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Write a Funny Wedding Toast for Two Librarians

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

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Contents

Task Overview

Benchmark Genres

Humor

Task Creator Model

Answering Models

Judge Models

Task Prompt

Write a humorous wedding toast of 250 to 350 words for a couple who are both librarians and are getting married in a small town public library after hours. The audience includes grandparents, coworkers, a few teenagers from the library’s book club, and one very serious city council member who approved the event permit. Keep the humor warm, clever, and family-friendly rather than edgy or insulting. Include at least three specific library-related jokes or playful references, but make sure the toast still sounds since...

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Write a humorous wedding toast of 250 to 350 words for a couple who are both librarians and are getting married in a small town public library after hours. The audience includes grandparents, coworkers, a few teenagers from the library’s book club, and one very serious city council member who approved the event permit. Keep the humor warm, clever, and family-friendly rather than edgy or insulting. Include at least three specific library-related jokes or playful references, but make sure the toast still sounds sincere and celebratory. Do not use clichés about marriage being terrible, do not mock reading itself, and do not rely on puns in every sentence. End with a short, heartfelt closing line suitable for raising a glass.

Task Context

The couple met while reshelving books, bonded over recommending novels to patrons, and are known for solving disagreements by checking reference materials. The wedding takes place between the history section and the biography shelves, with a return cart being used as part of the decoration.

Judging Policy

A strong answer should be clearly funny while remaining appropriate for a mixed-age public event. It should fit the wedding-toast format, maintain a warm and affectionate tone, and use the library setting in specific, inventive ways rather than generic wedding jokes. Good answers balance humor with genuine goodwill, stay coherent from start to finish, and avoid repetitive puns, mean-spirited teasing, or content that would embarrass the audience. The ending should feel naturally uplifting and toast-like.

Answers

Good evening, everyone. For those who don’t know me, I’m a friend of the happy couple, and it’s an honor to be here tonight. And I have to say, this is the only wedding I’ve ever attended where I was tempted to shush the groom during the vows. It’s so fitting that we’re celebrating Sarah and Tom right here, in the place where their story began. Most people find love on an app; these two found it in the stacks, somewhere between fiction and folklore. I’m told their first real conversation was a passionate debate over the correct shelving of a historical fantasy novel. It was clear then that they were bound for e...

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Good evening, everyone. For those who don’t know me, I’m a friend of the happy couple, and it’s an honor to be here tonight. And I have to say, this is the only wedding I’ve ever attended where I was tempted to shush the groom during the vows. It’s so fitting that we’re celebrating Sarah and Tom right here, in the place where their story began. Most people find love on an app; these two found it in the stacks, somewhere between fiction and folklore. I’m told their first real conversation was a passionate debate over the correct shelving of a historical fantasy novel. It was clear then that they were bound for each other. Their romance has been a quiet one, built on whispered recommendations over the circulation desk and the shared joy of finding a book a perfect home. I’ve always admired their unique approach to partnership. They don’t just finish each other’s sentences; they footnote them. I’m convinced their household budget is managed using the Dewey Decimal System, and any disagreement is settled not with an argument, but by consulting the reference section. It’s a love story so well-researched, it deserves its own card in the catalog. Look at them, starting their next chapter together, perfectly placed between history and biography. They’ve taken a place that is usually about quiet solitude and filled it with incredible joy and love. They’ve shown us that the best stories are the ones we share. So, let’s raise a glass to the newlyweds. May your love story be a bestseller.

Result

#2

Winning Votes

0 / 3

Average Score

69

Total Score

74

Overall Comments

Answer A provides a warm and pleasant toast with several clever library-themed jokes. It successfully maintains a family-friendly tone and integrates context details. However, it falls short on the requested word count, which impacts its overall completeness and instruction following score.

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Humor Effectiveness

Weight 35%
75

Answer A includes several clever and warm jokes, such as 'tempted to shush the groom' and 'footnote their sentences.' The humor is appropriate and lands well.

Originality

Weight 25%
70

The toast uses established library tropes in a fresh way, with 'footnote them' and 'Dewey Decimal System for budget' being particularly inventive applications.

Coherence

Weight 15%
80

The toast flows logically from introduction to anecdotes about the couple's relationship and concludes with a clear toast. The structure is easy to follow.

Instruction Following

Weight 10%
60

Answer A successfully incorporates multiple library-related jokes, maintains the correct tone, and integrates context. However, it falls short on the word count, coming in at approximately 200 words instead of the requested 250-350.

Clarity

Weight 15%
80

The language is clear and concise, making the toast easy to understand and follow for the diverse audience.

Total Score

61

Overall Comments

Answer A is a warm and pleasant wedding toast that hits the basic requirements. It includes library-related references (Dewey Decimal System, card catalog, shelving), maintains a sincere tone, and ends with a toast line. However, it feels somewhat generic and underdeveloped. The jokes are mild and don't land with much comedic punch. The "footnote each other's sentences" line is clever, but the rest of the humor is fairly predictable. The toast is on the shorter side and doesn't make full use of the rich context provided (the return cart decoration, the city council member, the teenagers, the specific meeting story). The closing line "May your love story be a bestseller" is a cliché. Overall it's competent but not particularly memorable or inventive.

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Humor Effectiveness

Weight 35%
55

The humor in Answer A is mild and infrequent. The shushing joke at the start is decent, the footnoting line is clever, and the Dewey Decimal household budget reference works, but the jokes are sparse and don't build on each other. The overall comedic impact is modest and forgettable.

Originality

Weight 25%
50

Answer A uses fairly standard library metaphors (stacks, card catalog, Dewey Decimal) without much inventive twist. The 'bestseller' closing is a cliché. The ideas are competent but not fresh or surprising.

Coherence

Weight 15%
70

Answer A flows reasonably well from introduction to closing. The transitions are smooth and the tone is consistent. It doesn't feel disjointed, though it also doesn't build toward a strong climax.

Instruction Following

Weight 10%
75

Answer A includes library references (Dewey Decimal, card catalog, shelving), avoids mocking reading, avoids marriage-is-terrible clichés, and ends with a toast line. However, it doesn't acknowledge the city council member, the teenagers, or the return cart decoration, and the word count is on the low end.

Clarity

Weight 15%
75

Answer A is clearly written and easy to follow. The language is appropriate for a wedding toast and accessible to all audience members including grandparents and teenagers.

Judge Models OpenAI GPT-5.4

Total Score

72

Overall Comments

Answer A is warm, polished, and clearly toast-like. It uses several fitting library references such as shushing during vows, footnoting sentences, Dewey Decimal budgeting, and consulting the reference section. The tone stays family-friendly and sincere. However, it feels somewhat generic and safer than ideal, missing some of the prompt’s distinctive details like the city council member, the book club teens, and the decorated return cart. The humor is pleasant but not especially surprising, and the ending is a bit conventional.

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Humor Effectiveness

Weight 35%
69

The humor is warm and pleasant, with solid lines like being tempted to shush the groom and the couple footnoting each other’s sentences. Still, the comedic energy stays mild and predictable rather than generating repeated strong laughs.

Originality

Weight 25%
63

The answer uses familiar wedding-toast framing and some recognizable library jokes. While competent, it does not do much that feels notably distinctive or closely tailored to this exact event.

Coherence

Weight 15%
80

The toast is well organized, easy to follow, and moves smoothly from opening joke to affectionate tribute to closing. It is slightly broad in the middle, which makes it feel less dynamically developed.

Instruction Following

Weight 10%
72

It stays in the requested tone, length, and toast format, and includes at least three library-related references. However, it omits several notable prompt-specific elements, making it feel only partially tailored.

Clarity

Weight 15%
84

The wording is clear, polished, and accessible for a mixed audience. A few phrases lean slightly generic, but nothing is confusing or awkward.

Good evening, everyone. For those of you who don't know me, I'm the one person here tonight who has never been shushed by either the bride or the groom — and I intend to keep that streak alive, so I'll try to keep this brief. We are gathered here tonight between the history section and the biography shelves, which feels exactly right, because Sarah and David are about to start a brand-new chapter together — and if anyone knows how to take care of a chapter, it's these two. Now, most love stories begin with a meet-cute at a coffee shop or a chance encounter at a party. Theirs began in the 900s. The Dewey Decimal...

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Good evening, everyone. For those of you who don't know me, I'm the one person here tonight who has never been shushed by either the bride or the groom — and I intend to keep that streak alive, so I'll try to keep this brief. We are gathered here tonight between the history section and the biography shelves, which feels exactly right, because Sarah and David are about to start a brand-new chapter together — and if anyone knows how to take care of a chapter, it's these two. Now, most love stories begin with a meet-cute at a coffee shop or a chance encounter at a party. Theirs began in the 900s. The Dewey Decimal 900s, to be clear — not the medieval era, though I understand the fluorescent lighting in that aisle could go either way. They were both reshelving books on a Tuesday afternoon, reached for the same spot on the same shelf, and apparently locked eyes over a misplaced volume of European history. Romantic? Absolutely. Efficient? Also yes. They had that book back in its correct location within seconds. Love does not slow down a librarian. What I admire most about Sarah and David is how they handle disagreements. Most couples argue and then stew about it. These two argue, and then one of them walks calmly to the reference section, pulls a source, and settles the matter with a citation. I have never seen two people fact-check each other with so much affection. They also bonded over their shared gift for recommending the perfect book to the right person at the right time. And honestly, watching them find each other feels a lot like that — like the universe finally matched its two best readers with exactly the story they needed. I want to acknowledge Councilmember Hendricks, who approved the permit for tonight. Sir, I assure you, the books are fine. We moved the return cart. It's holding flowers now. It has never looked happier. So if you'll all raise your glasses — to Sarah and David. May your life together be long, full of good stories, and never, ever overdue. Cheers.

Result

#1 | Winner

Winning Votes

3 / 3

Average Score

85

Total Score

89

Overall Comments

Answer B delivers an outstanding wedding toast that perfectly balances humor, warmth, and sincerity. It excels in integrating specific library details and context into highly original and genuinely funny jokes. The toast is well-structured, adheres to all instructions, and addresses the diverse audience effectively, including a clever nod to the city council member.

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Humor Effectiveness

Weight 35%
90

Answer B's humor is exceptional, with highly original and specific jokes like the '900s, not the medieval era,' 'love does not slow down a librarian,' and the brilliant 'return cart' line. It consistently elicits genuine amusement.

Originality

Weight 25%
85

Answer B demonstrates strong originality, especially with the '900s' joke and the creative use of the 'return cart' as a decorative element. The humor feels less generic and more tailored to the specific scenario.

Coherence

Weight 15%
85

Answer B is very well-structured, with smooth transitions between different points. It maintains a consistent narrative and tone throughout, leading to a cohesive and engaging speech.

Instruction Following

Weight 10%
95

Answer B adheres to all instructions perfectly. It meets the word count (approx. 300 words), includes more than three specific library references, maintains the warm and family-friendly tone, and cleverly integrates all context details, including the return cart and the city council member.

Clarity

Weight 15%
90

Answer B is exceptionally clear and articulate. The humor lands perfectly, and the narrative is engaging and easy to comprehend for all audience members, from grandparents to teenagers.

Total Score

83

Overall Comments

Answer B is a substantially stronger toast. It is funnier, more inventive, and more fully realized. The opening joke about never being shushed is a strong hook. The Dewey Decimal 900s joke with the medieval era aside is genuinely clever and original. The fact-checking with citations joke lands well. The acknowledgment of Councilmember Hendricks is a delightful, specific touch that directly uses the prompt's context and adds a layer of warm comedy. The return cart being used for flowers is incorporated naturally. The closing line "May your life together be long, full of good stories, and never, ever overdue" is heartfelt, funny, and toast-appropriate without being a tired cliché. The toast flows coherently from start to finish, balances humor and sincerity well, and uses the library setting in specific, inventive ways rather than generic references.

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Humor Effectiveness

Weight 35%
85

Answer B delivers multiple well-constructed jokes that actually land. The 'never been shushed' opener is strong, the Dewey 900s/medieval era joke is genuinely funny and specific, the citation-based argument resolution is charming, and the Councilmember Hendricks aside is a highlight. The humor is consistent throughout without being pun-heavy.

Originality

Weight 25%
80

Answer B takes the same library setting and finds genuinely original angles: the specific Dewey 900s joke with the medieval lighting aside, the fact-checking-with-affection framing, and especially the Councilmember Hendricks acknowledgment, which is a creative and unexpected use of the prompt's context. The return cart detail is also woven in naturally.

Coherence

Weight 15%
80

Answer B has excellent coherence. It moves logically from the opening hook through the couple's story, their relationship dynamics, a specific audience acknowledgment, and a strong closing. Each section connects naturally to the next and the tone remains consistent throughout.

Instruction Following

Weight 10%
90

Answer B follows instructions very thoroughly: it includes multiple library jokes, acknowledges the council member by name, references the return cart decoration, avoids forbidden clichés, stays family-friendly, and ends with a heartfelt toast line. Word count is appropriate. It uses the provided context (meeting while reshelving, recommending books, settling disagreements with references) explicitly.

Clarity

Weight 15%
80

Answer B is also clearly written, with natural spoken-word rhythm that suits a toast format. The jokes are set up and delivered cleanly, and the language is accessible to the full mixed-age audience described in the prompt.

Judge Models OpenAI GPT-5.4

Total Score

85

Overall Comments

Answer B is a stronger, more vivid wedding toast with sharper, more specific humor and better integration of the scenario. It uses multiple concrete library jokes, incorporates the couple’s backstory, places the toast clearly in the history/biography setting, and cleverly acknowledges the serious council member and the flower-covered return cart. The voice is confident, warm, and family-friendly throughout, and the closing lands naturally as both funny and heartfelt.

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Humor Effectiveness

Weight 35%
84

The humor is consistently effective and audience-friendly, especially the Dewey Decimal 900s joke, the efficient reshelving meet-cute, affectionate fact-checking, and the return cart line. The jokes feel lively without becoming forced or excessive.

Originality

Weight 25%
82

The answer shows strong originality by building humor from specific prompt details and framing them in fresh ways. The setting, backstory, and audience are woven into lines that feel customized rather than generic.

Coherence

Weight 15%
86

The structure is clean and purposeful, with each paragraph adding a new facet of the couple and the event. The progression from opening to story to character insight to tailored callback and closing is very smooth.

Instruction Following

Weight 10%
91

It follows the instructions very closely: correct length and format, warm family-friendly humor, several specific library jokes, sincere celebratory tone, and clear use of prompt details including the council member, reference-material dispute resolution, location, and return cart.

Clarity

Weight 15%
87

The writing is crisp, readable, and consistently easy to track. The jokes are clearly delivered, and the imagery and references are accessible to the mixed audience without sacrificing wit.

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

69
View this answer

Winning Votes

3 / 3

Average Score

85
View this answer

Judging Results

Judge Models OpenAI GPT-5.4

Why This Side Won

Answer B wins because it scores higher on the most heavily weighted criteria, especially humor effectiveness and originality. Its jokes are more specific and inventive, and it follows the prompt more completely by incorporating unique event details like the permit-approving council member and the return cart decoration. Both answers are coherent and appropriate, but B delivers a more memorable, situationally tailored toast while remaining sincere and clear.

Why This Side Won

Answer B wins decisively on the two highest-weighted criteria: humor effectiveness (35%) and originality (25%). Its jokes are more specific, better constructed, and funnier — the Dewey 900s/medieval era aside, the citation-based disagreement resolution, and the Councilmember Hendricks acknowledgment are all inventive and land with genuine comedic timing. It also more fully incorporates the task's specific contextual details (return cart, council member, the meeting story, the shelving location). The closing line is superior. Answer A is pleasant but comparatively thin, generic, and less funny. The weighted advantage for B is clear and substantial.

Why This Side Won

Answer B is superior due to its significantly more effective and original humor, particularly its inventive use of library-specific details and the wedding context. It also fully adheres to the word count requirement, unlike Answer A, which was notably shorter than requested. The direct and clever acknowledgment of the city council member and the return cart in Answer B further demonstrate its superior instruction following and creativity.

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