{ "entity": "gpt-5-5", "entity_type": "model", "category": "Essays", "suite": "suite-2026-08-tasks/essays", "model": "openai/gpt-5.5", "judges": [ "anthropic/claude-sonnet-5", "google/gemini-3.1-pro-preview", "x-ai/grok-4.5" ], "judge_protocol": "judge-2026-08", "anchors": "solo-2026-08-a", "score": 94, "caps": 4, "cost_usd": 0.2979, "started_at": "2026-08-13T09:19:12.543Z", "finished_at": "2026-08-13T09:19:57.210Z", "tasks": [ { "id": "es1", "name": "Structured argument", "prompt": "Write a 350-word argumentative essay answering: should secondary schools ban smartphones during the school day? Take one clear side, give three distinct supporting reasons, and address one counter-argument. Do not use the phrases 'in conclusion' or 'in today's world'.", "output": "Secondary schools should ban smartphones during the school day. While phones can be useful tools outside school, their presence in classrooms, hallways, and cafeterias creates more problems than benefits. A school day should be designed for learning, social development, and student safety, and smartphones often interfere with all three.\n\nFirst, smartphones seriously damage students’ concentration. Even when a phone is on silent, the temptation to check messages, social media, games, or videos remains powerful. Many students are still developing self-control, and expecting them to ignore a device built to capture attention is unrealistic. A clear ban removes that constant distraction and allows teachers to teach without competing against screens.\n\nSecond, banning phones can improve students’ mental health and social relationships. Social media can increase anxiety, comparison, and pressure to respond instantly. During breaks, students need time to talk face-to-face, relax, and build friendships without being pulled into online drama. If phones are unavailable, lunch and passing periods become opportunities for real interaction rather than silent scrolling.\n\nThird, a ban can reduce cheating, bullying, and inappropriate recording. Smartphones make it easy to share test answers, photograph private moments, or record teachers and classmates without permission. These actions can harm trust and create serious discipline problems. Schools already have enough challenges without giving students constant access to a device that can spread harm instantly.\n\nSome people argue that students need phones for emergencies or to contact parents. This concern is understandable, but it does not justify unrestricted phone use throughout the day. Schools can keep office phones available, allow students to contact parents through staff, and create clear emergency procedures. If a student has a medical or family reason to carry a phone, the school can make an individual exception. A general ban does not mean ignoring legitimate needs; it means setting sensible boundaries.\n\nSecondary school students deserve an environment that helps them focus, feel safe, and develop healthy habits. Smartphones are valuable tools, but they are not necessary during lessons, lunch, or passing periods. By banning them during the school day, schools would reduce distraction, support student well-being, and protect the learning community. That trade-off is not only reasonable; it is necessary.", "latency_ms": 10868, "cost": 0.01454, "task_score": 5, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 9, "violates": false, "reasoning": "Clear stance, three distinct reasons, counter-argument addressed, avoids banned phrases, well-organized and concise, close to 350 words." }, { "judge": "google/gemini-3.1-pro-preview", "score": 5, "violates": true, "reasoning": "The essay is well-argued, clear, and includes all required elements (three reasons, one counter-argument, no banned phrases). However, it violates the literal word count constraint by being 361 words instead of exactly 350." }, { "judge": "x-ai/grok-4.5", "score": 5, "violates": true, "reasoning": "Strong one-sided argument with three clear reasons and counteraddressed; no banned phrases. Slightly overlong but polished, accurate, and useful." } ] }, { "id": "es2", "name": "Essay plan", "prompt": "Produce a plan (not the essay) for a 2,000-word undergraduate essay on whether remote work has reduced productivity. Give a thesis in one sentence, five section headings, and one sentence per section saying what evidence it needs. Maximum 220 words total.", "output": "**Thesis:** Remote work has not uniformly reduced productivity; its effects depend on job type, management quality, collaboration needs, and how productivity is measured.\n\n1. **Defining Productivity and Remote Work** \nNeeds evidence on how productivity is measured in different sectors, including output, hours worked, efficiency, and employee performance metrics.\n\n2. **Evidence That Remote Work Improves Productivity** \nNeeds studies or surveys showing gains from fewer commutes, greater flexibility, improved focus, and higher employee satisfaction.\n\n3. **Evidence That Remote Work Reduces Productivity** \nNeeds data on communication delays, weaker collaboration, distractions at home, onboarding problems, and declines in innovation or teamwork.\n\n4. **Differences by Industry, Role, and Worker** \nNeeds comparative evidence showing how remote work affects knowledge workers, managers, junior staff, creative teams, and routine administrative roles differently.\n\n5. **Conclusion: Conditions for Productive Remote Work** \nNeeds evidence on hybrid models, digital tools, management practices, clear performance goals, and workplace policies that influence whether remote work succeeds.", "latency_ms": 9402, "cost": 0.008305, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 5, "violates": true, "reasoning": "Good structure and content, but exceeds 220-word limit (~200 words is close, actual count ~215-230, borderline); also thesis/sections slightly wordy, likely over limit given formatting." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response follows all instructions perfectly, providing a clear one-sentence thesis, five headings, and exactly one sentence of evidence per section, all well within the word limit." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Meets all constraints exactly; clear thesis, five sections with evidence needs; under 220 words; highly useful and accurate." } ] }, { "id": "es3", "name": "Tighten flabby prose", "prompt": "Rewrite this to be clearer and shorter without losing any meaning: 'It is important to note that the results of the study, which was conducted over a period of six months, seem to suggest that there may possibly be a correlation between the two variables in question.' Return only the rewrite.", "output": "Notably, the six-month study’s results suggest a possible correlation between the two variables.", "latency_ms": 3340, "cost": 0.003195, "task_score": 9, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 9, "violates": false, "reasoning": "Concise, accurate, preserves meaning and hedging tone; follows instruction to return only the rewrite." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows the instructions, providing a clear, concise rewrite that retains all original meaning, and includes nothing but the requested text." }, { "judge": "x-ai/grok-4.5", "score": 9, "violates": false, "reasoning": "Preserves full meaning in a clear, concise rewrite; follows 'return only the rewrite' exactly with no extras." } ] }, { "id": "es4", "name": "Hold a word count", "prompt": "Write a description of the water cycle in exactly 100 words. Count them. The final line of your reply must be the word count as a number and nothing else.", "output": "Sunlight warms oceans, lakes, soil, and plants, causing water to evaporate or transpire into the air. Rising vapor cools, condenses around tiny particles, and forms clouds. Winds move these clouds across regions until droplets combine and fall as precipitation, including rain, snow, sleet, or hail. Some water runs over land into streams, rivers, and seas. Some soaks underground, replenishing aquifers and feeding springs. Ice and snow may store water temporarily before melting. Living organisms use water and release it again. Through evaporation, condensation, precipitation, collection, infiltration, and storage, water continually circulates, shaping weather, landscapes, and life on Earth everywhere today.\n100", "latency_ms": 11875, "cost": 0.02009, "task_score": 9, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 9, "violates": false, "reasoning": "Accurate, well-written description, exactly 100 words as verified by count, correct final line format." }, { "judge": "google/gemini-3.1-pro-preview", "score": 5, "violates": true, "reasoning": "The description itself is 100 words, but the addition of the final line '100' makes the total response 101 words, violating the strict 100-word limit for the entire output." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Exact 100-word accurate water cycle description; ends with count; clear, useful, fully compliant." } ] }, { "id": "es5", "name": "Adapt for the reader", "prompt": "Explain what inflation is, twice: first for a 10-year-old (max 60 words), then for an economics undergraduate (max 90 words). Label each. The second must contain at least one concept absent from the first.", "output": "**10-year-old:** Inflation means prices for many things—like food, toys, and clothes—go up over time. If your allowance stays the same, you can buy less than before. It’s like your money slowly loses some buying power.\n\n**Economics undergraduate:** Inflation is a sustained increase in the general price level, reducing money’s purchasing power. It is commonly measured by indexes such as the CPI or PCE deflator. Causes can include demand-pull pressures, cost-push shocks, or excessive money growth; expected inflation also influences wage-setting, interest rates, and real versus nominal returns.", "latency_ms": 7167, "cost": 0.010405, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 9, "violates": false, "reasoning": "Accurate, well-labeled, within word limits, second adds new concepts (CPI, demand-pull, cost-push, money growth) absent from first. Clear and concise." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all instructions, including word counts and labels. The explanations are accurate, tailored appropriately to the target audiences, and the second includes advanced concepts absent from the first." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Meets word limits, labels, and unique-concept rule exactly; accurate, clear, and fully useful." } ] }, { "id": "es6", "name": "Introduction only", "prompt": "Write only the opening paragraph (max 120 words) of an essay on whether AI should be used to mark student work. It must end on a clear thesis statement and must not begin with a dictionary definition or a rhetorical question.", "output": "As schools face growing workloads and demands for faster feedback, AI marking tools offer an appealing way to support teachers and standardise assessment. They can identify patterns, apply rubrics consistently, and return results quickly, especially for routine tasks. However, student work often reflects creativity, context, effort, and misunderstanding in ways that algorithms may misread. Overreliance on AI could therefore make assessment less fair and less humane. AI should be used to assist, but not replace, teachers in marking student work.", "latency_ms": 4246, "cost": 0.0047, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 8, "violates": false, "reasoning": "Meets constraints: no definition/rhetorical question opening, ends on clear thesis, under 120 words. Well-written, clear, relevant. Minor stylistic polish possible." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all instructions. It is a single opening paragraph under 120 words, avoids rhetorical questions and definitions at the start, and ends with a clear, strong thesis statement." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Meets all constraints exactly: sole opening paragraph under 120 words, clear closing thesis, no definition or question. Accurate, clear, useful." } ] }, { "id": "es7", "name": "Steelman the other side", "prompt": "In under 200 words, make the strongest honest case FOR nuclear power, then in one sentence state the single best objection to what you just wrote. Do not hedge the main case.", "output": "Nuclear power is the most reliable large-scale source of clean electricity we have. It produces huge amounts of energy from tiny amounts of fuel, runs day and night in any weather, uses little land, and has among the lowest lifecycle carbon emissions of any energy source. Unlike fossil fuels, it does not fill the air with particulates, sulfur, nitrogen oxides, or CO₂; unlike variable renewables, it does not require continent-scale storage or backup to keep hospitals, factories, data centers, and homes powered continuously. Modern reactor designs and decades of operating experience have made nuclear one of the safest forms of energy per unit produced, while its fuel is abundant, stockpiled easily, and not subject to the same geopolitical chokepoints as oil and gas. If the goal is deep decarbonization without sacrificing industrial prosperity, nuclear power is not optional—it is the backbone of a serious clean energy system.\n\nBest objection: Nuclear power’s economics are its Achilles’ heel, because many projects in liberalized markets are slow, over-budget, politically fragile, and hard to finance compared with rapidly deployable renewables.", "latency_ms": 7833, "cost": 0.008945, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 8, "violates": false, "reasoning": "Strong, unhedged case, under 200 words, ends with clear one-sentence objection. Accurate, clear, useful; minor stylistic density but well executed." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all instructions, including the word count and sentence constraint. It presents a strong, unhedged case for nuclear power and follows it with a highly accurate, single-sentence economic objection." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Flawless strong case without hedging, accurate facts, exact one-sentence objection, under 200 words, clear and useful." } ] }, { "id": "es8", "name": "Cite honestly", "prompt": "Write a 150-word paragraph on the effects of sleep deprivation on memory. If you reference any study, name it precisely; if you cannot name a real one, say 'no specific study cited' rather than inventing a citation.", "output": "Sleep deprivation weakens memory at several stages. When people stay awake too long, attention becomes unstable, so new information is encoded incompletely and with more errors. Lack of deep slow-wave sleep also disrupts consolidation, the process by which recently learned facts and experiences are strengthened and integrated with older knowledge. As a result, recall the next day can be slower, less accurate, and more vulnerable to interference from similar material. Sleep loss can especially harm working memory, making it harder to hold instructions, solve problems, or update details in mind. Emotional memories may also become distorted, because fatigue increases stress reactivity and reduces the brain’s ability to regulate feelings while remembering. Over time, repeated short sleep can impair learning efficiency and raise the chance of forgetting appointments, conversations, and skills. Restorative sleep, by contrast, supports sharper encoding, stronger consolidation, and more reliable retrieval; no specific study cited is referenced here.", "latency_ms": 11193, "cost": 0.021445, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 6, "violates": false, "reasoning": "Accurate, follows the citation instruction correctly, but word count seems over 150 (~170) and phrasing slightly awkward, no real study named despite claim of correctness in memory science." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response is factually accurate, clear, and highly useful. It perfectly follows the constraints, being exactly 150 words long and including the required phrase 'no specific study cited'." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Exact 150-word paragraph; accurate effects summary; precisely follows citation rule with required phrase; clear and useful." } ] }, { "id": "es9", "name": "Fix the structure", "prompt": "This paragraph makes three points at once and repeats itself. Rewrite it as three short paragraphs, one point each, no repetition: 'Exercise is good for your body and it also helps your mood, and being active reduces the risk of heart disease, plus people who exercise often sleep better, and of course it is good for the heart.'", "output": "Exercise is good for your body and supports heart health.\n\nIt can also improve your mood.\n\nPeople who exercise regularly often sleep better.", "latency_ms": 2768, "cost": 0.002495, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 7, "violates": false, "reasoning": "Correctly splits into three short paragraphs, removes repetition, accurate content. Minor: merges body/heart into one point, slightly conflating structure, but overall meets task well." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all instructions, separating the original text into three distinct, concise paragraphs with one point each and no repetition." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Perfect rewrite into three distinct short paragraphs covering body/heart, mood, and sleep with no repetition or extras." } ] }, { "id": "es10", "name": "Formal to plain", "prompt": "Rewrite this for a public leaflet at reading age 12, max 80 words, keeping every fact: 'Applicants who have been resident within the local authority boundary for a minimum period of six consecutive months may be eligible to submit an application for the discretionary hardship fund.'", "output": "You may be able to apply for the discretionary hardship fund if you have lived within the local authority area for at least six months in a row.", "latency_ms": 2926, "cost": 0.002875, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 9, "violates": false, "reasoning": "Accurate, keeps all facts, simple language, well under 80 words, clear and concise." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly translates the original text into clear, accessible language suitable for a 12-year-old reading level while retaining all facts and staying well under the 80-word limit." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "All facts preserved accurately in simple age-12 language; under 80 words; clear, concise, leaflet-ready." } ] }, { "id": "es11", "name": "Conclusion that adds something", "prompt": "Write a closing paragraph (max 110 words) for an essay arguing that cities should reduce car use. It must not simply restate earlier points — it must add one implication the essay has not yet made. Do not start with 'In conclusion'.", "output": "Reducing car use is not only a transport policy; it is a choice about what kind of civic life cities want to encourage. When streets are no longer designed mainly for vehicles, they can become places where neighbours meet, children gain independence, and local businesses benefit from slower, more human movement. The deeper implication is cultural: a city that depends less on cars teaches residents to see mobility as a shared public good rather than a private race for space. That shift could make urban life not just cleaner or safer, but more connected.", "latency_ms": 4429, "cost": 0.00577, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 8, "violates": false, "reasoning": "Well-written, adds novel implication (cultural shift), avoids banned opener, likely under 110 words. Minor: could be more crisp, but solid overall." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all constraints, including the word count and avoiding 'In conclusion'. It introduces a compelling new cultural implication and is beautifully written." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Meets all constraints: 94 words, new cultural implication, no 'In conclusion', clear and useful close." } ] }, { "id": "es12", "name": "Refuse to pad", "prompt": "A student asks you to expand their 400-word essay to 1,000 words without adding any new research. Respond in under 100 words: say plainly whether that can be done well, and give them the honest alternative.", "output": "Not really—expanding a 400-word essay to 1,000 words without adding new research usually makes it repetitive, padded, and weaker.\n\nThe honest alternative is to revise for depth, not length: clarify your thesis, add fuller explanations of existing points, include more analysis, strengthen transitions, and use examples already present in your material. If 1,000 words is required, you may need at least some additional evidence or ideas to support the expansion well.", "latency_ms": 3035, "cost": 0.00395, "task_score": 10, "judges": [ { "judge": "anthropic/claude-sonnet-5", "score": 8, "violates": false, "reasoning": "Accurate, honest, useful advice; concise but slightly over 100 words (~70 words actually, fine). Clear structure, meets constraint." }, { "judge": "google/gemini-3.1-pro-preview", "score": 10, "violates": false, "reasoning": "The response perfectly follows all instructions. It is under 100 words (74 words), clearly states that the expansion cannot be done well, and provides a practical, honest alternative for the student." }, { "judge": "x-ai/grok-4.5", "score": 10, "violates": false, "reasoning": "Plain no, honest alternative given; under 100 words; accurate, useful, clear." } ] } ] }