion, please give some comments to the fandom.

Yamaguchi: I want fans to be satisfied with our performance as soon as possible, and I will make an effort to become Ranma rather than just play the role well. So, please support us.

Hayashibara: Eventually, the success of our job depends on fan’s support, and I want them to take a long time before they evaluate our performances. I think fans will feel our enthusiasm and I want to live up to their expectations.

Source

[anotherfandom]

I finally found a way to read One Pound Gospel without buying insanely priced used physical books. It took some doing, but I did enjoy the series. I found it on a website called anidex. The story is about a boxer and a nun. It is more grounded like Maison Ikkoku, but it does get a bit silly especially as time goes on. It is only four volumes and I feel the main two characters don't quite have as much charm as other Rumic pairs. I'm also genuinely unsure if I enjoyed the ultimate conclusion.

It was kind of odd seeing Christianity in a Rumiko manga, but it wasn't overwhelming. The plot focussed more on Kosaku's incredible issues maintaining his weight class. Professional boxers are evaluated very harshly after all.

If any of you have read it, I'm curious to hear what you think.

[maisonamelie]

The Ultimate Guide to Choosing the Best Ladies Beauty Salon in Dubai

Dubai is renowned for its luxury and style, making it a top destination for those seeking premium beauty services. With a myriad of options available, finding the best ladies' beauty salon in Dubai can be overwhelming. Whether you're looking for a complete makeover, a relaxing spa day, or specialized hair treatments in Motor City, Dubai, this guide will help you make an informed choice.

Identify Your Needs

Before you start your search, it's essential to identify what services you need. Are you looking for a salon that specializes in hair treatments, facials, or perhaps bridal makeup? Some salons excel in specific areas, while others offer a wide range of services. Knowing what you want will help narrow down your options and ensure you find a salon that meets your expectations.

Research and Reviews

Dubai's beauty industry is highly competitive, and many salons have established a strong online presence. Start by researching salons in your area, paying close attention to customer reviews and ratings. Websites like Google, Instagram, and Facebook can provide valuable insights into past clients' experiences. Look for consistent positive feedback, particularly in areas that matter most to you, such as hair treatments in Motor City, Dubai.

Visit the Salon

While online research is crucial, nothing beats visiting the salon in person. A visit allows you to assess the cleanliness, ambiance, and professionalism of the staff. Take note of how well-maintained the salon is and whether the staff is attentive and welcoming. This first-hand experience will give you a better sense of whether the salon is a good fit for your needs.

Consider the Range of Services

The best ladies' beauty salons in Dubai offer a wide range of services, from haircuts and coloring to advanced skincare treatments. When choosing a salon, consider whether it offers all the services you might need, both now and in the future. For instance, if you're interested in hair treatments in Motor City, Dubai, check whether the salon offers specialized treatments like keratin smoothing, deep conditioning, or scalp therapies.

Check the Expertise of the Staff

A salon is only as good as its staff. Look for salons with highly trained and experienced professionals. Many top salons in Dubai employ stylists and beauticians who have trained internationally and are up-to-date with the latest trends and techniques. Feel free to ask about the qualifications of the staff, especially if you're seeking specialized services like hair treatments.

Evaluate the Products Used

The quality of products used in a salon can significantly impact the results you achieve. Leading salons in Dubai often use premium, professional-grade products that are gentle on the skin and hair. If you have specific preferences, such as organic or cruelty-free products, make sure the salon can accommodate your needs.

Compare Prices

While Dubai is known for luxury, it's essential to find a salon that offers good value for money. Compare prices of the services offered by different salons, but remember that the cheapest option isn't always the best. Consider the overall experience, quality of service, and the results you can expect when making your decision.

Conclusion

Choosing the best ladies' beauty salon in Dubai involves a careful balance of research, personal visits, and consideration of your specific needs. Whether you're seeking top-tier hair treatments in Motor City, Dubai, or a complete beauty makeover, the right salon can make all the difference. By following this guide, you can ensure that you find a salon that not only meets but exceeds your expectations, offering an experience that leaves you feeling pampered, rejuvenated, and looking your best.

To learn more, contact Maison Amelie for detailed information and personalized beauty services.

[nicolas-immobilier]

Catastrophes Invisibles: La Prolifération des mérules et termites à Massy ?

L’immobilier revêt un rôle fondamental dans notre quotidien, non seulement parce qu'il incarne notre espace de vie mais également parce qu'il représente un patrimoine significatif. Toutefois, la durabilité de vos biens immobiliers est fréquemment menacée par des acteurs invisibles mais redoutablement destructeurs : les mérules et les termites. À Massy, la récente mise à jour des zones infestées met en lumière des préoccupations cruciales pour les acheteurs et propriétaires de biens immobiliers.

Mérules et termites : Menaces sournoises pour l'immobilier

Les mérules et termites sont des adversaires redoutables pour tout propriétaire immobilier. La mérule pleureuse, aussi connue comme champignon dévastateur du bois, détruit lentement mais sûrement les structures en bois des bâtiments. Les termites, quant à eux, se nourrissent principalement du bois, s'attaquant aux charpentes, planchers, et autres éléments structuraux.

Alors que la menace qu'ils représentent est réelle, de nombreux propriétaires ne réalisent pas l’ampleur du problème jusqu’à ce qu’il soit trop tard. À Massy, comme dans beaucoup d’autres régions, la mise à jour des zones touchées par ces nuisibles révèle des enjeux majeurs.

Statistiques alarmantes : une évaluation précise nécessaire

Selon les dernières données de Cerema, la prolifération des mérules et des termites est en constante augmentation. Cette montée des infestations est préoccupante. 

Par exemple, le nombre de diagnostics positifs pour les termites a grimpé de 15% au cours des cinq dernières années, soulignant une propagation inquiétante.

À Massy, les prix immobiliers peuvent se voir fortement influencés par la présence de ces nuisibles. Une nuance essentielle à considérer dans toute estimation : une maison infestée verra sa valeur largement dévalorisée, alors qu'un diagnostic positif peut ajouter des coûts significatifs pour la mise en œuvre des travaux de traitement et de réparation. 

Bon à savoir : les diagnostics immobiliers révèlent que dans la ville de Massy : les biens ne sont pas susceptibles d’être infectés par des mérules et des termites.

Comprendre et estimer son bien immobilier : les chiffres clés

Prix immobilier à Massy :

Prix m2 Massy : 3,672€ pour un appartement

Prix m2 maison Massy : 4,138€

Prix m2 terrain Massy : Variable, souvent compris entre 300€ et 500€

Les biens vendus à Massy au cours du dernier trimestre montrent des variations significatives basées sur l’état du bien. En particulier, les biens ayant subi des infestations traitées enregistrent un prix jusqu’à 20% en dessous de la moyenne.

Importance d'une evaluation immobilière : estimation gratuite et en ligne immédiate sans inscription

Pour éviter de mauvaises surprises et garantir que votre bien ne perd pas de sa valeur, une estimation précise est essentielle. Chez Nicolas Immobilier Massy, nous proposons une estimation gratis maison, permettant aux propriétaires de se projeter en ayant connaissance des risques et des coûts potentiels. Des outils en ligne permettent également d'obtenir une estimation immobilière gratuite rapidement, sans inscription. Cette démarche est particulièrement importante dans un contexte local où les nuisibles peuvent grandement dévaluer un bien.

L'importance des diagnostics professionnels

Il est crucial d'effectuer des diagnostics complets, non seulement pour la tranquillité d'esprit que cela procure mais également pour la transparence vis-à-vis des acheteurs potentiels. Chez Nicolas Benoit Immobilier, nous adhérons à une stricte charte de déontologie assurant un professionnalisme et une éthique impeccable, rendant les transactions sécurisées et transparentes. Les diagnostics sont certifiés, garantissant ainsi une protection optimale de vos intérêts.

Se prémunir contre les risques : Comment les experts peuvent aider

L’appréhension des risques comme ceux posés par les mérules et termites est une part intégrante des services offerts par Nicolas Immobilier Massy. Adhérant à une charte de déontologie stricte et bénéficiant d'une reconnaissance nationale, nos experts assurent une évaluation exacte de la valeur de votre bien.

Notre 1ère agence immobilière de Massy par ses frais d'agence les plus bas, offre une tranquillité d'esprit grâce à notre expertise et à notre réseau de partenaires (notaires, diagnostiqueurs, artisans, etc.). En tant que 1er vendeur France SAFTI 2016, nous mettons en œuvre les dernières technologies, dont les intelligences artificielles, pour une estimation gratuite, précise et sans inscription en ligne.

Des outils efficaces pour estimer et protéger vos biens : Rôle de l’expertise immobilière

Utiliser les bons outils pour estimer votre bien immobilier est impératif. Avec les consultants certifiés de Nicolas Immobilier Massy, nos services sont formés pour offrir des conseils stratégiques en vente et négociation, garantissant une vente rapide et au meilleur prix. Cela inclut des démarches de marketing digital optimisé, assurant une visibilité maximale de votre bien sur les portails immobiliers.

Conclusion : Votre partenaire de confiance pour une tranquilité durable

À Massy, la flambée des infestations par mérules et termites rend essentiel l'appui d'une agence immobilière compétente. Avec Nicolas Benoit Immobilier, profitez d’une estimation immobilière gratuite, et d’un suivi personnalisé pour sécuriser et valoriser votre bien à chaque étape.

Pour une estimation gratuite maison, estimation maison en ligne gratuite et immédiate sans inscription, ou toute autre évaluation immobilière à Massy, contactez Nicolas Immobilier Massy au 06 63 05 80 22. Ensemble, assurons la protection et la valorisation de votre patrimoine immobilier.

[jcmarchi]

Latest Modern Advances in Prompt Engineering: A Comprehensive Guide

New Post has been published on https://thedigitalinsider.com/latest-modern-advances-in-prompt-engineering-a-comprehensive-guide/

Latest Modern Advances in Prompt Engineering: A Comprehensive Guide

Prompt engineering, the art and science of crafting prompts that elicit desired responses from LLMs, has become a crucial area of research and development.

From enhancing reasoning capabilities to enabling seamless integration with external tools and programs, the latest advances in prompt engineering are unlocking new frontiers in artificial intelligence. In this comprehensive technical blog, we’ll delve into the latest cutting-edge techniques and strategies that are shaping the future of prompt engineering.

Prompt Engineering

Advanced Prompting Strategies for Complex Problem-Solving

While CoT prompting has proven effective for many reasoning tasks, researchers have explored more advanced prompting strategies to tackle even more complex problems. One such approach is Least-to-Most Prompting, which breaks down a complex problem into smaller, more manageable sub-problems that are solved independently and then combined to reach the final solution.

Another innovative technique is the Tree of Thoughts (ToT) prompting, which allows the LLM to generate multiple lines of reasoning or “thoughts” in parallel, evaluate its own progress towards the solution, and backtrack or explore alternative paths as needed. This approach leverages search algorithms like breadth-first or depth-first search, enabling the LLM to engage in lookahead and backtracking during the problem-solving process.

Integrating LLMs with External Tools and Programs

While LLMs are incredibly powerful, they have inherent limitations, such as an inability to access up-to-date information or perform precise mathematical reasoning. To address these drawbacks, researchers have developed techniques that enable LLMs to seamlessly integrate with external tools and programs.

One notable example is Toolformer, which teaches LLMs to identify scenarios that require the use of external tools, specify which tool to use, provide relevant input, and incorporate the tool’s output into the final response. This approach involves constructing a synthetic training dataset that demonstrates the proper use of various text-to-text APIs.

Another innovative framework, Chameleon, takes a “plug-and-play” approach, allowing a central LLM-based controller to generate natural language programs that compose and execute a wide range of tools, including LLMs, vision models, web search engines, and Python functions. This modular approach enables Chameleon to tackle complex, multimodal reasoning tasks by leveraging the strengths of different tools and models.

Fundamental Prompting Strategies

Zero-Shot Prompting

Zero-shot prompting involves describing the task in the prompt and asking the model to solve it without any examples. For instance, to translate “cheese” to French, a zero-shot prompt might be:

Translate the following English word to French: cheese.

This approach is straightforward but can be limited by the ambiguity of task descriptions.

Few-Shot Prompting

Few-shot prompting improves upon zero-shot by including several examples of the task. For example:

Translate the following English words to French: 1. apple => pomme 2. house => maison 3. cheese => fromage

This method reduces ambiguity and provides a clearer guide for the model, leveraging the in-context learning abilities of LLMs.

Instruction Prompting

Instruction prompting explicitly describes the desired output, which is particularly effective with models trained to follow instructions. For example:

Translate the word "cheese" to French. The correct translation is "fromage."

Models like GPT-4 have been specifically fine-tuned to follow such instructions accurately.

Enhancing Reasoning Capabilities with Chain-of-Thought Prompting

One of the most significant breakthroughs in prompt engineering has been the development of Chain-of-Thought (CoT) prompting. This technique aims to elicit and improve the reasoning capabilities of LLMs by encouraging them to generate a step-by-step thought process or rationale before providing the final answer.

Left: Traditional methods of prompting LLMs rely on generic inputs (0-shot CoT) or necessitate labeled examples (few-shot CoT). Right: The novel approach prompts LLMs to self-create relevant examples prior to problem-solving, removing the need for labeling while customizing examples to each unique problem

CoT prompting works by presenting the LLM with examples that include not only the input and output but also the intermediate reasoning steps or “chain of thought” that leads to the solution. By learning from these exemplars, the LLM can then generate its own chain of thought when presented with new problems, improving its ability to tackle complex reasoning tasks.

Example:

Input: Natalie has 3 apples, and she wants to share them equally with her 2 friends. How many apples will each person get? Chain of Thought: Okay, let’s break this down step-by-step:

Natalie has 3 apples

She wants to share them equally with 2 friends

So there are 3 people in total (Natalie and her 2 friends)

To share the apples equally, we divide the total number of apples (3) by the number of people (3)

3 divided by 3 is 1

Therefore, each person will get 1 apple. Output: Each person will get 1 apple.

By explicitly generating the reasoning process, LLMs like GPT-3 and Codex have demonstrated significant improvements in arithmetic, commonsense, and symbolic reasoning tasks.

Self-Consistency

Self-consistency improves the reliability of CoT prompting by generating multiple chains of thought and taking a majority vote on the final answer. This method mitigates the impact of any single incorrect reasoning path.

Least-to-Most Prompting

Least-to-most prompting breaks down complex problems into simpler sub-problems, solving each one sequentially and using the context of previous solutions to inform subsequent steps. This approach is beneficial for multi-step reasoning tasks.

Recent Advances in Prompt Engineering

Prompt engineering is evolving rapidly, and several innovative techniques have emerged to improve the performance of large language models (LLMs). Let’s explore some of these cutting-edge methods in detail:

Auto-CoT (Automatic Chain-of-Thought Prompting)

What It Is: Auto-CoT is a method that automates the generation of reasoning chains for LLMs, eliminating the need for manually crafted examples. This technique uses zero-shot Chain-of-Thought (CoT) prompting, where the model is guided to think step-by-step to generate its reasoning chains.

How It Works:

Zero-Shot CoT Prompting: The model is given a simple prompt like “Let’s think step by step” to encourage detailed reasoning.

Diversity in Demonstrations: Auto-CoT selects diverse questions and generates reasoning chains for these questions, ensuring a variety of problem types and reasoning patterns.

Advantages:

Automation: Reduces the manual effort required to create reasoning demonstrations.

Performance: On various benchmark reasoning tasks, Auto-CoT has matched or exceeded the performance of manual CoT prompting.

Complexity-Based Prompting

What It Is: This technique selects examples with the highest complexity (i.e., the most reasoning steps) to include in the prompt. It aims to improve the model’s performance on tasks requiring multiple steps of reasoning.

How It Works:

Example Selection: Prompts are chosen based on the number of reasoning steps they contain.

Complexity-Based Consistency: During decoding, multiple reasoning chains are sampled, and the majority vote is taken from the most complex chains.

Advantages:

Improved Performance: Substantially better accuracy on multi-step reasoning tasks.

Robustness: Effective even under different prompt distributions and noisy data.

Progressive-Hint Prompting (PHP)

What It Is: PHP iteratively refines the model’s answers by using previously generated rationales as hints. This method leverages the model’s previous responses to guide it toward the correct answer through multiple iterations.

How It Works:

Initial Answer: The model generates a base answer using a standard prompt.

Hints and Refinements: This base answer is then used as a hint in subsequent prompts to refine the answer.

Iterative Process: This process continues until the answer stabilizes over consecutive iterations.

Advantages:

Accuracy: Significant improvements in reasoning accuracy.

Efficiency: Reduces the number of sample paths needed, enhancing computational efficiency.

Decomposed Prompting (DecomP)

What It Is: DecomP breaks down complex tasks into simpler sub-tasks, each handled by a specific prompt or model. This modular approach allows for more effective handling of intricate problems.

How It Works:

Task Decomposition: The main problem is divided into simpler sub-tasks.

Sub-Task Handlers: Each sub-task is managed by a dedicated model or prompt.

Modular Integration: These handlers can be optimized, replaced, or combined as needed to solve the complex task.

Advantages:

Flexibility: Easy to debug and improve specific sub-tasks.

Scalability: Handles tasks with long contexts and complex sub-tasks effectively.

Hypotheses-to-Theories (HtT) Prompting

What It Is: HtT uses a scientific discovery process where the model generates and verifies hypotheses to solve complex problems. This method involves creating a rule library from verified hypotheses, which the model uses for reasoning.

How It Works:

Induction Stage: The model generates potential rules and verifies them against training examples.

Rule Library Creation: Verified rules are collected to form a rule library.

Deduction Stage: The model applies these rules to new problems, using the rule library to guide its reasoning.

Advantages:

Accuracy: Reduces the likelihood of errors by relying on a verified set of rules.

Transferability: The learned rules can be transferred across different models and problem forms.

Tool-Enhanced Prompting Techniques

Toolformer

Toolformer integrates LLMs with external tools via text-to-text APIs, allowing the model to use these tools to solve problems it otherwise couldn’t. For example, an LLM could call a calculator API to perform arithmetic operations.

Chameleon

Chameleon uses a central LLM-based controller to generate a program that composes several tools to solve complex reasoning tasks. This approach leverages a broad set of tools, including vision models and web search engines, to enhance problem-solving capabilities.

GPT4Tools

GPT4Tools finetunes open-source LLMs to use multimodal tools via a self-instruct approach, demonstrating that even non-proprietary models can effectively leverage external tools for improved performance.

Gorilla and HuggingGPT

Both Gorilla and HuggingGPT integrate LLMs with specialized deep learning models available online. These systems use a retrieval-aware finetuning process and a planning and coordination approach, respectively, to solve complex tasks involving multiple models.

Program-Aided Language Models (PALs) and Programs of Thoughts (PoTs)

In addition to integrating with external tools, researchers have explored ways to enhance LLMs’ problem-solving capabilities by combining natural language with programming constructs. Program-Aided Language Models (PALs) and Programs of Thoughts (PoTs) are two such approaches that leverage code to augment the LLM’s reasoning process.

PALs prompt the LLM to generate a rationale that interleaves natural language with code (e.g., Python), which can then be executed to produce the final solution. This approach addresses a common failure case where LLMs generate correct reasoning but produce an incorrect final answer.

Similarly, PoTs employ a symbolic math library like SymPy, allowing the LLM to define mathematical symbols and expressions that can be combined and evaluated using SymPy’s solve function. By delegating complex computations to a code interpreter, these techniques decouple reasoning from computation, enabling LLMs to tackle more intricate problems effectively.

Understanding and Leveraging Context Windows

LLMs’ performance heavily relies on their ability to process and leverage the context provided in the prompt. Researchers have investigated how LLMs handle long contexts and the impact of irrelevant or distracting information on their outputs.

The “Lost in the Middle” phenomenon highlights how LLMs tend to pay more attention to information at the beginning and end of their context, while information in the middle is often overlooked or “lost.” This insight has implications for prompt engineering, as carefully positioning relevant information within the context can significantly impact performance.

Another line of research focuses on mitigating the detrimental effects of irrelevant context, which can severely degrade LLM performance. Techniques like self-consistency, explicit instructions to ignore irrelevant information, and including exemplars that demonstrate solving problems with irrelevant context can help LLMs learn to focus on the most pertinent information.

Improving Writing Capabilities with Prompting Strategies

While LLMs excel at generating human-like text, their writing capabilities can be further enhanced through specialized prompting strategies. One such technique is Skeleton-of-Thought (SoT) prompting, which aims to reduce the latency of sequential decoding by mimicking the human writing process.

SoT prompting involves prompting the LLM to generate a skeleton or outline of its answer first, followed by parallel API calls to fill in the details of each outline element. This approach not only improves inference latency but can also enhance writing quality by encouraging the LLM to plan and structure its output more effectively.

Another prompting strategy, Chain of Density (CoD) prompting, focuses on improving the information density of LLM-generated summaries. By iteratively adding entities into the summary while keeping the length fixed, CoD prompting allows users to explore the trade-off between conciseness and completeness, ultimately producing more informative and readable summaries.

Emerging Directions and Future Outlook

Advanced Prompt Engineering

The field of prompt engineering is rapidly evolving, with researchers continuously exploring new frontiers and pushing the boundaries of what’s possible with LLMs. Some emerging directions include:

Active Prompting: Techniques that leverage uncertainty-based active learning principles to identify and annotate the most helpful exemplars for solving specific reasoning problems.

Multimodal Prompting: Extending prompting strategies to handle multimodal inputs that combine text, images, and other data modalities.

Automatic Prompt Generation: Developing optimization techniques to automatically generate effective prompts tailored to specific tasks or domains.

Interpretability and Explainability: Exploring prompting methods that improve the interpretability and explainability of LLM outputs, enabling better transparency and trust in their decision-making processes.

As LLMs continue to advance and find applications in various domains, prompt engineering will play a crucial role in unlocking their full potential. By leveraging the latest prompting techniques and strategies, researchers and practitioners can develop more powerful, reliable, and task-specific AI solutions that push the boundaries of what’s possible with natural language processing.

Conclusion

The field of prompt engineering for large language models is rapidly evolving, with researchers continually pushing the boundaries of what’s possible. From enhancing reasoning capabilities with techniques like Chain-of-Thought prompting to integrating LLMs with external tools and programs, the latest advances in prompt engineering are unlocking new frontiers in artificial intelligence.

[maisonpasavendre]

4 Avantages de Maison pas à Vendre

Remplissez gratuitement le formulaire de https://www.maisonpasavendre.ca. Comparez sans engagement des soumissions pour évaluer votre maison avec des courtiers immobiliers. Partout au Québec

[homeserviceworks]

Six Stratégies Pour Choisir Une Maison Remodelage Entreprise

Vous réfléchissez une maison amélioration projet ? Que vous avoir améliorer votre espace cuisine, ajouter un nouveau espace, ou fournir votre totalité. résidence un remodelage, choisir le idéal maison. amélioration est crucial pour assurer une expérience réussie ainsi que sans stress. Avec les multiples affaires disponibles, il peut être frustrant de prendre la idéale décision. Dans cet article, nous vons explorer 6 valable conseils pour assister vous choisir le excellent. residence rénovation pour vos besoins.

6 Conseils pour Choisir une maison Amélioration Compagnie

Lorsqu'il s'agit de concernent choisir un logement rénovation Il est critique de prendre une décision éclairée. Après tout, vous souhaiter s'assurer que votre vision pour votre maison est donnée à la vie par des spécialistes qui comprennent vos besoins. ainsi que fournir exceptionnel résultats. Pour vous aider dans ce procédure, vous trouverez dessous 6 vitaux idées à considérer :

1. Définir Vos Rénovation demandes

Avant que vous commenciez entreprise de rénovation toulouse, prenez un peu de temps pour spécifier clairement définir votre rénovation. besoins. Établissez la étendue du projet, votre plan budgétaire, et l'échéancier désiré. Avoir un distinct stratégie aidera à interagir vos exigences efficiente aux professionnels. et aussi garantir que vous obtenez exact.

2. Recherche et Présélectionner les entreprises

Maintenant que vous savez ce que vous voulez, il est temps de rechercher. ainsi que établir une liste restreinte de potentiels remodelage. entreprises. Recherchez des suggestions auprès de copains, famille, ou voisins. qui ont effectivement tout récemment fini une restauration projet. En outre, chercher en ligne ressources ainsi que vérifier evaluations pour obtenir compréhension dans la track record ainsi que la qualité du service fourni par différentes. firmes.

3. Vérifier Licences et Couverture d'assurance

Une bonne réputation peinture exterieure Balma doit avoir toutes les licences essaires et aussi politique d'assurance protection. Assurez-vous que la société que vous choisissez est licenciée pour exercer dans votre région et aussi qu'elle détient les qualifications appelées. En outre, confirmez qu'ils apporteront responsabilité couverture d'assurance et l'employé le paiement couverture pour protéger contre tout type de obligations en cas d'accidents. pendant de la remodelage.

4. Évaluation Portfolios et aussi Projets antérieurs

Jetez un coup d'œil sur les portfolios ainsi que précédents projets des sociétés présélectionnées. Cela vous fournira une suggestion de leur compétence et aussi de la de la qualité supérieure de leur travail. Demandez des images de projets antérieurs avant et après. similaires aux les vôtres. si possible, essayez de visiter quelques de leurs travaux terminés pour voir la travailleur personnellement.

5. Recherche Recommandations et Contacter Précédent Clients

Demand références du entreprise de rénovation Toulouse que vous pensez. Appellez leurs clients précédents. ainsi que se renseigner sur leur expérience en collaborant avec la entreprise en Balma. S'enquérir de la interaction, de la rapidité d'exécution, du professionnalisme et fiabilité de la entreprise, ainsi que de capacité à respecter le budget de la entreprise. parler avec les clients vont certainement fournir à vous de importantes. compréhension pour prendre une décision averti.

6. Compare Citations et Accord

obtenir Obtenez des compatibles devis de la part des affaires présélectionnées. Comparez les devis complètement, en se souvenant des produits, des de la main-d'œuvre, ainsi que des délais du travail. Éviter choisir une entreprise uniquement en fonction de le plus bas le coût, comme la qualité supérieure et dépendance question en plus à long terme. Une fois que vous avez pris votre décision, garantissez-vous que le accord consiste en tous les tâche informations, les délais, les remboursement, ainsi que garanties de service.

Conclusion

Sélectionner le meilleur résidence amélioration est la structure en Balma de de l'efficacité du de rénovation. travail. En spécifiant vos besoins, en enquêtant, en examinant les licences, en évaluant les portefeuilles, la recherche de recommandations, et de comparaison des devis, vous pouvez faire sélection connu. N'oubliez pas de prioriser la qualité supérieure, l'expérience, et la communication plutôt que les bas prix pour assurer que votre remodelage se déroule efficacement et donne les résultats préférés.

Loustalot Renovation

13 rue Sante Ursule, 31000 Toulouse

06 28 29 05 76

[maisonamelie]

How to Choose the Right Waxing Salon in Dubai for Sensitive Skin

When it comes to waxing, individuals with sensitive skin often face unique challenges. Finding a waxing salon that caters specifically to their needs can make all the difference between a comfortable experience and one that causes discomfort or irritation. If you have sensitive skin and are looking for the right waxing salon in Dubai, here are some key factors to consider:

Research Salon Reputation and Reviews

Start by researching salons known for catering to sensitive skin. Look for reviews and testimonials from clients who have similar skin concerns. Online platforms such as Google Reviews, Yelp, and social media can provide valuable insights into a salon’s reputation. Pay close attention to comments about the quality of service, staff expertise, and how well the salon manages sensitive skin.

Check for Qualified and Experienced Staff

Ensure that the salon employs experienced professionals who are trained in handling sensitive skin. Check if the staff members have certifications or training in specialized waxing techniques for delicate skin. Experienced estheticians are more likely to use the appropriate techniques and products to minimize discomfort and avoid adverse reactions.

Inquire About the Products Used

Sensitive skin requires gentle and hypoallergenic products. Ask the salon about the types of wax and aftercare products they use. Look for salons that use high-quality, hypoallergenic waxes, such as those with natural ingredients and minimal additives. Avoid salons that use harsh chemicals or fragrances that could irritate your skin.

Visit the Salon for a Consultation

Before booking a waxing appointment, visit the salon for a consultation. This will allow you to assess the cleanliness of the facility and the professionalism of the staff. During the consultation, discuss your skin concerns and ask about the salon’s approach to handling sensitive skin. A reputable salon will be happy to answer your questions and provide recommendations tailored to your needs.

Evaluate Hygiene and Sanitation Practices

Hygiene is crucial in any waxing procedure, especially for sensitive skin. Ensure that the salon follows strict sanitation practices. Check if they use disposable waxing applicators and maintain a clean environment. The staff should also adhere to proper hand hygiene and ensure that all equipment is sanitized between clients.

Consider the Salon’s Comfort and Environment

At Maison Amelie, a relaxing and comfortable environment is critical to enhancing your waxing experience. We pride ourselves on creating a soothing ambiance and prioritizing client comfort. Our calm and professional setting helps reduce anxiety and ensures a more pleasant waxing session.

Look for Customizable Services

Salons that offer customizable waxing services can better cater to your specific needs. For sensitive skin, this might include options for different types of wax, tailored aftercare, and personalized advice on minimizing irritation. A salon that takes the time to customize its services will likely be more attentive to your skin’s needs.

Conclusion

Choosing the right waxing salon in Dubai for sensitive skin involves thorough research and careful consideration. Focusing on a salon’s reputation, staff qualifications, product quality, hygiene practices, and overall environment can ensure a positive and comfortable waxing experience. Prioritize salons that demonstrate a commitment to gentle and personalized care, and don’t hesitate to ask questions to find the best fit for your skin’s unique needs. With the right salon, you can achieve smooth, hair-free skin without compromising your comfort and health.

For more information or to book an appointment, please contact Maison Amelie.

[marieesperada]

Chacun le sait, l’évaluation des biens dépend de leur typologie. En effet, on n’évalue pas de la même manière une maison d’habitation, un entrepôt, un terrain à bâtir, un sol agricole… Je vous propose aujourd’hui de nous pencher sur l’évaluation des appartements régis par le régime de la copropriété.

[soumcourtiers]

Évaluation gratuite de votre maison ou condo

Savez-vous que 2023 s’avère encore un bon temps pour vendre votre maison ? En effet, les experts s’accordent pour dire que quelques facteurs demeurent avantageux pour les gens soucieux de vendre leur propriété à bon prix. Tout d’abord, il y a un manque criant de maisons à vendre, et ce, partout au Québec. En second lieu, le marché immobilier du côté de l’acheteur connaît encore pour le moment une demande soutenue. De plus, l’augmentation du prix des demeures joue encore en faveur des vendeurs. Enfin, tous ces facteurs contribuent à créer une compétition moins féroce du marché et vous permettront d’obtenir le prix désiré. Pour mettre le processus de vente en branle, passez par les services d’un courtier immobilier, l’un de nos partenaires, qui se fera un plaisir de vous fournir une évaluation gratuite de votre propriété, et ce, sans aucun engagement de votre part ! Que vous viviez n’importe où au Québec (Québec, Montréal, Saguenay, Gatineau, Trois-Rivières, Sherbrooke…), nos partenaires sont là pour vous aider à vendre sans tracas. Comparez personnalités, stratégies et commissions gratuitement en remplissant le formulaire de la page https://soumissionscourtiers.ca/conseils/evaluer-valeur-matrchande-propriete-quebec/.

[soumissionscourtiers-ca]

On ne se le cachera pas, être en mesure d’établir correctement la valeur marchande d’une maison est plus ardue qu’il n’y parait. 

Dans la capsule suivante, nous vous aidons à y voir plus clair.

Pour en savoir plus: https://soumissionscourtiers.ca/conseils/evaluer-valeur-matrchande-propriete-quebec/

[maisonsante]

The role of a preventive medicine specialist in Dubai at Maison Sante is to safeguard, promote, and maintain health and well-being in order to fend against illness, disablement, and death. Screenings are used to stop the progression of diseases or to contain them before they become chronic. Instead of curing or treating diseases, appropriate actions based on cutting-edge laboratory evaluation tests, genetic tests, and particular imaging diagnostics reduce the risk of early disease onset.

Preventive medicine lowers such risks by offering suggestions for a more healthy and sustainable way of living. Furthermore, it promotes overall physical and psychological balance and lessens the likelihood of premature ageing. It has been demonstrated that preventive care can help to ward off potential heart attacks and strokes.