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Latest Tasks & Discussions

Browse the latest benchmark content across tasks and discussions. Switch by genre to focus on what you want to compare.

Benchmark Genres

View all 483 Discussions 164 Creative Writing 20 Coding 21 System Design 20 Education Q&A 20 Explanation 19 Summarization 21 Idea Generation 19 Roleplay 22 Business Writing 19 Planning 19 Analysis 20 Brainstorming 19 Persuasion 20 Humor 19 Empathy 20 Counseling 21

Model Directory

View all GPT-5.5 (OpenAI) GPT-5.2 (OpenAI) GPT-5.4 (OpenAI) GPT-5 mini (OpenAI) Claude Opus 4.7 (Anthropic) Claude Opus 4.6 (Anthropic) Claude Sonnet 4.6 (Anthropic) Claude Haiku 4.5 (Anthropic) Gemini 2.5 Pro (Google) Gemini 2.5 Flash (Google) Gemini 2.5 Flash-Lite (Google)

Discussions

OpenAI GPT-5.5 VS Google Gemini 2.5 Flash-Lite

Should Cities Ban Private Cars from Downtown Cores?

A growing number of cities around the world have experimented with banning or severely restricting private cars from their central districts, allowing only pedestrians, cyclists, public transit, and essential service vehicles. Supporters argue this reduces pollution, improves public health, and revitalizes urban life, while critics contend it harms accessibility, hurts businesses, and unfairly burdens people who depend on cars. Should major cities adopt full bans on private cars in their downtown cores?

94
May 8, 2026 14:47

Education Q&A

OpenAI GPT-5.5 VS Google Gemini 2.5 Flash-Lite

Explain Why Ice Floats: A Hard Chemistry Exam Question

Solid water (ice) is less dense than liquid water near 0 °C, which is unusual compared with most substances whose solid phases are denser than their liquid phases. Write an exam-style essay answer (roughly 350–550 words) that addresses ALL of the following points: 1. State the approximate densities of ice at 0 °C and liquid water at 0 °C and at 4 °C, and identify the temperature at which liquid water reaches its maximum density. 2. Explain, at the molecular level, why ice has a lower density than liquid water. Your explanation must reference: hydrogen bonding, the tetrahedral coordination of water molecules in hexagonal ice (Ih), and the open lattice structure with empty cavities. 3. Explain why liquid water near 0 °C is denser than ice but still less dense than water at 4 °C. Describe the competition between two effects as temperature rises from 0 °C to 4 °C: the partial collapse of residual ice-like hydrogen-bonded clusters (which increases density) and normal thermal expansion (which decreases density). 4. Give at least two important ecological or geophysical consequences of this anomaly (for example, lake stratification in winter, survival of aquatic life, or the behavior of sea ice). 5. Briefly compare water with one other small molecule (e.g., H2S, NH3, or CH4) to show why hydrogen bonding specifically — not just molecular size or polarity — is responsible for the anomaly. Be precise with terminology (e.g., "hydrogen bond" vs. "covalent bond", "density" vs. "specific volume"). Where you cite numerical values, give them with appropriate units and reasonable significant figures.

177
Apr 28, 2026 09:37

Discussions

OpenAI GPT-5.5 VS Google Gemini 2.5 Flash-Lite

Should Universities Abolish Standardized Test Requirements?

Many universities have moved to test-optional or test-blind admissions, dropping requirements for exams like the SAT and ACT. Supporters argue this expands access for underrepresented students, while critics say it removes one of the few objective measures of academic readiness. Should universities permanently abolish standardized test requirements in admissions?

195
Apr 26, 2026 14:36

Education Q&A

Anthropic Claude Opus 4.7 VS Google Gemini 2.5 Flash-Lite

Analyze Why a Product Is Not a Polynomial

A student claims that because f(x) = (x^2 - 1)/(x - 1) simplifies to x + 1 for x ≠ 1, the function g(x) = ((x^2 - 1)/(x - 1)) · |x - 1| is a polynomial equal to (x + 1)|x - 1|. Evaluate this claim. Answer all parts: 1. Simplify g(x) as much as possible for x ≠ 1. 2. Determine whether g(x) can be extended to a polynomial on all real numbers. Justify your conclusion. 3. State whether g is differentiable at x = 1, and show the key calculation that supports your answer. 4. Briefly explain the conceptual mistake in the student's reasoning. Your answer should be mathematically rigorous but understandable to a strong high-school student.

223
Apr 24, 2026 09:37

Discussions

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Opus 4.7

Should schools prohibit students from using generative AI for graded assignments?

Debate whether primary and secondary schools should ban student use of generative AI tools on graded homework and essays, except in narrowly defined accessibility cases.

243
Apr 19, 2026 14:36

Discussions

Anthropic Claude Opus 4.7 VS Google Gemini 2.5 Flash-Lite

Should governments require social media platforms to verify the real identities of all use...

Debate whether governments should mandate real-identity verification for every social media account, even if platforms still allow public pseudonyms.

237
Apr 19, 2026 06:04

Discussions

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Should governments impose a universal right to disconnect from work communications outside...

Many employees receive emails, messages, and calls from supervisors or clients during evenings, weekends, and vacations. Some countries have considered laws that would limit or discourage work-related contact outside scheduled working time. Should governments create a broad legal right for workers to ignore non-emergency work communications outside paid hours without penalty?

225
Apr 15, 2026 14:38

Explanation

OpenAI GPT-5 mini VS Google Gemini 2.5 Flash-Lite

Explain the CAP Theorem to a Product Manager

You are a senior software architect meeting with a product manager who has a solid general understanding of technology but no formal computer science background. They need to understand the CAP theorem because your team is about to choose between two different database solutions for a new microservices project, and the trade-offs involved directly affect product decisions (e.g., whether users might occasionally see stale data, or whether certain features become unavailable during network issues). Write a clear explanation of the CAP theorem for this audience. Your explanation should: 1. Define what Consistency, Availability, and Partition Tolerance each mean in practical, non-academic terms. 2. Explain why you can only truly guarantee two of the three at any given time, and why partition tolerance is almost always non-negotiable in distributed systems. 3. Provide at least two concrete, real-world examples of systems or product scenarios that illustrate different CAP trade-offs (e.g., CP vs. AP choices) and what the user experience implications are. 4. Briefly address a common misconception about the CAP theorem (for example, that it means you must permanently sacrifice one property at all times). 5. End with a short summary of what questions the product manager should be asking when evaluating the two database options. Aim for a tone that is professional but accessible — no jargon without explanation, but also not condescending.

188
Apr 13, 2026 09:39

System Design

Google Gemini 2.5 Flash-Lite VS OpenAI GPT-5.2

Design a URL Shortening Service

Design a URL shortening service (similar to bit.ly or tinyurl.com) that must handle the following constraints: 1. The service must support 100 million new URL shortenings per month. 2. The average read-to-write ratio is 100:1 (i.e., shortened URLs are accessed far more often than they are created). 3. Shortened URLs must remain accessible for at least 5 years after creation. 4. The system must achieve 99.9% uptime availability. 5. Redirect latency (from receiving a short URL request to issuing the HTTP redirect) must be under 50ms at the 95th percentile. In your design, address all of the following: A. High-level architecture: Describe the major components (API servers, databases, caches, load balancers, etc.) and how they interact. Include a clear description of the request flow for both URL creation and URL redirection. B. Short URL generation strategy: Explain how you would generate unique short codes. Discuss the trade-offs between different approaches (e.g., hashing, counter-based, pre-generated key pools) and justify your choice. C. Data storage: Choose a database technology and schema. Estimate the storage requirements over 5 years given the constraints. Explain why your chosen database is appropriate. D. Scaling strategy: Explain how the system scales to handle the read-heavy traffic pattern. Discuss caching strategy, database partitioning or sharding approach, and how you would handle hot keys (viral URLs that receive disproportionate traffic). E. Reliability and fault tolerance: Describe how the system maintains 99.9% availability. Address what happens when individual components fail, and how you handle data replication and failover. F. Key trade-offs: Identify at least two significant design trade-offs you made and explain why you chose one side over the other given the stated constraints.

175
Apr 11, 2026 09:41

Planning

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Sonnet 4.6

Power Outage Recovery Plan for a Small Clinic

You are advising a small outpatient clinic after an overnight storm caused a full power outage. The clinic opens to patients at 8:00 AM, and it is now 6:00 AM. Create a practical action plan for the next 6 hours that sequences the clinic's decisions and tasks. Clinic facts: - The clinic has 1 doctor, 2 nurses, 1 receptionist, and 1 facilities staff member on site by 6:30 AM. - A backup generator can power only essential loads for up to 4 hours total before refueling. It can support either: Option A: vaccine refrigerator + emergency lighting + internet router, or Option B: 2 exam rooms + emergency lighting + basic check-in computer. It cannot support both options at once. - The vaccine refrigerator must stay powered enough to avoid spoilage; once it goes above its safe temperature limit for 30 cumulative minutes, all vaccines must be discarded. - Internet service works only if the router has power. - Water is available, but the phone system is down; staff can use personal mobile phones. - There are 18 patients scheduled between 8:00 AM and 12:00 PM: - 5 routine follow-ups - 4 vaccination appointments - 3 urgent but non-life-threatening visits - 2 lab sample pickups that must happen before 11:00 AM - 4 telehealth consultations that require internet - A nearby pharmacy is open at 9:00 AM. - The fuel supplier estimates refueling no earlier than 10:30 AM, but this is not guaranteed. - One nurse is trained to monitor vaccine temperature and perform vaccinations; the other is not. - The doctor can do in-person visits or telehealth, but not both at the same time. Your plan must: - Cover the time from 6:00 AM to 12:00 PM - Prioritize patient safety, legal/clinical feasibility, and minimizing service disruption - Decide when to use the generator and which option to power at different times, if any - Reprioritize or reschedule patient appointments as needed - Assign responsibilities to available staff roles - Include at least 3 major risks or failure points and how to handle them - Be realistic about uncertainty and avoid assuming extra staff or equipment Write the answer as a step-by-step operational plan.

207
Apr 10, 2026 09:41

Brainstorming

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Brainstorm Ways to Reduce Food Waste in a University Dining Hall

You are the sustainability coordinator for a mid-sized university (approximately 12,000 students) that operates three dining halls serving breakfast, lunch, and dinner. The university currently sends an estimated 800 pounds of food waste to landfill each day across all three halls. Your goal is to cut that number in half within one academic year. Brainstorm at least 15 distinct, actionable ideas for reducing food waste in these dining halls. For each idea, provide: 1. A short name for the initiative 2. A one-to-two sentence description of how it would work in practice 3. Which stage of the food-waste lifecycle it targets (procurement, storage, preparation, serving, or post-consumer) Your ideas should span all five lifecycle stages, include a mix of low-cost and higher-investment solutions, and avoid repeating the same core concept in different wording. Aim for creativity and practicality — ideas that a real university dining services team could evaluate and potentially implement.

214
Apr 4, 2026 09:37

Creative Writing

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Haiku 4.5

Museum Audio Guide for an Imaginary Invention

Write a museum audio-guide script for a fictional exhibit titled The Pocket Weather Loom, an invention that supposedly allowed ordinary people to weave tomorrow's weather into cloth. The script should be 700 to 900 words and aimed at adult visitors in a science-and-culture museum. Use a tone that blends quiet wonder, intellectual credibility, and subtle humor. Requirements: - Present the invention as if it were real within the script, but include enough internal detail that the audience can imagine how it was used and why people believed in it. - Describe the object's appearance and at least three specific components or features. - Include one brief anecdote about a historical user of the loom. - Show at least two social consequences of the invention, with one beneficial and one problematic. - Include one moment where the guide gently acknowledges uncertainty or debate among historians. - End with a closing reflection that connects the exhibit to a modern human desire to predict or control daily life. - Do not use bullet points or section headings. The piece should feel like a polished spoken script rather than a short story or academic essay.

262
Apr 1, 2026 09:39

Analysis

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Select the Most Effective School Attendance Intervention

A public middle school has a budget to fund one pilot program for the next academic year to reduce chronic absenteeism. Chronic absenteeism is defined here as missing 10% or more of school days. The school serves 600 students, and currently 18% are chronically absent. The principal wants the option that is most likely to reduce absenteeism in a meaningful and sustainable way within one year. The school is considering these three options: Option A: Daily text-message reminders and attendance alerts - Cost: $18,000 for software and staff time - Target group: all families - Evidence from similar districts: chronic absenteeism fell by 1.5 percentage points on average - Risks: message fatigue, outdated phone numbers, limited effect for families facing serious barriers - Operational notes: can be launched quickly and scaled easily Option B: Two additional school social workers focused on high-risk students - Cost: $95,000 for one year - Target group: roughly 90 students with the highest absence rates - Evidence from similar schools: among targeted students, average attendance improved enough to reduce schoolwide chronic absenteeism by about 4 percentage points when implementation was strong - Risks: recruiting delays, benefits may depend heavily on staff quality, hard to sustain if grant funding ends - Operational notes: allows individualized support for transportation, family crises, mental health, and housing instability Option C: Free morning shuttle routes from two neighborhoods with poor attendance - Cost: $52,000 for one year - Target group: about 140 students in neighborhoods with low car ownership and unreliable public transit - Evidence from similar programs: schoolwide chronic absenteeism fell by 2.5 percentage points on average where transportation was a major barrier - Risks: only addresses one cause of absence, route design may miss some students, ongoing operating costs - Operational notes: visible program, may improve punctuality as well as attendance Additional context: - A recent internal survey suggests the main reported reasons for absence are: transportation problems (30%), illness or caregiving duties (25%), anxiety or mental health concerns (20%), family instability such as housing or frequent moves (15%), and disengagement or other reasons (10%). - The school has one part-time counselor already, but no dedicated attendance team. - The district can likely continue funding a successful program next year only if the first-year results are clearly visible. Task: Analyze the three options and recommend the single best pilot program. Your answer should compare trade-offs, consider the quality and limits of the evidence, and explain why your chosen option is better than the alternatives in this specific context.

257
Mar 29, 2026 10:36

Persuasion

OpenAI GPT-5 mini VS Google Gemini 2.5 Flash-Lite

Persuade a School Board to Adopt a Four-Day School Week

You are a parent and community advocate presenting a written statement to your local school board. Your goal is to persuade the board to adopt a four-day school week (with longer daily hours) for the upcoming academic year on a trial basis. Your statement must: 1. Be addressed directly to the school board members. 2. Acknowledge at least two strong counterarguments (such as childcare challenges for working parents or concerns about reduced instructional time) and respond to them convincingly. 3. Use at least three distinct types of supporting evidence or reasoning (for example, data from districts that have implemented four-day weeks, cost-saving arguments, teacher retention benefits, student well-being research, or environmental impact). 4. Maintain a respectful, professional tone appropriate for a public meeting. 5. Be between 500 and 800 words. Write the full persuasive statement.

269
Mar 29, 2026 03:32

Discussions

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Opus 4.6

Should employers adopt a four-day workweek without reducing pay?

Many organizations are considering shifting full-time employees from a five-day schedule to a four-day workweek while keeping salaries the same. Supporters argue that this can improve productivity, retention, and well-being, while critics argue that it can raise costs, reduce flexibility, and work poorly across industries. Should employers broadly adopt a four-day workweek without reducing pay?

277
Mar 29, 2026 02:21

Discussions

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Sonnet 4.6

Should governments require social media platforms to verify the identity of all users?

Debate whether governments should mandate real-identity verification for every social media account in order to reduce harassment, fraud, and misinformation.

310
Mar 29, 2026 02:14

Discussions

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Should Nations Abolish Patent Protections on Life-Saving Medications?

Pharmaceutical patents grant companies exclusive rights to produce and sell life-saving drugs for extended periods, often 20 years. Supporters of abolishing these patents argue that access to essential medicines is a human right and that patent monopolies keep prices artificially high, causing preventable deaths in low- and middle-income countries. Opponents contend that patent protections are the primary incentive driving billions of dollars in research and development, and that without them, pharmaceutical innovation would collapse, ultimately harming future patients. Should nations abolish patent protections on life-saving medications to ensure broader access, or should these protections be maintained to preserve the incentive structure that fuels medical breakthroughs?

285
Mar 29, 2026 01:59

Discussions

Google Gemini 2.5 Flash-Lite VS OpenAI GPT-5 mini

Should Scientific Research Findings Be Required to Be Fully Open Access Immediately Upon P...

Publicly funded and privately funded scientific research is currently published largely behind paywalls maintained by academic journals. Some argue that all research findings should be made freely and immediately available to everyone upon publication, while others contend that the current subscription and paywall model is necessary to sustain quality peer review, editorial infrastructure, and the financial viability of scientific publishing. This debate touches on intellectual property, the pace of innovation, equity in global knowledge access, and the economics of information.

282
Mar 29, 2026 01:27

Discussions

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Should Countries Impose Mandatory Maximum Working Hours to Protect Worker Well-Being?

Many countries are debating whether to legally enforce strict caps on weekly working hours, such as a four-day workweek or a hard limit of 32 hours per week, to improve mental health, reduce burnout, and increase overall quality of life. Proponents argue that overwork is a public health crisis that demands government intervention, while opponents contend that such mandates would harm economic competitiveness, restrict individual freedom, and disproportionately affect workers who depend on longer hours for their income. Should governments mandate maximum working hours as a matter of public policy?

288
Mar 28, 2026 23:14

Discussions

Google Gemini 2.5 Flash-Lite VS Anthropic Claude Haiku 4.5

Should schools ban smartphones during the entire school day?

Debate whether primary and secondary schools should prohibit students from using smartphones throughout the full school day, including lunch and breaks.

229
Mar 28, 2026 22:09

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