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Modernizing the Public Library for Young Adults

Compare model answers for this Brainstorming benchmark and review scores, judging comments, and related examples.

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Contents

Task Overview

Benchmark Genres

Brainstorming

Task Creator Model

Answering Models

Judge Models

Task Prompt

Brainstorm a list of at least 10 distinct and creative ideas to make a public library more appealing to teenagers and young adults (ages 13-25). For each idea, briefly explain how it would work and why it would appeal to the target audience. The ideas should be feasible within a low-to-moderate budget and without requiring major construction.

Task Context

A local public library is looking for innovative, low-cost ways to attract more teenagers and young adults (ages 13-25). They want to transform the library from just a place for books into a vibrant community hub for this demographic. They have a small-to-moderate budget and cannot undertake major structural renovations. The goal is to generate a wide range of practical ideas to increase engagement and visitation from this target audience.

Judging Policy

A high-quality answer will provide a diverse list of at least 10 distinct ideas that are creative, practical, and directly relevant to the target audience (ages 13-25). The ideas should adhere to the stated constraints (low budget, no major renovations). The best responses will demonstrate originality beyond common suggestions like 'add more computers' or 'get more graphic novels.' The explanation for each idea should be clear and persuasive, linking the activity or feature directly to the interests of teenagers and young adults.

Answers

• Teen Advisory Crew — Invite young people to meet monthly, choose programs, recommend purchases, and manage a small activity budget. Giving them real decision-making power creates ownership and ensures the library reflects their interests.

• After-Hours Library Nights — Open selected areas for occasional evening events featuring games, music, snacks, crafts, and themed challenges. The special timing makes the library feel social and independent without requiring permanent changes.

• Creator Corner — Assemble portable equipment such as ring lights, phone tripods, microphones, a green screen, and basic editing s...

Show Full Answer

• Teen Advisory Crew — Invite young people to meet monthly, choose programs, recommend purchases, and manage a small activity budget. Giving them real decision-making power creates ownership and ensures the library reflects their interests.

• After-Hours Library Nights — Open selected areas for occasional evening events featuring games, music, snacks, crafts, and themed challenges. The special timing makes the library feel social and independent without requiring permanent changes.

• Creator Corner — Assemble portable equipment such as ring lights, phone tripods, microphones, a green screen, and basic editing software. Visitors can make podcasts, videos, digital art, or school projects using affordable shared tools.

• Study Café Pop-Ups — Use movable tables, inexpensive lamps, charging strips, quiet playlists, and low-cost drinks during exam periods. This offers the atmosphere of a café while remaining safer and cheaper than commercial study spaces.

• Gaming League — Host rotating tournaments for board games, trading-card games, chess, and multiplayer video games using donated or existing equipment. Friendly competition encourages repeat visits and helps attendees form social connections.

• Skill-Swap Sessions — Let participants teach short peer-led classes on topics such as photography, coding, makeup, drawing, dance, language learning, or résumé design. Peer expertise keeps costs low and makes programming feel relevant rather than instructional.

• Library of Things — Lend useful items such as calculators, craft kits, tabletop games, podcast microphones, sewing tools, or small musical instruments. Access to equipment young people may not own gives them a practical reason to visit and maintain membership.

• Local Artist and Musician Showcase — Display youth artwork on temporary panels and host acoustic performances, poetry readings, or listening parties. Emerging creators gain visibility while their friends and followers bring new audiences into the library.

• Fandom Clubs and Mini-Conventions — Organize gatherings around anime, comics, fantasy, K-pop, cosplay, or popular book and game franchises. Trivia, costume contests, watch parties, and fan-art exchanges turn shared interests into community.

• Real-Life Skills Lab — Offer concise workshops on budgeting, renting an apartment, cooking cheaply, applying for jobs, understanding taxes, and basic first aid. These immediately useful topics particularly appeal to older teens and young adults entering independence.

• Volunteer Micro-Gigs — Create flexible 30-to-90-minute assignments such as making displays, testing games, helping at events, or recording book recommendations. Short commitments fit busy schedules and can provide service hours, experience, and résumé material.

• BookTok and Media Discovery Wall — Feature staff and patron recommendations using short reviews, QR codes, themed shelves, and “if you liked this…” cards. Connecting books to social-media discovery habits makes browsing faster, visual, and participatory.

• Mystery Challenge Kits — Run low-cost escape-room-style puzzles, scavenger hunts, or murder mysteries using envelopes, locks, QR codes, and existing library spaces. Interactive challenges make visiting memorable while encouraging teamwork and exploration.

• Wellness Without Pressure — Provide occasional guided journaling, therapy-dog visits, mindfulness sessions, coloring tables, or quiet decompression hours in partnership with local organizations. These activities respond to stress and offer supportive experiences without framing the library as a clinic.

• Community Project Incubator — Offer meeting space, staff guidance, printing credits, and small supply grants for youth-led projects such as zines, neighborhood cleanups, clubs, or cultural events. Participants can turn ideas into visible results while building leadership skills.

• Career and Portfolio Drop-Ins — Recruit local professionals or volunteers to review résumés, college essays, creative portfolios, and LinkedIn profiles. Free personalized guidance provides strong practical value and can be delivered with existing tables and computers.

• Rotating Chill Zone — Create a temporary lounge with donated cushions, movable seating, puzzles, charging stations, and a community playlist chosen through voting. A comfortable, informal area helps counter the perception that libraries are only silent academic spaces.

• Surprise Passes and Local Perks — Partner with cafés, cinemas, museums, recreation centers, and transit providers to offer occasional discounts or prize drawings for program participation. Partnerships extend the library’s relevance beyond its building while keeping direct costs modest.

Result

#1 | Winner

Winning Votes

2 / 3

Average Score

86
Judge Models OpenAI GPT-5.5

Total Score

89

Overall Comments

Answer A is a very strong brainstorming response with 18 distinct, feasible ideas covering programming, creative production, social events, wellness, career support, youth leadership, lending, partnerships, and flexible space use. It consistently explains both how each idea would work and why it would appeal to ages 13-25, while staying within low-to-moderate budget constraints. Its main weakness is that some ideas are familiar library-programming concepts, but the breadth and practical framing are excellent.

View Score Details

Diversity

Weight 25%
90

Answer A covers a very wide range of categories, including advisory leadership, after-hours events, creator tools, study support, gaming, peer teaching, item lending, arts, fandom, life skills, micro-volunteering, discovery displays, mystery kits, wellness, project incubation, career help, lounge space, and local perks.

Originality

Weight 25%
84

Answer A includes several especially inventive or less standard ideas, such as volunteer micro-gigs, community project incubation, surprise local perks, mystery challenge kits, and a BookTok-style discovery wall. Some entries are familiar, but many are refreshed with practical twists.

Usefulness

Weight 20%
87

Answer A is highly practical and generally feasible using movable furniture, partnerships, volunteers, donated materials, portable equipment, and existing spaces. It clearly connects each idea to teen and young adult needs, though it does not always spell out costs as explicitly as Answer B.

Quantity

Weight 20%
95

Answer A provides 18 ideas, well above the requested minimum of 10. The ideas are mostly distinct rather than minor variations, giving the library many options to choose from.

Clarity

Weight 10%
86

Answer A is clearly formatted with concise titles and explanations. Each bullet explains function and appeal, though the appeal and budget aspects are sometimes integrated implicitly rather than labeled or made fully explicit.

Total Score

79

Overall Comments

Answer A delivers a strong, diverse list of 19 distinct ideas covering advisory governance, creation tools, gaming, life skills, wellness, fandom, and partnerships. Each idea includes a brief mechanism and a rationale linking it to the target audience, and constraints (low budget, no major construction) are consistently respected. The main weaknesses are relative to B: explanations are more generic, cost details are stated only implicitly rather than itemized, and some ideas overlap conceptually (e.g., Rotating Chill Zone vs. Study Café Pop-Ups; Career and Portfolio Drop-Ins vs. Real-Life Skills Lab). Originality is solid but a few entries (BookTok wall, Library of Things, gaming league) are fairly common suggestions. Overall a very competent response that slightly trails B on persuasive specificity and explicit feasibility framing.

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Diversity

Weight 25%
85

Covers a very wide spectrum: governance, content creation, gaming, café/study, life skills, wellness, fandom, incubator, partnerships, and marketing. Breadth is excellent, with only minor overlap between a few lounge/study and career entries.

Originality

Weight 25%
70

Several fresh ideas (Volunteer Micro-Gigs, Mystery Challenge Kits, Community Project Incubator, Surprise Passes) but also some common staples like BookTok wall, Library of Things, and gaming league without a strongly distinctive angle.

Usefulness

Weight 20%
70

Ideas are practical and clearly relevant to 13-25s, and constraints are respected, but budget feasibility is implied rather than itemized and rationales are somewhat generic.

Quantity

Weight 20%
90

Provides 19 distinct ideas, far exceeding the minimum of 10, all with explanations.

Clarity

Weight 10%
80

Each entry uses a clear name plus mechanism-and-rationale format; readable and consistent, though appeal and cost are blended into prose.

Total Score

90

Overall Comments

Answer A provides an extensive and highly creative list of 18 ideas. Its key strengths are the sheer quantity and the diversity of the suggestions, which range from creative and social to practical and wellness-focused. Many ideas, such as the 'Community Project Incubator' and 'Wellness Without Pressure,' are particularly original and show a deep understanding of the target demographic's current needs. While the formatting is straightforward, the content is exceptional.

View Score Details

Diversity

Weight 25%
90

The list of 18 ideas is exceptionally diverse, covering creative pursuits, social events, practical life skills, academic support, community engagement, and mental wellness. This breadth is a major strength.

Originality

Weight 25%
90

The answer demonstrates high originality with several standout ideas like 'Wellness Without Pressure,' 'Volunteer Micro-Gigs,' and 'Community Project Incubator' that feel very modern and insightful.

Usefulness

Weight 20%
85

The ideas are highly useful and practical, with clear explanations of their appeal. They are well-aligned with the prompt's constraints.

Quantity

Weight 20%
95

The answer provides 18 distinct ideas, significantly exceeding the minimum requirement of 10. This is an excellent quantity.

Clarity

Weight 10%
85

The answer is clearly written and well-organized into a simple bulleted list. Each point is easy to understand.

• Teen-Curated Collection Wall — Dedicate a shelf or display area where teens themselves pick, review, and arrange featured books, manga, graphic novels, and games each month. Handwritten "shelf-talker" cards with peer reviews make recommendations feel authentic. Appeal: young people trust peer recommendations far more than institutional ones, and contributors gain a sense of ownership over the space. Cost: essentially free beyond signage and printing.

• After-Hours "Library Lock-In" Nights — Host quarterly evening events (e.g., 7–11 pm) exclusively for ages 13–25 with themed activities: murder-mystery scavenger...

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• Teen-Curated Collection Wall — Dedicate a shelf or display area where teens themselves pick, review, and arrange featured books, manga, graphic novels, and games each month. Handwritten "shelf-talker" cards with peer reviews make recommendations feel authentic. Appeal: young people trust peer recommendations far more than institutional ones, and contributors gain a sense of ownership over the space. Cost: essentially free beyond signage and printing.

• After-Hours "Library Lock-In" Nights — Host quarterly evening events (e.g., 7–11 pm) exclusively for ages 13–25 with themed activities: murder-mystery scavenger hunts through the stacks, escape-room puzzles, or horror-movie nights. Appeal: exclusive access to a normally quiet space feels novel and slightly transgressive in a safe way, and it works as a social event teens can invite friends to. Cost: staff overtime, snacks, and simple props.

• Retro and Modern Gaming Corner — Set up a small zone with a used console or two, board games, tabletop RPGs (Dungeons & Dragons nights are hugely popular and nearly free to run), and card games like Magic: The Gathering. Run weekly tournaments with small prizes. Appeal: gaming is the dominant social hobby for this demographic, and structured game nights give shy teens an easy entry point to community. Cost: secondhand consoles and donated games keep this well under budget.

• Podcast and Content-Creation Studio — Convert a small study room into a recording nook with a modest mic, ring light, green screen fabric, and free editing software on an existing computer. Offer bookable sessions and occasional workshops on podcasting, YouTube, and TikTok editing. Appeal: many young adults want to create content but lack quiet space and equipment; the library becomes a launchpad for their creative ambitions. Cost: roughly a few hundred dollars in equipment.

• "Study Grind" Zones with Exam-Season Perks — During exam periods, extend a section's hours, provide free coffee/tea, phone-charging stations, noise-canceling headphone loans, and printed study-skills cheat sheets. Add a "quiet accountability" table where people study together silently. Appeal: students aged 16–25 desperately need free, comfortable study space, and small perks like caffeine and chargers signal the library understands their real needs. Cost: a coffee urn, power strips, and a few headphone sets.

• Zine-Making and Creative Writing Collective — Host a monthly workshop where participants write, illustrate, and photocopy their own zines, fan fiction, or poetry, culminating in a library-published anthology or zine library shelf. Appeal: it offers publication and self-expression with zero gatekeeping, taps into fandom culture, and produces a visible artifact of belonging. Cost: paper, a photocopier the library already owns, and art supplies.

• Skill-Swap and "Adulting 101" Series — Run practical workshops taught by local volunteers or older members: filing taxes, cooking on a budget, resume writing, basic car maintenance, thrift-flipping clothes, and job interview practice. Let young adults also teach sessions (e.g., a teen teaching seniors smartphone skills). Appeal: 18–25-year-olds actively seek life-skills content (as "adulting" content's popularity online proves), and teaching roles give teens status and volunteer hours. Cost: nearly free with volunteer instructors.

• Instagrammable Micro-Spaces and Rotating Art — Create one visually striking corner: a neon-style sign ("Read More, Worry Less"), a mural painted by local young artists, a book-page installation, or a seasonal photo backdrop. Rotate displays of art by local teens. Appeal: a photogenic spot generates free social-media marketing every time someone posts from it, and exhibiting young artists draws their entire friend groups in. Cost: paint, an LED sign, and volunteer artist enthusiasm.

• "Library of Things" for Young Adult Needs — Expand lending beyond books to items this demographic wants but can't afford: musical instruments, sewing machines, DSLR cameras, sports equipment, graphing calculators, cake pans, and video games. Appeal: it directly answers the question "why would I go to a library?" with tangible value, especially for cash-strapped students. Cost: build the collection gradually through donations and small purchases.

• Teen Advisory Board with Real Power — Form a council of 8–12 young people who meet monthly, control a small event budget, vote on new acquisitions, and co-design programs. Offer community-service credit, a pizza budget, and public recognition. Appeal: genuine decision-making authority (not token consultation) makes participants evangelists who bring peers along, and it guarantees future programming actually matches what young people want. Cost: minimal — mostly food and a delegated micro-budget.

• Silent Book Club and BookTok Corner — Host a monthly "silent reading party" where attendees bring any book, read together for an hour with lo-fi music and snacks, then optionally chat. Pair it with a display shelf of trending BookTok titles with a "seen on TikTok" label. Appeal: silent book clubs remove the pressure of assigned reading and social performance, which suits introverts, while BookTok tie-ins connect shelves to the online culture already driving young people's reading habits. Cost: snacks and a speaker.

• Open Mic and Local Showcase Nights — A monthly evening for poetry slams, acoustic music, stand-up comedy, and short film screenings by local young creators, with a simple PA system and string lights to transform an existing room. Appeal: performance opportunities for under-21s are rare (most venues are bars), so the library fills a real gap and becomes known as a cultural hub rather than a book warehouse. Cost: a basic microphone/speaker setup and decorations, reusable indefinitely.

• Career and Side-Hustle Clinics — Partner with local businesses, colleges, and freelancers for drop-in sessions: LinkedIn photo booths (using the content studio's ring light), mock interviews, scholarship application help, and talks on freelancing, e-commerce, and creative careers. Appeal: 16–25-year-olds are intensely focused on employment and income; free, judgment-free career support builds the habit of turning to the library for life milestones. Cost: mostly staff coordination time, since partners volunteer expertise.

• Gamified Library Passport and Reward System — Create a punch-card or app-free sticker passport: earn stamps for attending events, checking out books from different genres, or completing challenges (e.g., "read a book published the year you were born"). Redeem stamps for café vouchers, priority event booking, or donated prizes from local shops. Appeal: light gamification and collectible progress mechanics mirror the reward loops young people enjoy in apps and games, converting one-time visitors into regulars. Cost: printed cards, stamps, and small donated prizes.

Result

#2

Winning Votes

1 / 3

Average Score

85
Judge Models OpenAI GPT-5.5

Total Score

85

Overall Comments

Answer B is also a high-quality response with 14 well-developed ideas, strong explanations, and especially clear attention to appeal and cost. It is practical, youth-focused, and includes several creative concepts such as gamified passports, zine-making, micro-spaces, and content creation. Compared with Answer A, it is slightly less broad in total range and quantity, and several ideas overlap with common teen-library programming, though they are presented persuasively.

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Diversity

Weight 25%
83

Answer B offers a broad set of ideas across collections, events, gaming, content creation, studying, zines, life skills, art spaces, lending, advisory boards, reading clubs, showcases, career support, and gamification. It is diverse, but a bit less expansive than Answer A.

Originality

Weight 25%
82

Answer B has creative elements such as gamified library passports, zine-making collectives, Instagrammable micro-spaces, silent book clubs, and content-creation studios. However, several suggestions are relatively common teen-library ideas, including gaming nights, advisory boards, career clinics, and after-hours events.

Usefulness

Weight 20%
88

Answer B is very useful because most ideas include concrete implementation details, explicit appeal, and specific low-cost considerations. It repeatedly shows how libraries could use donations, volunteers, existing rooms, small equipment purchases, and partnerships.

Quantity

Weight 20%
86

Answer B provides 14 ideas, comfortably exceeding the requested minimum. The quantity is strong, though it offers fewer total options than Answer A.

Clarity

Weight 10%
92

Answer B is exceptionally clear, with descriptive titles and explanations that often separate how it works, why it appeals, and what it costs. The added cost notes make the feasibility especially easy to assess.

Total Score

82

Overall Comments

Answer B provides 14 well-differentiated ideas, each with a clear structure: mechanism, explicit "Appeal" reasoning grounded in real youth behavior (peer trust, BookTok, adulting content, gaming culture), and an explicit "Cost" line that directly addresses the budget constraint. This consistent framing makes the feasibility and audience-fit far more persuasive and concrete than A. Original touches like the gamified passport, silent book club, Instagrammable micro-spaces for free social marketing, and D&D nights show creativity beyond common suggestions. Weaknesses are minor: it offers fewer total items than A (14 vs 19), and a couple of ideas overlap with each other (content studio and career clinics share the ring light). Overall a highly polished, tightly reasoned answer.

View Score Details

Diversity

Weight 25%
80

Broad coverage across curation, events, gaming, creation, study, life skills, art, lending, governance, reading culture, performance, careers, and gamification. Slightly fewer categories than A but still highly varied with little redundancy.

Originality

Weight 25%
80

More consistently distinctive framing: gamified library passport, silent book club, Instagrammable micro-spaces as free marketing, D&D nights, zine anthology, and adulting-as-online-trend rationales push beyond generic suggestions.

Usefulness

Weight 20%
85

Each idea includes an explicit cost line and behavior-based appeal, directly and convincingly satisfying the low-budget, no-construction constraints and strengthening real-world implementability.

Quantity

Weight 20%
80

Provides 14 distinct ideas, well above the minimum of 10, each fully explained though fewer than A.

Clarity

Weight 10%
85

Consistent structured format with named idea, mechanism, explicit Appeal, and explicit Cost lines makes each entry very easy to scan and evaluate.

Total Score

88

Overall Comments

Answer B delivers a strong list of 14 well-developed ideas. Its standout feature is its excellent structure, with each idea broken down into 'Appeal' and 'Cost,' making the suggestions feel highly practical and actionable. It includes several original ideas like 'Instagrammable Micro-Spaces' and a 'Gamified Library Passport.' While there is some overlap with common suggestions, the execution and clarity are top-notch.

View Score Details

Diversity

Weight 25%
85

The list is very diverse, but with 14 ideas and some combined concepts (e.g., Skill-Swap and Adulting 101), it covers a slightly narrower range than Answer A.

Originality

Weight 25%
85

The answer contains some very original ideas like 'Instagrammable Micro-Spaces' and the 'Gamified Library Passport,' but many other suggestions are creative but more common takes on modernizing libraries.

Usefulness

Weight 20%
95

This answer excels in usefulness. The inclusion of a specific 'Cost' analysis for each idea makes the suggestions immediately actionable and demonstrates a strong understanding of the low-budget constraint.

Quantity

Weight 20%
85

The answer provides 14 distinct ideas, which is also well above the minimum requirement, but fewer than Answer A.

Clarity

Weight 10%
95

The clarity is exceptional. The structure for each idea—Title, Appeal, Cost—is perfectly organized and makes the information incredibly easy to digest and evaluate.

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

2 / 3

Average Score

86
View this answer

Winning Votes

1 / 3

Average Score

85
View this answer

Judging Results

Why This Side Won

Answer A wins because it performs better on the most heavily weighted criteria: diversity and originality. It provides a greater number of ideas (18 vs. 14), and its suggestions cover a slightly broader and more innovative range of topics, including mental wellness, flexible volunteering, and youth-led community projects. While Answer B has superior clarity and a more practical format, Answer A's superior breadth and creativity in its core ideas give it the overall edge.

Why This Side Won

The two answers are comparably strong on diversity and quantity, with A offering more items (19 vs 14) but B offering equally broad coverage. B wins the heavily weighted originality and usefulness criteria more clearly: it consistently ties each idea to documented youth behavior and, crucially, includes an explicit cost line for every idea that directly satisfies the low-to-moderate budget constraint, plus sharper, more persuasive appeal rationales. A's advantage in raw quantity does not outweigh B's superior performance on the higher-combined-weight originality (25) and usefulness (20) dimensions, and B is at least equal on clarity. The weighted result favors B.

Judge Models OpenAI GPT-5.5

Why This Side Won

Answer A wins because its weighted strengths are higher overall: it provides more ideas and a broader spread of distinct engagement strategies while maintaining strong feasibility, relevance, and clarity. Answer B is slightly clearer in formatting and cost explanation, but Answer A's superior diversity and quantity, along with comparable originality and usefulness, matter more under the scoring weights.

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