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Explaining Cognitive Biases to High School Students

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Contents

Task Overview

Benchmark Genres

Explanation

Task Creator Model

Answering Models

Judge Models

Task Prompt

You are a guest speaker for a high school critical thinking class. Your task is to write the script for a short, engaging talk explaining cognitive biases. Your script should clearly explain the following three concepts: the Availability Heuristic, Confirmation Bias, and the Anchoring Effect. For each concept, you must provide: 1. A simple, clear definition. 2. A relatable, real-world example that a high school student would understand. 3. A practical tip on how to recognize and mitigate the bias in their own think...

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You are a guest speaker for a high school critical thinking class. Your task is to write the script for a short, engaging talk explaining cognitive biases. Your script should clearly explain the following three concepts: the Availability Heuristic, Confirmation Bias, and the Anchoring Effect. For each concept, you must provide: 1. A simple, clear definition. 2. A relatable, real-world example that a high school student would understand. 3. A practical tip on how to recognize and mitigate the bias in their own thinking. The tone should be accessible, engaging, and educational for a 16-year-old audience.

Task Context

The goal of this guest lecture is to introduce students to the idea that our brains use mental shortcuts that can sometimes lead to errors in judgment. The teacher wants the students to leave the session with a better understanding of their own thought processes and some practical tools for making more rational decisions.

Judging Policy

A high-quality answer will provide an accurate and clear explanation of all three specified cognitive biases. The examples should be highly relevant and easily understood by the target audience of high school students. The tips for mitigation must be practical and actionable. The overall tone should be engaging and appropriate for a classroom setting, avoiding overly academic or condescending language. The script should be well-structured and flow logically.

Answers

Hey everyone! Quick question: have you ever been totally sure about something, and then later realized your brain kind of tricked you? If so, welcome to being human. Today I want to talk about cognitive biases. That sounds complicated, but the basic idea is simple: our brains are always trying to save time and energy. To do that, they use mental shortcuts. Those shortcuts can be helpful, but sometimes they lead us to bad decisions, unfair judgments, or just plain wrong conclusions. I’m going to explain three really common cognitive biases: the Availability Heuristic, Confirmation Bias, and the Anchoring Effect....

Show Full Answer

Hey everyone! Quick question: have you ever been totally sure about something, and then later realized your brain kind of tricked you? If so, welcome to being human. Today I want to talk about cognitive biases. That sounds complicated, but the basic idea is simple: our brains are always trying to save time and energy. To do that, they use mental shortcuts. Those shortcuts can be helpful, but sometimes they lead us to bad decisions, unfair judgments, or just plain wrong conclusions. I’m going to explain three really common cognitive biases: the Availability Heuristic, Confirmation Bias, and the Anchoring Effect. For each one, I’ll give you a definition, an example, and a tip for how to catch it in your own thinking. First: the Availability Heuristic. The Availability Heuristic is when we judge how common, likely, or important something is based on how easily we can think of examples of it. In other words, if something comes to mind quickly, our brain assumes it must happen a lot. Here’s a relatable example: imagine you keep seeing videos about shark attacks, plane crashes, or phone thefts on social media. Because those stories are dramatic, they stick in your memory. Then you might start thinking those things happen all the time, even if they’re actually rare. Meanwhile, something much more common—like car accidents or losing sleep from too much screen time—might not feel as serious because it’s less dramatic. A high school version of this might be hearing about one super hard math test from last year and then assuming the class is impossible, just because that story is easy to remember. So how do you recognize and reduce this bias? Ask yourself: am I basing this on evidence, or just on what I remember most easily? Try to look for actual numbers, facts, or a bigger sample of experiences. Don’t let one vivid story stand in for reality. Second: Confirmation Bias. Confirmation Bias is our tendency to notice, believe, and remember information that supports what we already think, while ignoring or dismissing information that challenges us. Basically, once your brain picks a side, it likes to collect evidence that says, “Yep, I was right all along.” Here’s an example: let’s say you decide that a certain teacher is unfair. After that, every time they give a strict grade or call someone out, you notice it immediately and think, “See? I knew it.” But when they extend a deadline, help a student after class, or grade fairly, you might overlook it because it doesn’t fit your original belief. Or imagine you believe one brand of phone is the best. Then you mainly watch reviews that praise it and ignore the ones that point out flaws. How can you fight confirmation bias? Make it a habit to ask: what evidence would prove me wrong? That’s a powerful question. Also, try reading or listening to smart people who disagree with you. Not random arguing—actual thoughtful disagreement. If your opinion is strong, it should be able to survive a challenge. Third: the Anchoring Effect. The Anchoring Effect is when the first piece of information we hear strongly influences our judgment, even if that first number or idea is not very reliable. In simple terms, the first number sticks in your brain like an anchor, and everything after that gets compared to it. A super common example is shopping. If a hoodie is labeled “Originally $80, now $45,” $45 can feel like an amazing deal because your brain is anchored to the $80 price. But if you had only seen the hoodie priced at $45, you might have thought, “That’s kind of expensive.” Students also see this in school. If someone tells you, “This exam is unbelievably hard; most people fail,” that statement can become an anchor. Even before you take the test, you may judge it through that lens and feel more nervous than necessary. To reduce the anchoring effect, pause and ask: if I had not heard that first number or opinion, what would I think? Compare multiple sources before deciding. If it’s a price, check other prices. If it’s a claim about a class, ask several students, not just one. The more reference points you have, the less power one anchor has. So let’s pull this together. The Availability Heuristic says, “If I can remember it easily, it must be important or common.” Confirmation Bias says, “I’m going to look for proof that I’m already right.” The Anchoring Effect says, “The first number or idea I heard is going to shape my judgment.” None of these biases mean you’re unintelligent. Actually, they’re normal. Everyone has them. The goal of critical thinking is not to become a robot with zero bias. The goal is to notice when your brain might be taking a shortcut and slow down long enough to think more clearly. Here are three quick habits you can start using today: One, ask for evidence, not just examples. Two, actively look for information that challenges your opinion. Three, don’t trust the first number, first impression, or first story too much. If you can do those three things, you’ll already be making better decisions than a lot of adults. So the next time you’re sure a class is impossible, a rumor must be true, or a deal looks too good to pass up, pause and ask: is this reality, or is this just my brain taking a shortcut? That question alone can make you a sharper thinker. Thanks for listening.

Result

#2

Winning Votes

0 / 3

Average Score

85

Total Score

77

Overall Comments

Answer A is a well-structured, clear, and accurate script that covers all three cognitive biases with solid definitions, relatable examples, and actionable tips. The tone is appropriately accessible for high schoolers, and the closing summary with three quick habits is a nice touch. However, the examples, while adequate, are slightly less vivid and memorable than they could be, and the script feels a bit more formulaic and less conversational in places. The introduction is engaging but slightly abrupt. Overall, it is a strong answer that meets all requirements competently.

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Clarity

Weight 30%
75

Answer A explains all three biases clearly with plain language and good analogies. The definitions are accessible and the examples are understandable. However, some explanations are slightly less vivid or precise — for instance, the Availability Heuristic example about social media videos is adequate but less statistically grounded than it could be.

Correctness

Weight 25%
80

All three biases are defined and explained correctly. The definitions are accurate and the examples correctly illustrate the biases. No factual errors are present. The tips are sound. The answer is solid on correctness but does not add any deeper conceptual nuance beyond the basics.

Audience Fit

Weight 20%
74

The tone is friendly and accessible, and the opening hook is effective. The examples (social media videos, phone brand reviews, hoodie pricing) are relatable to teens. However, the script occasionally feels slightly more like a written essay than a spoken talk, and some transitions are a bit mechanical.

Completeness

Weight 15%
82

Answer A covers all required elements: definition, example, and tip for each of the three biases, plus an introduction and conclusion. The closing summary of three habits is a nice addition. All requirements from the task prompt are met.

Structure

Weight 10%
78

Answer A has a clear and logical structure: intro, three bias sections each with definition/example/tip, a summary, and a closing. The flow is smooth and easy to follow. The use of numbered sections is implicit but clear.

Judge Models OpenAI GPT-5.2

Total Score

84

Overall Comments

Answer A is clear, accurate, and well-tailored to a high school audience. It provides definitions, relatable examples, and actionable mitigation tips for all three biases, with a friendly classroom tone and a concise recap. Its main weakness is that some mitigation tips are a bit general (e.g., “look for numbers”/“ask several students”) and it has slightly less vivid, step-by-step guidance than the best version of this talk.

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Clarity

Weight 30%
80

Definitions are straightforward and the language is easy to follow; explanations are concise with a helpful final summary. A bit less explicit signposting within each section than B (though still clear).

Correctness

Weight 25%
87

All three biases are accurately defined and applied; examples fit the concepts without major oversimplifications. Minor imprecision: some examples (e.g., exam difficulty rumors) blend anchoring with expectancy effects, but still aligns with anchoring influence.

Audience Fit

Weight 20%
84

Friendly, non-condescending, and relatable (social media, classes, phones). Could include a few more immediately school-centric hooks or interactive cues, but overall fits 16-year-olds well.

Completeness

Weight 15%
86

Covers all required items (definition, example, mitigation tip) for each bias and includes a recap plus general habits. Slightly less detailed practical steps than B.

Structure

Weight 10%
82

Logical progression with intro, three sections, and wrap-up; transitions are decent and the closing ties together. Formatting is more uniform prose and slightly less “scripted” segmentation than B.

Total Score

94

Overall Comments

Answer A is an excellent response that fully meets the prompt's requirements. It provides clear, correct definitions for all three cognitive biases. The examples chosen are highly relatable for a high school audience (e.g., a hard math test, an unfair teacher), and the tips for mitigation are practical. The tone is conversational and engaging. Its main weakness is that it's slightly less detailed and its tips are a bit more generic compared to Answer B.

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Clarity

Weight 30%
90

The script is very clear, using simple language and a logical progression. The definitions, examples, and tips are all easy to understand.

Correctness

Weight 25%
100

The definitions and explanations of all three cognitive biases are perfectly accurate and align with established psychological concepts.

Audience Fit

Weight 20%
90

The tone is excellent for a high school audience—conversational and engaging. The examples (a hard test, an unfair teacher, a hoodie sale) are very relatable.

Completeness

Weight 15%
100

The answer is fully complete. It addresses all three specified biases and provides a definition, example, and mitigation tip for each, as requested.

Structure

Weight 10%
90

The script has a very good structure with a clear introduction, body, and conclusion. Each bias is handled sequentially and logically.

Hey everyone! Thanks for having me today. Your teacher told me you've been working on critical thinking skills, and I'm here to talk about something that I think is genuinely one of the most useful things you can learn — not just for school, but for the rest of your life. I'm going to talk about cognitive biases. So let me start with a question. How many of you think you're pretty rational? That you make good decisions most of the time? Yeah, most of us think that. And here's the thing — our brains are incredible. They process millions of pieces of information every day. But to handle all of that, our brains tak...

Show Full Answer

Hey everyone! Thanks for having me today. Your teacher told me you've been working on critical thinking skills, and I'm here to talk about something that I think is genuinely one of the most useful things you can learn — not just for school, but for the rest of your life. I'm going to talk about cognitive biases. So let me start with a question. How many of you think you're pretty rational? That you make good decisions most of the time? Yeah, most of us think that. And here's the thing — our brains are incredible. They process millions of pieces of information every day. But to handle all of that, our brains take shortcuts. Psychologists call these shortcuts "heuristics." Most of the time, these shortcuts work great. They help us make fast decisions without overthinking everything. But sometimes — and this is the important part — those shortcuts lead us astray. When they do, we call the resulting errors "cognitive biases." Today I'm going to walk you through three of the most common ones: the Availability Heuristic, Confirmation Bias, and the Anchoring Effect. And for each one, I'll give you a real example and a practical tip you can actually use starting today. Let's dive in. --- **Number One: The Availability Heuristic** Okay, so here's the definition in plain English. The Availability Heuristic is our tendency to judge how likely something is based on how easily we can think of an example. If something comes to mind quickly — maybe because it was dramatic, recent, or emotional — we assume it must be common or important. But that's not always true. Here's an example. Think about this: what's more dangerous, flying in an airplane or driving in a car? A lot of people feel nervous about flying. And if you ask them why, they might mention a plane crash they saw on the news. Plane crashes are terrifying, they're dramatic, and the media covers them for days. So when you think "plane crash," examples pop into your head instantly. But statistically? You are far, far more likely to be injured or killed in a car accident than in a plane crash. It's not even close. The reason flying feels scarier is that plane crashes are vivid and memorable — they're highly "available" in your mind — while car accidents, even though they happen constantly, don't make the national news. Your brain is confusing "easy to remember" with "likely to happen." Another example closer to home: imagine you see a couple of posts on social media about students getting food poisoning from the cafeteria. Suddenly you might think, "Wow, the cafeteria is really dangerous." But in reality, thousands of students eat there every day without any problem. Those two posts just stuck in your mind because they were alarming. So here's your practical tip for fighting the Availability Heuristic: whenever you catch yourself making a judgment about how common or likely something is, pause and ask yourself, "Am I basing this on actual data, or am I just remembering a vivid example?" Try to look up real numbers before you decide. If you're scared of something or convinced something is a big trend, check whether the statistics actually back that up. Train yourself to separate what's memorable from what's actually probable. --- **Number Two: Confirmation Bias** Alright, this one is huge. Confirmation Bias is our tendency to search for, pay attention to, and remember information that confirms what we already believe — while ignoring or dismissing information that contradicts our beliefs. In other words, once you've made up your mind about something, your brain starts acting like a filter that only lets in evidence that agrees with you. Let me give you an example you'll definitely relate to. Say you decide that a particular teacher doesn't like you. Maybe they gave you a tough grade on one assignment, or they called on you when you didn't have your hand up. Now that you believe "this teacher has it out for me," watch what happens. Every time they do something even slightly negative — they don't smile at you in the hallway, they mark one of your answers wrong — you think, "See? I knew it." But every time they do something positive — they compliment your work, they give you extra time on a project — you brush it off. "Oh, they're just being nice because they have to be." You're filtering reality through your belief. You're collecting evidence for your theory and throwing away anything that doesn't fit. This happens everywhere: in politics, in friendships, on social media. Social media algorithms actually make this worse because they show you more of what you already engage with, creating what people call a "filter bubble" or "echo chamber." You end up seeing the same perspective over and over, which makes you even more convinced you're right. Here's your practical tip: actively seek out the other side. When you have a strong opinion about something — whether it's about a person, a political issue, or even which phone is the best — deliberately look for the strongest argument against your position. Ask yourself, "What would someone who disagrees with me say, and is any of it valid?" You don't have to change your mind. But if you can't even understand the opposing argument, that's a red flag that confirmation bias might be doing your thinking for you. Another simple trick: when you notice yourself saying "See, I knew it!" — that's your cue to stop and check whether you've been ignoring evidence that points the other way. --- **Number Three: The Anchoring Effect** Okay, last one, and this one is sneaky. The Anchoring Effect is our tendency to rely too heavily on the first piece of information we encounter — the "anchor" — when making decisions. Even if that first number or fact is completely random or irrelevant, it still pulls our judgment toward it. Here's a classic example. Let's say you're shopping for a new pair of sneakers. You walk into a store and the first pair you see has a price tag of $250. You think, "Wow, that's expensive." Then you see another pair for $120. Suddenly, $120 feels like a great deal, right? But if you had walked into a different store where the first pair you saw was $60, that same $120 pair would feel outrageously overpriced. The sneakers didn't change. Your perception of what's a "good price" changed because of the anchor — the first number you saw. Retailers know this, by the way. That's why you'll often see a "original price" crossed out with a "sale price" next to it. The original price is the anchor. It makes the sale price look like a steal, even if the item was never really sold at that higher price. This shows up in everyday life too. If someone asks you, "Do you think this essay will take more or less than ten hours to write?" and then asks, "How long do you think it will actually take?" — your estimate will probably be closer to ten hours than if they had initially said "more or less than two hours." That first number anchors your thinking, even though it was just a random suggestion. Here's your practical tip: before you encounter other people's numbers or opinions, try to form your own estimate first. If you're buying something, research what a fair price is before you go shopping. If you're negotiating — say, for a first job or selling something online — know your numbers ahead of time so you're not swayed by whatever the other person throws out first. And when someone gives you a number, ask yourself, "Is this number based on anything real, or is it just an anchor trying to pull my thinking in a certain direction?" Being aware of the anchor is half the battle. --- **Wrapping Up** So let's recap. We covered three cognitive biases today: First, the Availability Heuristic — we judge likelihood based on what comes to mind easily, not on actual statistics. Tip: check the data before trusting your gut. Second, Confirmation Bias — we favor information that supports what we already believe. Tip: deliberately seek out opposing viewpoints and take them seriously. Third, the Anchoring Effect — the first number or piece of information we hear disproportionately shapes our judgment. Tip: do your own research first and be skeptical of initial numbers. Here's the big takeaway I want you to leave with: having cognitive biases doesn't mean you're stupid. Every single human being has them. They're built into the way our brains work. The difference between someone who makes poor decisions and someone who makes great ones isn't that the great decision-maker has no biases — it's that they've learned to notice when their brain is taking a shortcut and to slow down and think more carefully in those moments. Critical thinking isn't about being the smartest person in the room. It's about being honest with yourself about how your own mind works. And now that you know about these three biases, you're going to start seeing them everywhere — in advertising, in arguments, on social media, even in your own head. And that awareness? That's a superpower. Thanks so much for listening, everyone. I'd love to take any questions you have!

Result

#1 | Winner

Winning Votes

3 / 3

Average Score

91

Total Score

87

Overall Comments

Answer B is an exceptional script that excels across nearly every dimension. The introduction is more engaging and sets up the topic with a rhetorical question that draws students in. The definitions are accurate and clearly explained. The examples are richer and more layered — notably, the airplane vs. car crash example for the Availability Heuristic is more statistically grounded and memorable, and the sneaker pricing example for Anchoring is vivid and includes a real-world insight about retailer tactics. The Confirmation Bias section adds the valuable concept of filter bubbles and echo chambers, which is highly relevant to teenagers. The practical tips are more specific and actionable. The closing is inspiring and memorable. The script flows naturally as a spoken presentation throughout.

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Clarity

Weight 30%
88

Answer B provides exceptionally clear explanations. The airplane vs. car crash example for the Availability Heuristic is particularly effective because it uses a concrete statistical contrast. The sneaker anchoring example is vivid and immediately intuitive. The Confirmation Bias section clearly explains the filtering mechanism with a memorable teacher scenario and adds the echo chamber concept naturally.

Correctness

Weight 25%
87

All three biases are defined and explained correctly with no factual errors. B goes further by correctly noting that social media algorithms exacerbate confirmation bias (filter bubbles), and that retailers deliberately use anchoring — both accurate and relevant additions that deepen the correctness of the explanation without introducing errors.

Audience Fit

Weight 20%
86

Answer B reads and sounds like a genuine spoken presentation to teenagers. The rhetorical opening question, the casual transitions ('Alright, this one is huge'), the social media and cafeteria examples, and the empowering closing ('that's a superpower') are all well-calibrated for a 16-year-old audience. The tone is warm, energetic, and never condescending.

Completeness

Weight 15%
85

Answer B also covers all required elements fully and adds extra depth — a second example for the Availability Heuristic (cafeteria posts), the echo chamber concept for Confirmation Bias, and the negotiation context for Anchoring. The recap section is thorough and the closing message reinforces the session's learning goals effectively.

Structure

Weight 10%
85

Answer B uses explicit headers and numbered sections, making it very easy to follow as a script. The transitions between sections are natural and conversational. The wrap-up section mirrors the structure of the body cleanly. The overall flow from hook to content to inspiring close is well-executed.

Judge Models OpenAI GPT-5.2

Total Score

90

Overall Comments

Answer B is very clear, accurate, and strongly engaging for 16-year-olds, with a polished “guest speaker” voice, smooth transitions, and especially concrete, practical tips (e.g., form your own estimate first; look up stats; seek strongest counterargument; recognize “See, I knew it!” as a cue). Examples are highly relatable (cafeteria posts, teacher perception, shopping/retail tactics, essay-time anchor) and it includes a strong recap and takeaway. Minor weakness: slightly longer than necessary, but it stays focused and readable.

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Clarity

Weight 30%
88

Very clear “definition → example → tip” flow with plain-language rephrasing and frequent checks for understanding; strong phrasing and cues make it easy to track each concept.

Correctness

Weight 25%
91

Accurate, textbook-consistent definitions and examples across all three biases; the anchoring and retail examples are especially on-point. No notable conceptual errors.

Audience Fit

Weight 20%
90

Highly tuned to a high school talk: interactive questions, social media/teacher/cafeteria/essay examples, and motivating framing. Engaging without being preachy.

Completeness

Weight 15%
90

Fully covers all requirements for each bias with multiple examples in places and clear, actionable tips; includes recap and takeaway that reinforces learning.

Structure

Weight 10%
91

Strong talk-script organization with clear sectioning, transitions, recap, and closing invitation for questions; very easy to deliver aloud and follow as an audience member.

Total Score

97

Overall Comments

Answer B is an exceptional response that goes slightly beyond the prompt's requirements to deliver a more impactful and memorable talk. The explanations are not only clear and correct but also deeper, connecting concepts like confirmation bias to modern phenomena like social media filter bubbles. The examples are a strong mix of classic and highly relevant scenarios. The mitigation tips are particularly concrete and actionable (e.g., forming your own estimate to counter anchoring). The structure and framing, including calling the knowledge a 'superpower,' make it perfectly suited for the audience.

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Clarity

Weight 30%
95

The clarity is exceptional. The use of formatting (bolding, section breaks) makes the script easy to follow, and the explanations are both simple and detailed, leaving no room for confusion.

Correctness

Weight 25%
100

The definitions and explanations of all three cognitive biases are perfectly accurate and well-articulated.

Audience Fit

Weight 20%
95

The fit for the audience is outstanding. It not only uses relatable examples but also connects them to highly relevant modern contexts like social media filter bubbles. The framing of the knowledge as a 'superpower' is a particularly effective rhetorical choice for this age group.

Completeness

Weight 15%
100

The answer is fully complete. It covers all three biases with a clear definition, example, and practical tip for each, and includes a strong introduction and conclusion.

Structure

Weight 10%
95

The structure is excellent. The use of clear headings and section breaks makes the script exceptionally easy to follow and visually organized, which is a slight improvement over a simple paragraph-based flow.

Comparison Summary

Final rank order is determined by judge-wise rank aggregation (average rank + Borda tie-break). Average score is shown for reference.

Judges: 3

Winning Votes

0 / 3

Average Score

85
View this answer

Winning Votes

3 / 3

Average Score

91
View this answer

Judging Results

Why This Side Won

Both answers are of very high quality, but Answer B is the winner due to its superior depth and audience engagement. While both provide correct information, Answer B's explanations are more insightful, for instance, by linking confirmation bias to social media algorithms. Its mitigation tips are also more concrete and memorable (e.g., 'form your own estimate first' for anchoring). Finally, its overall framing, including the use of formatting and calling the knowledge a 'superpower,' makes it a slightly more polished and effective script for the target audience.

Judge Models OpenAI GPT-5.2

Why This Side Won

Answer B wins because it matches or exceeds Answer A on clarity and correctness while providing more vivid, student-relevant examples and more specific, actionable mitigation strategies, presented in a stronger talk-script structure and delivery. Given the heavy weights on clarity, correctness, and audience fit, B’s advantages there drive the higher weighted overall result.

Why This Side Won

Answer B wins on the most heavily weighted criteria. On Clarity (weight 30), B's explanations are more layered and precise, with better use of contrast and analogy. On Correctness (weight 25), both are accurate, but B adds statistically grounded claims and richer conceptual depth (e.g., filter bubbles, retailer anchoring tactics). On Audience Fit (weight 20), B's conversational tone, rhetorical questions, and culturally relevant examples (social media, sneakers, cafeteria) are more engaging for a 16-year-old audience. On Completeness (weight 15) and Structure (weight 10), both are strong, but B's use of headers, a richer recap, and a more inspiring conclusion give it a slight edge. The weighted result clearly favors B.

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