← We asked every AILive · 83/85 models
\nHot takeCollege
\nAsked verbatim: “What is the biggest lie professors tell their students? One sentence.”
\nOne dot per model. Hover for the model, its lab and its argument.
\n23%Exam Bait
\n19 models
\n19%Real World Use
\n16 models
\n12%Grades Measure Worth
\n10 models
\n7%No Stupid Questions
\n6 models
\n4%Hard Work Myth
\n3 models
\n35%Other answers
\nPU
\n29 models
\nBy lab
\n83 of 85 models have voted. Hover a dot for the model, its lab and its argument.
\nRunning share as each of the 85 models answered.
\nThe read
\nMost models (about 20) picked "This will be on the exam" as the classic professor lie, followed closely by "You'll use this in real life" (roughly 15) and "There are no stupid questions" (about 8). The oddest dissent came from Amazon's Nova Lite, claiming professors lie that "all information is equally valuable."
\nWritten by claude-sonnet-5 after reading every answer.
\n83 answers · in the order they came in · unedited apart from length.
\nInkling SmallThinking Machines
You'll use this outside of class82%
\nMost coursework is decorative; real skills come from projects, not lectures.
Sonar Reasoning ProPerplexity
Your GPA measures your intelligence and potential78%
\nStudents internalize a narrow number as their worth, ignoring skills, growth, and nonacademic strengths that actually drive their careers and happiness.
Muse Spark 1.2 (Minimal Reasoning)Meta
Hard work alone guarantees success72%
\nMeritocracy is comforting fiction that keeps you grinding while connections decide.
Claude Opus 5 (Low Reasoning)Anthropic
There are no stupid questions72%
\nThey say it warmly, then sigh at question three — the syllabus-is-a-contract and "my door is always open" lies are close runners-up.
Grok 4.6 (High Reasoning)xAI
You'll use this in real life74%
\nThey say it to justify the grind, then that theorem, theory, or textbook never shows up again after the final.
Aion 3.0 (Reasoning)Aion Labs
This won't be on the exam82%
\nIt's the one lie that directly weaponizes your trust against your grade—skip studying and you'll find out it was on there.
Mercury 2.5Inception
This is easy85%
\nIt dismisses struggle and creates shame when students inevitably hit real complexity.
Mistral Medium 3.5Mistral
The curve will save you95%
\nGrading curves often get adjusted downward or abandoned when too many students ace the test.
Seed 2.1 TurboByteDance
This will be on the exam85%
\nEvery student has heard this about material that never appeared, and it's the small, constant lie that erodes trust most.
Parallel BaseParallel
College education is only about acquiring information90%
\nProfessors focus heavily on delivering content, obscuring the primary value of building critical thinking and communication skills.
Sonar ProPerplexity
Curiosity matters more than grades72%
\nIt sounds true, but grades often decide opportunities, so the lesson gets oversold.
Qwen3.8 27BQwen
You'll never use it again70%
\nThe "practical skills only" mindset is a self-fulfilling prophecy — the skills you build now compound in ways you can't predict, so dismissing them as useless dooms you to underdevelop your own capabilities.
\nSearched
Claude Fable 5.1 (Low Reasoning)Anthropic
There are no stupid questions72%
\nEvery student has watched a professor's face answer that question honestly, and the lie survives only because it's kinder than the truth.
Granite 4.2 8BIBM
This will be easy80%
\nMost professors say it to seem approachable, but it pressures students and underestimates real learning effort.
Aion-RP 1.0 (8B)Aion Labs
Collaboration is the key to academic success100%
\nProfessors often emphasize the importance of collaboration in academia, encouraging students to work together on assignments and projects. However, this can sometimes lead to a false sense of security and a downplaying of the individual effort and responsibility that is ultimate…
MiMo V2.5 ProXiaomi
This will be on the test85%
\nIt's a control tactic — everything matters, and the real exam is life.
GLM-4.7Z.AI
This will be on the test85%
\nEmpty threat—the only thing teachers ever say but never do.
Sabiá 4Maritaca AI
Your grades measure your true potential95%
\nGrades reflect test-taking, timing, and luck far more than innate ability or future success.
MiniMax M2.5 (Reasoning)MiniMax
Your grade is based purely on merit90%
\nMany students discover that office hours, relationships, and extra credit often matter more than raw performance.
GPT-5.6 SolOpenAI
Grades measure learning94%
\nGrades often measure compliance, resources, and test-taking skill more reliably than understanding.
Grok 4.20xAI
You'll need this in real life65%
\nIt's the comforting myth that keeps curricula bloated while grads Google everything on day one.
gpt-oss-120b (Low Reasoning)OpenAI
You’ll always understand everything on the first try85%
\nIt promises effortless mastery, yet learning inevitably requires struggle and revision.
DeepSeek V4.1 FlashDeepSeek
This will be on the exam88%
\nSaid to force attendance, it's usually forgotten by the next lecture — and we all know it when we say it.
Nemotron 3.5 LightningNVIDIA
You'll use this in the real world85%
\nIt's the most common promise made with zero connection to actual careers or skills needed outside academia.
MiMo V2.5Xiaomi
This will be on the test85%
\nIt weaponizes fear to enforce attention, and it's almost never true.
Claude Haiku 4.5Anthropic
Hard work guarantees success without privilege or luck62%
\nNearly every student eventually learns ability, timing, and access matter as much as effort—a lesson professors underteach despite knowing it.
Seed 2.0 MiniByteDance
This will not be on the exam95%
\nThis ubiquitous, often untrue claim is a widespread, low-stakes lie professors use to encourage course engagement, even when they know most students will skip optional material.
Nemotron 3 Nano 30BNVIDIA
They promise originality while grading recycled clichés92%
\nIt's a hollow promise that masks shallow evaluation.
Sabiazinho 4Maritaca AI
You’ll use this in your career95%
\nMost courses teach theory or tools students won’t actually apply on the job.
Qwen3.8 Max 0902 (Minimal Reasoning)Qwen
This material will be on the exam62%
\nEvery syllabus promises relevance, but the exam rewards the professor's hobby, not the concepts you actually need.
Muse Glimmer 30B (Low Reasoning)Meta
This material will be on the exam87%
\nIt’s the universal pre-test promise professors make then quietly ignore when grading.
GPT-5.6 TerraOpenAI
You’ll use this exact material someday82%
\nThe transferable skill matters; the obscure detail usually doesn’t.
Gemini 3.1 Flash-Lite (Minimal Reasoning)Google
Your grades define your future success95%
\nReal-world mastery and social intelligence consistently matter more than a transcript, yet students often sacrifice their well-being for a GPA that rarely survives a single job interview.
LongCat 2.0Meituan
This will be on the exam92%
\nIt’s the classic academic bluff that magically turns every slide into mandatory memorization.
Nemotron 3 UltraNVIDIA
This will be on the exam92%
\nProfessors say this to force attendance, but half the material never appears because they ran out of time or changed the syllabus.
\nSearched
Parallel SpeedParallel
That a college education is about learning facts95%
\nProfessors often push the misconception that schooling is merely memorizing information rather than learning how to think.
Gemini 3.8 Flash (Medium Reasoning)Google
You'll use this in the real world88%
\nMost curricula train you to pass niche academic exams rather than survive the messy, practical reality of modern careers.
Gemma 4 31BGoogle
This will be on the exam95%
\nIt creates a false sense of security while the actual test focuses on the nuances they skipped.
Hy4 PreviewTencent
You can always ask me anything74%
\nOffice hours are real, but the power gap isn't—students learn fast which questions cost them.
Mistral Small 3Mistral
You'll use this in the real world95%
\nProfessors often overstate how directly coursework maps to future job skills.
Laguna XS 2.1Poolside
You'll love math once you get the hang of it85%
\nStudents hear it for years yet still struggle; the lie masks that math difficulty is normal, not a skill gap.
GLM-5.2Z.AI
This material will be on the exam82%
\nThe reassuring claim that cuts study time right before test day delivers the cruelest lesson in selective trust.
GLM-5.3 Flash (Max Reasoning)Z.AI
There are no stupid questions73%
\nIt's kind, but students who ask the "wrong" thing get remembered — the real rule is attempt it yourself first, then ask.
Nova 2 LiteAmazon
You'll get a perfect grade95%
\nProfessors know grading is rarely perfect or fair.
\nSearched
Ling 3.0 FlashInclusionAI
This will be on the exam" when it won't be85%
\nStudents universally report this as the most repeated professor lie, creating false urgency and wasted study time.
DeepSeek V4 Pro 0813DeepSeek
Grades don't matter, only learning does89%
\nThey say it to soften pressure, but every scholarship, internship and job screen sorts you by GPA first.
Qwen3.7 FlashQwen
You'll need this later95%
\nIt's the classic over-promise used to justify boring, foundational coursework that students rarely apply in their actual careers.
GPT-6 Astra (Medium Reasoning)OpenAI
Your grade measures how much you understand88%
\nToo often, it measures how well you play school—not how well you think.
Kimi K3Moonshot
That class attendance correlates with learning success85%
\nMany lectures repeat slides available online, yet professors claim presence is vital to justify their teaching methods.
Claude Sonnet 5 (Low Reasoning)Anthropic
This will be on the exam" (vaguely)62%
\nVague exam promises let professors dodge blame while students waste hours guessing what actually matters.
Grok 4.5 (High Reasoning)xAI
You'll use this in real life78%
\nMost coursework is gatekeeping and credentialing, not skills you’ll actually deploy once the diploma’s in hand.
Qwen3.8 FlashQwen
This will be on the exam62%
\nIt's the lie students actually get burned by — professors say it to calm the room, then test three chapters of "context" anyway.
Qwen3.8 2.4T A95B (Minimal Reasoning)Qwen
I'm here to teach you72%
\nTenure rewards publications, not pedagogy — the incentive structure is the honest answer professors can't say out loud.
GLM-5.3 (Low Reasoning)Z.AI
This will be on the test88%
\nIt weaponizes study time better than any syllabus, yet every student learns the hard way that "won't be graded" and reality rarely agree.
GPT-5.6 LunaOpenAI
There are no stupid questions94%
\nIt sounds encouraging, but students often learn that asking the wrong question can still cost time, credibility, or points.
GLM-4.7 FlashZ.AI
Grades show how good you are95%
\nThey don't. Intelligence isn't the same thing as test scores.
\nSearched
Grok 4.3xAI
This will be on the exam72%
\nStudents obsess over hints while the real test is the stuff professors never mention.
Granite 4.0 MicroIBM
Academic success is solely determined by intelligence85%
\nOveremphasizes innate ability, neglecting hard work, dedication, and learning strategies.
Solar Pro 3Upstage
Your grade reflects mastery100%
\nThey pretend a number measures true understanding when it only captures compliance.
MiniMax M3MiniMax
Read the assigned chapters before class78%
\nBecause nobody does it, and professors know it.
Gemini 3.6 Flash (Medium Reasoning)Google
You will use this in your career90%
\nMost academic theory never touches daily industry work, forcing grads to relearn everything on the job.
Laguna S 2.1Poolside
The curve is generous — really72%
\nProfessors promise fairness, but the grade curve often hides scarcity and cuts deep.
InklingThinking Machines
Hard work always guarantees success82%
\nIt hides systemic biases and luck, letting institutions blame students for failures they didn't design.
\nSearched
Solar Pro 4Upstage
You won’t need to remember this in the real world85%
\nBecause the real world runs on recall and judgment, and the excuse mostly protects lazy teaching.
Kimi K2.6Moonshot
This will be on the test92%
\nIt's weaponized motivation that breeds anxiety, cramming, and distrust—then professors conveniently "forget" or test something else entirely.
DeepSeek V4 FlashDeepSeek
The syllabus is your contract" — then they change it74%
\nDeadlines, weights, and policies get rewritten mid-semester, yet students are held to the original as if it were binding law.
Mistral Medium 3.1Mistral
You only need to study 2 hours a night95%
\nMost students need far more to truly master the material.
Llama 4 MaverickMeta
You're prepared for the real world already70%
\nProfessors often downplay the gap between academia and real-world challenges.
Aion 3.0 Mini (Reasoning)Aion Labs
You'll need this in the real world85%
\nIt's the universal justification for irrelevant curriculum, and every student knows it's rarely true.
Nemotron 3 SuperNVIDIA
I'm always available to help you85%
\nProfessors often say this to seem supportive, but office hours and email replies rarely match the promise when student needs peak.
Gemini 3.1 Pro Preview (High Reasoning)Google
There are no stupid questions99%
\nThey are internally sighing and judging you for asking something that was clearly answered in the syllabus.
Gemini 3.5 Flash-Lite (Minimal Reasoning)Google
There are no stupid questions in this class92%
\nEvery professor knows some questions are indeed profoundly stupid, yet they say it anyway to keep hands in the air.
SonarPerplexity
Grades reflect actual learning84%
\nGrades often reward compliance, timing, and test skill more than real understanding.
Parallel LiteParallel
You need this class for your future career90%
\nMost courses teach static academic knowledge rather than the real-world skills employers actually look for.
gpt-oss-20b (Low Reasoning)OpenAI
Grades reflect effort, not talent90%
\nProfessors promise grades mirror work, but grading often rewards familiarity, not true learning.
Nova LiteAmazon
All information is equally valuable85%
\nThis reflects a common misconception that all sources are equally credible.
Aion 2.0 (Reasoning)Aion Labs
You will need this in the real world85%
\nEvery graduate knows most classroom content is never used again, yet professors insist otherwise.
PUUnion AlphaUndisclosed maker
There are no stupid questions88%
\nEveryone believes it until the third person asks what page we're on, and the sighing in the room is proof professors know it too.
Grok 4.7 (High Reasoning)xAI
You'll need this in real life74%
\nThey assign it to keep the field alive, then pretend the lecture is job training. Students can tell.
Claude Opus 5.5 (High Reasoning)Anthropic
There's no such thing as a stupid question62%
\nStudents who ask one get a sigh, a smirk or a "we covered this," and everyone else learns to stay quiet and look it up later.
GPT-6 Sol (Medium Reasoning)OpenAI
Hard work always guarantees a good grade85%
\nEffort matters, but grades also reflect prior preparation, available time, and how well you understand the rubric.
MiMo V2.6 FlashXiaomi
This won't be on the test88%
\nIt's always on the test, and we knew it when we said it.
GPT-6 Luna (Medium Reasoning)OpenAI
Your grade reflects how much you learned76%
\nGrades often measure deadlines, test-taking, and circumstance as much as understanding.
Didn't answer in time or errored: Llama 4 Scout, MiMo V2.6 Pro.
\nAI consensus
\n23%
\nExam Bait
\n19 of 83 models
\nModels\n: 83
\nLabs\n: 28
\nSearched\n: 5
\n\nPut this question to a few of these models at once and crown the answer you like best.
\n\nAnswers are generated by the models themselves. Predictions are for fun, not betting advice. Team, league and lab names identify the question and the model; no affiliation is implied.
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