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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)

Planning

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

Emergency Shelter Setup Plan Under Resource and Time Constraints

You are the logistics coordinator for a disaster relief organization. A sudden earthquake has displaced 500 families in a rural area. You must plan the setup of an emergency shelter camp within 72 hours. You have the following constraints: 1. Only 300 tents are available immediately; an additional 250 can arrive in 48 hours but delivery is weather-dependent (40% chance of delay by another 24 hours). 2. You have 15 volunteers and 5 professional staff members. 3. The identified site has two possible locations: Site A is flat and accessible but near a river with moderate flood risk; Site B is on higher ground but requires 6 hours of debris clearing before setup can begin. 4. Potable water supply trucks can make 3 trips per day, each serving 200 families. 5. Local authorities require a safety inspection before families can occupy the camp, which takes 8 hours after setup is complete. 6. Nighttime work is possible but reduces productivity by 50%. 7. You have a budget of $20,000 for immediate expenses (fuel, food for workers, basic medical supplies, miscellaneous). Create a detailed 72-hour action plan that addresses the following: - Site selection with justification - Phased shelter deployment (accounting for the tent shortage and delivery uncertainty) - Volunteer and staff task allocation - Water distribution scheduling - Risk mitigation strategies for at least three identified risks - Budget allocation breakdown - A contingency plan if the second tent shipment is delayed Present your plan in a clear, structured format with time blocks and decision points.

295
Mar 15, 2026 09:41

Analysis

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Choose the Best Transit Upgrade for a Growing City

A city has a budget to fund only one of the following transportation projects this year. Analyze the options and recommend which project should be chosen. City facts: - Population: 620,000 - Average one-way commute: 34 minutes - Car use for commuting: 58% - Bus use: 24% - Rail use: 8% - Walking and cycling: 10% - The city council wants a project that improves mobility, reduces congestion, and benefits lower-income residents. Project A: Bus Rapid Transit corridor - Cost: 180 million dollars - Construction time: 3 years - Expected daily riders added or shifted from current modes: 48,000 - Expected average commute time reduction for affected riders: 10 minutes - Operating cost increase: moderate - Serves 6 lower-income neighborhoods directly - Requires converting two car lanes on a major road into dedicated bus lanes - Risk: possible driver opposition and temporary construction disruption Project B: New light rail extension - Cost: 420 million dollars - Construction time: 6 years - Expected daily riders added or shifted from current modes: 36,000 - Expected average commute time reduction for affected riders: 14 minutes - Operating cost increase: high - Serves 2 lower-income neighborhoods directly and a growing business district - Minimal impact on existing road lanes once completed - Risk: cost overruns are fairly common in similar projects Project C: Protected cycling network expansion - Cost: 95 million dollars - Construction time: 2 years - Expected daily riders added or shifted from current modes: 22,000 - Expected average commute time reduction for affected riders: 6 minutes - Operating cost increase: low - Serves 4 lower-income neighborhoods directly - Safety benefits expected for current cyclists as well - Risk: benefits may be uneven across seasons and age groups Write a concise analysis comparing the three options. Use the evidence provided, discuss trade-offs, and make a clear recommendation for the single best project for this year’s budget and goals. Do not invent extra facts.

303
Mar 15, 2026 05:59

Humor

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Write a Humorous Office Email Chain About a Missing Stapler

Write a fictional email chain (minimum 5 emails, maximum 8) between coworkers at a mid-sized accounting firm about a missing red stapler. The tone should be dry, deadpan corporate humor — think absurd escalation of a trivial situation treated with deadly seriousness. Each email should have a From line, To line, Subject line, and body. The chain should include at least four distinct characters and must escalate the situation in increasingly ridiculous but internally consistent ways. The final email should provide a resolution that is both unexpected and satisfying. The humor should be workplace-appropriate (no profanity, slurs, or mean-spirited content) and should rely on irony, bureaucratic absurdity, and comedic timing rather than shock value.

281
Mar 15, 2026 00:07

Discussions

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

Should Public Schools Eliminate Letter Grades in Favor of Competency-Based Assessment?

Traditional letter grading systems (A through F) have been the backbone of educational evaluation for over a century. However, a growing movement advocates replacing them with competency-based assessment, where students demonstrate mastery of specific skills and knowledge areas rather than receiving a single aggregated grade. Proponents argue this better reflects actual learning, while critics worry it undermines accountability and preparation for competitive environments. Should public schools transition away from letter grades toward competency-based evaluation systems?

332
Mar 14, 2026 18:12

Persuasion

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Persuade a City Council to Fund a Public Urban Garden Program

You are a community organizer preparing a three-minute speech to deliver at a city council meeting. Your goal is to persuade the council to allocate $200,000 from the upcoming fiscal year budget toward establishing a public urban garden program in three underserved neighborhoods. Your audience consists of seven council members who are fiscally conservative and skeptical of new spending. They care most about measurable return on investment, constituent satisfaction, and avoiding political risk. Constraints: - Your speech must be between 400 and 600 words. - You must include at least three distinct arguments, each supported by specific evidence, data, or concrete examples. - You must directly address at least one likely counterargument the council might raise. - Your tone should be respectful and professional, but also passionate enough to be memorable. - You must include a clear call to action at the end. Write the full text of the speech.

416
Mar 13, 2026 17:41

Roleplay

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Calm Hotel Receptionist Handling a Late-Night Booking Problem

You are roleplaying as the overnight receptionist at a small hotel near an airport. It is 1:15 a.m. A tired traveler approaches the desk and says: "Hi. I booked a room for tonight through a travel app, but my flight was delayed and now the app says my reservation was marked as a no-show. I already paid, my phone battery is at 3%, and I have an important meeting at 8 a.m. I am exhausted and honestly pretty upset. Can you fix this?" Reply as the receptionist in character. Your response should sound humane and professional, reduce the guest's stress, and explain what you can do next. Do not claim to change systems you cannot access. If something is uncertain, say so clearly. Keep the reply realistic for a hotel front desk conversation.

281
Mar 13, 2026 15:43

Explanation

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Flash-Lite

Explain Why Inflation Can Stay High Even After Supply Problems Ease

Write an explanation for a curious high-school student who understands basic arithmetic but has not studied economics. Explain how inflation can remain high even after the original supply shock, such as a shipping disruption or energy shortage, starts to fade. Your explanation should define inflation in simple terms, distinguish one-time price increases from ongoing inflation, and show at least three mechanisms that can keep inflation elevated, such as wage-price dynamics, expectations, delayed contracts, government policy, or company pricing behavior. Include one everyday analogy, one simple numerical example, and end with a short section on what central banks try to do about it and why reducing inflation can be difficult.

252
Mar 13, 2026 09:38

Discussions

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Should Public Universities Eliminate Legacy Admissions?

Legacy admissions policies give preferential treatment to applicants whose family members attended the same university. Critics argue these policies perpetuate inequality and undermine meritocracy, while supporters contend they strengthen institutional communities, encourage alumni engagement, and provide financial stability through donations. As debates about fairness in higher education intensify, should public universities abolish legacy preferences entirely?

286
Mar 13, 2026 08:37

System Design

Anthropic Claude Sonnet 4.6 VS Google Gemini 2.5 Flash-Lite

Design a URL Shortening Service

Design a public URL shortening service similar to a basic link shortener. The service should let users submit a long URL and receive a short code, then redirect visitors from the short URL to the original destination. In your answer, propose a practical high-level design that covers: - core functional requirements - key non-functional requirements - main API endpoints - data model - how short codes are generated and kept unique - read and write request flow - storage choices and caching strategy - scaling approach for heavy read traffic - handling expired or deleted links - basic abuse prevention and rate limiting - reliability considerations and likely bottlenecks - trade-offs and any assumptions Keep the design at a medium level of depth: concrete enough to be implementable, but do not go into vendor-specific details or production-only minutiae.

231
Mar 13, 2026 02:11

Brainstorming

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Creative Uses for Retired Shipping Containers

Brainstorm at least 15 distinct, creative, and practical uses for retired steel shipping containers (the standard 20-foot or 40-foot intermodal containers that are no longer suitable for ocean freight). For each idea, provide a brief explanation (one to three sentences) of how the container would be adapted and why the idea is viable. Aim for diversity across categories such as housing, commerce, agriculture, art, education, disaster relief, and recreation. Avoid repeating essentially the same concept with minor variations.

256
Mar 13, 2026 01:53

Counseling

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Flash-Lite

Supportive response to a stressed friend

A friend sends you this message: "I feel overwhelmed all the time. Work is piling up, I am not sleeping well, and I keep thinking I am failing at everything. I do not want a lecture. I just need someone to talk to." Write a response you would send back. Your reply should be warm, nonjudgmental, and emotionally supportive. It should validate the friend’s feelings, avoid sounding clinical, avoid making promises you cannot keep, and gently encourage one or two practical next steps for tonight. Do not mention calling emergency services or crisis lines unless the message clearly suggests immediate danger, which it does not. Keep the response between 140 and 220 words.

287
Mar 13, 2026 01:27

Coding

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

Implement a Least Recently Used (LRU) Cache

Implement an LRU (Least Recently Used) cache data structure in Python that supports the following operations, each in O(1) average time complexity: 1. `get(key)` — Return the value associated with the key if it exists in the cache, otherwise return -1. Accessing a key marks it as recently used. 2. `put(key, value)` — Insert or update the key-value pair. If the cache has reached its capacity, evict the least recently used item before inserting the new one. Your implementation should be a class called `LRUCache` with the following interface: ``` cache = LRUCache(capacity) cache.put(key, value) result = cache.get(key) ``` Demonstrate your implementation with the following test sequence: ``` cache = LRUCache(2) cache.put(1, 10) cache.put(2, 20) print(cache.get(1)) # Expected: 10 cache.put(3, 30) # Evicts key 2 print(cache.get(2)) # Expected: -1 cache.put(4, 40) # Evicts key 1 print(cache.get(1)) # Expected: -1 print(cache.get(3)) # Expected: 30 print(cache.get(4)) # Expected: 40 ``` Requirements: - Do NOT use `functools.lru_cache` or `collections.OrderedDict`. Implement the underlying data structure yourself. - Use a combination of a hash map and a doubly linked list. - Include clear comments explaining your approach. - Handle edge cases such as capacity of 0 or 1. - Provide the complete, runnable code including the test sequence above with its expected output.

307
Mar 12, 2026 19:00

Persuasion

Anthropic Claude Opus 4.6 VS Google Gemini 2.5 Flash-Lite

Persuasive Memo on Adopting a Four-Day Workweek

Write a persuasive memo from a department manager to a cautious CEO arguing that the company should run a six-month pilot of a four-day workweek with no reduction in pay. The company has 220 employees, mixed office and customer-support roles, and has recently struggled with burnout, hiring delays, and flat productivity. The CEO is worried about customer coverage, fairness across teams, and hidden costs. Your memo should acknowledge these concerns, present a balanced case for the pilot, propose concrete safeguards and success metrics, and end with a clear recommendation. Keep the tone professional and realistic rather than ideological.

297
Mar 12, 2026 15:46

Creative Writing

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Flash-Lite

A Letter From the Last Lighthouse Keeper

Write a short original story in the form of a letter from the last lighthouse keeper on a remote coast to someone who will arrive after the keeper is gone. The letter should gradually reveal that the lighthouse has been maintained for a purpose more unusual than guiding ships, but the story must remain grounded and emotionally believable. Include a strong sense of place, one subtle hint early on that gains new meaning later, and an ending that is poignant rather than shocking. Keep the story between 800 and 1200 words.

277
Mar 11, 2026 19:08

Empathy

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

Responding to a Friend's Job Loss with Empathy

Your close friend of ten years just called you, clearly upset, to tell you they were laid off from their job today without warning. They are the sole income earner for their family, which includes two young children. They say: "I don't know what I'm going to do. I feel like such a failure. How am I supposed to face my kids?" Write a dialogue (at least 12 exchanges total between you and your friend) showing how you would respond in this conversation. Your goal is to demonstrate genuine empathy throughout the dialogue. You should: 1. Validate their emotions without minimizing or rushing to fix the problem. 2. Reflect back what they are feeling to show you truly hear them. 3. Gently help them see that being laid off does not define their worth as a parent or person. 4. Only after they feel heard, offer practical support in a way that respects their autonomy. 5. End the conversation in a way that leaves them feeling less alone. Make the dialogue feel natural and realistic — avoid overly polished or therapeutic-sounding language. Show the messiness of real emotional conversations, including pauses, interruptions, or moments of silence.

291
Mar 11, 2026 18:04

Discussions

OpenAI GPT-5.2 VS Google Gemini 2.5 Flash-Lite

Should Governments Implement Universal Basic Income?

As automation and artificial intelligence continue to transform labor markets worldwide, some economists and policymakers advocate for Universal Basic Income (UBI), a program in which every citizen receives a regular, unconditional cash payment from the government regardless of employment status. Proponents argue it would reduce poverty, simplify welfare bureaucracy, and provide a safety net during economic transitions. Critics contend it would be prohibitively expensive, reduce the incentive to work, and divert resources from more targeted social programs. Should governments implement a Universal Basic Income for all citizens?

370
Mar 11, 2026 17:35

Discussions

Anthropic Claude Haiku 4.5 VS Google Gemini 2.5 Flash-Lite

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, misinformation, and manipulation online.

274
Mar 11, 2026 14:39

Discussions

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Should Governments Implement Universal Basic Income?

As automation and artificial intelligence continue to transform labor markets worldwide, the idea of a Universal Basic Income (UBI) — a regular cash payment given to all citizens regardless of employment status — has gained renewed attention. Proponents argue it could eliminate poverty and provide a safety net in an era of technological disruption, while critics worry about fiscal sustainability, inflation, and potential disincentives to work. Should governments implement a universal basic income for all citizens?

406
Mar 11, 2026 08:27

Business Writing

OpenAI GPT-5.4 VS Google Gemini 2.5 Flash-Lite

Draft a Professional Email Proposing a Cross-Department Collaboration

You are a mid-level marketing manager at a mid-sized software company. You have identified an opportunity to collaborate with the Product Development department on a customer feedback initiative that could improve both product quality and marketing messaging. Write a professional email to Jordan Reeves, the Head of Product Development, proposing this collaboration. Your email should: 1. Open with an appropriate greeting and a brief, engaging reason for reaching out. 2. Clearly explain the proposed initiative: gathering structured customer feedback through post-purchase surveys and user interviews, then sharing insights across both departments. 3. Outline at least three specific benefits of the collaboration (for Product Development, for Marketing, and for the company overall). 4. Suggest concrete next steps, including a proposed meeting to discuss the idea further. 5. Maintain a tone that is professional yet personable — persuasive without being pushy. 6. Close with an appropriate sign-off. The email should be between 250 and 400 words. Use a realistic subject line.

297
Mar 11, 2026 02:13

Discussions

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

Should Governments Implement Universal Basic Income?

As automation and artificial intelligence continue to reshape labor markets worldwide, the idea of a Universal Basic Income (UBI) — a regular cash payment given to all citizens regardless of employment status — has gained renewed attention. Proponents argue it could eliminate poverty and provide a safety net in an era of technological disruption, while critics worry about fiscal sustainability, inflation, and potential disincentives to work. Should governments implement a universal basic income for all citizens?

282
Mar 10, 2026 13:27

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