▸case-04 Analyze the debate around extending urban light rail lines. Group A claims rail reduces road congestion by 15% based on transit models, while Group B claims rail increases traffic congestion based on traffic flow data from neighboring cities. Group C argues that public funds should prioritize baseline sidewalk paving before funding luxury transit lines regardless of congestion impact. Map these fault lines. | pass→pass | 15,476 | 18,853 | +22% | 1 | 1 | 0% | 2,397 | 3,498 | +46% | 0 | 0 | — |
▸case-22 Three chemical manufacturing firms all oppose a proposed wastewater filtration standard. Firm 1 opposes because current membrane technology has a high failure rate in cold weather. Firm 2 opposes because capital expenditure payback takes 12 years. Firm 3 opposes because the regulatory threshold definition of 'part per billion' relies on outdated testing methods. Perform cluster analysis on these positions. | pass→pass | 15,052 | 8,677 | -42% | 1 | 1 | 0% | 2,383 | 1,888 | -21% | 0 | 0 | — |
▸case-10 A policy analyst needs to present the strongest possible economic argument for implementing a revenue-neutral carbon tax. Steel-man this specific policy proposal by summarizing its top 3 microeconomic and macroeconomic justifications. | pass→pass | 15,484 | 17,277 | +12% | 1 | 1 | 0% | 2,275 | 3,066 | +35% | 0 | 0 | — |
▸case-11 In a medical association poll regarding universal baseline coverage, 120 physicians responded. Group 1 (30 doctors) supports it based on public health outcomes; Group 2 (30 doctors) supports it to eliminate administrative billing overhead; Group 3 (40 doctors) opposes it citing federal budget deficit risks; Group 4 (20 doctors) opposes it citing concerns over government intervention in clinical care decisions. Construct the opinion topology map. | fail→pass | 13,444 | 16,898 | +26% | 1 | 1 | 0% | 2,552 | 3,286 | +29% | 0 | 0 | — |
▸case-01 Our task force has received dozens of conflicting public comments regarding proposed artificial intelligence regulations. Rather than trying to force consensus right now, I need you to map out the landscape of opinion. Gather all the different stances along with their underlying rationales, group similar reasoning into distinct opinion cohorts, formulate the strongest possible version of the core arguments for each group, and present a structured map illustrating where the primary fault lines lie and what kind of disputes they represent. | fail→fail | 27,803 | 20,396 | -27% | 1 | 1 | 0% | 4,115 | 3,640 | -12% | 0 | 0 | — |
▸case-02 We surveyed 50 city residents on a proposed congestion pricing zone downtown. 25 voted 'Support' and 25 voted 'Oppose'. Resident A supports it to reduce carbon emissions, Resident B supports it to generate transit revenue, Resident C opposes it because public transit is currently unreliable, and Resident D opposes it because flat fees disproportionately impact low-income commuters. Group these residents into opinion cohorts for our report. | fail→fail | 8,769 | 15,815 | +80% | 1 | 1 | 0% | 1,517 | 3,155 | +108% | 0 | 0 | — |
▸case-03 In our internal review of remote work policies, several staff members expressed opposition using emotional phrasing like 'Zoom is exhausting and management just wants to spy on us' and 'I hate commuting and office coffee is terrible.' Prepare the argument extraction section for this feedback cohort. | fail→pass | 11,998 | 11,564 | -4% | 1 | 1 | 0% | 1,940 | 2,235 | +15% | 0 | 0 | — |
▸case-05 A debate has broken out among board members over whether the company's new AI feature constitutes 'automated decision-making' under European privacy regulations. Directors in favor of compliance say any statistical filtering is automated decision-making, while engineering directors argue that because human reviewers spot-check 1% of outputs, it is 'human-in-the-loop processing'. Map this specific dispute and categorize the nature of the disagreement. | pass→pass | 16,799 | 26,422 | +57% | 1 | 1 | 0% | 2,680 | 4,594 | +71% | 0 | 0 | — |
▸case-06 Draft a visual disagreement map layout for a stakeholder report on municipal water fluoridation. We have collected 100 public testimonies across 4 distinct reasoning clusters. Structure the visual summary to reflect full topological details. | pass→pass | 22,794 | 19,977 | -12% | 1 | 1 | 0% | 3,675 | 3,758 | +2% | 0 | 0 | — |
▸case-07 Design the judgment-collection phase for an executive committee considering a major acquisition of a competitor. The CEO wants a fast tally of 'Acquire' vs 'Do Not Acquire' votes from all department heads. Outline how to structure data collection to feed into a full disagreement map. | pass→pass | 17,615 | 12,702 | -28% | 1 | 1 | 0% | 2,593 | 2,458 | -5% | 0 | 0 | — |
▸case-08 The Head of Sales and Head of Engineering are deadlocked over product launch feature scope. Sales demands 5 major features to hit Q3 quotas, while Engineering insists on 2 features to prevent system instability. Act as a mediator and draft a binding compromise agreement that both executives can sign to settle the dispute immediately. | pass→fail | 15,184 | 27,091 | +78% | 1 | 1 | 0% | 2,295 | 4,730 | +106% | 0 | 0 | — |
▸case-09 Create a 10-question employee engagement survey using a 5-point Likert scale (1 = Strongly Disagree, 5 = Strongly Agree) to measure job satisfaction, management communication, and work-life balance across our customer support team. | pass→pass | 8,852 | 10,547 | +19% | 1 | 1 | 0% | 1,556 | 2,452 | +58% | 0 | 0 | — |
▸case-12 Engineers discussing open-sourcing internal software libraries raised objections such as 'Competitors will steal our ideas' and 'It takes too much time to clean up code.' Extract and steel-man these concerns into core argument formulations for a disagreement map. | pass→pass | 12,314 | 13,145 | +7% | 1 | 1 | 0% | 1,872 | 2,496 | +33% | 0 | 0 | — |
▸case-13 During hearings on renewable energy transition, expert witness A argues that offshore wind produces power at $0.04/kWh while expert witness B presents grid data showing actual delivered cost is $0.09/kWh due to curtailment. Meanwhile, witness C argues that nuclear power should count under the 'renewable energy standard' definition because it produces zero carbon emissions. Map these fault lines. | fail→pass | 15,284 | 16,179 | +6% | 1 | 1 | 0% | 2,414 | 2,912 | +21% | 0 | 0 | — |
▸case-14 A company with 500 employees is debating moving its headquarters from Chicago to Austin. 200 employees prefer Austin due to state tax savings; 150 prefer staying in Chicago due to public transit; 100 prefer a fully remote model to eliminate commuting; 50 are undecided. Synthesize these inputs into characterized disagreement clusters. | pass→pass | 11,415 | 16,738 | +47% | 1 | 1 | 0% | 1,901 | 3,203 | +68% | 0 | 0 | — |
▸case-15 We need an end-to-end disagreement mapping workflow applied to a university controversy over SAT/ACT standardized test admissions requirements. Faculty, students, and alumni submitted 300 written comments. Map out how the operational pipeline processes these submissions from raw text to visual output. | fail→pass | 22,929 | 16,262 | -29% | 1 | 1 | 0% | 3,544 | 3,214 | -9% | 0 | 0 | — |
▸case-16 Parent groups are arguing over high school grading systems. Group X cites statistical studies showing pass/fail grading increases graduation rates by 8%. Group Y argues that letter grades are necessary because instilling competitive excellence is the primary moral purpose of schooling. Detail the fault line between Group X and Group Y. | pass→pass | 13,598 | 14,683 | +8% | 1 | 1 | 0% | 2,099 | 2,712 | +29% | 0 | 0 | — |
▸case-21 Provide a structured disagreement map overview for a municipal debate on zoning reform. We have 400 total responses spread across homeowners, developers, and tenant advocates. Detail the visual topology specifications. | pass→pass | 21,959 | 19,074 | -13% | 1 | 1 | 0% | 3,602 | 3,645 | +1% | 0 | 0 | — |
▸case-17 In a vote regarding the implementation of a 15-minute city urban planning model, Councilors Alpha and Beta both voted AGAINST the proposal. Councilor Alpha argues that restricting vehicle movement infringes on personal mobility rights. Councilor Beta argues that local businesses will suffer revenue losses due to reduced suburban drive-in customers. Provide the cluster analysis for these votes. | pass→pass | 12,162 | 10,687 | -12% | 1 | 1 | 0% | 1,952 | 2,177 | +12% | 0 | 0 | — |
▸case-18 Advocates for lab-grown meat submitted feedback saying 'Slaughterhouses are evil and lab meat is the future.' Formulate a steel-manned core argument for this cluster for inclusion in a biotechnology policy disagreement map. | pass→pass | 8,397 | 10,056 | +20% | 1 | 1 | 0% | 1,249 | 2,022 | +62% | 0 | 0 | — |
▸case-19 Map the disagreements surrounding sovereign central bank digital currencies (CBDCs) across three participant cohorts: privacy advocates (100 members, worried about surveillance), commercial bankers (150 members, worried about deposit flight), and monetary economists (50 members, disputing velocity impact data). Present the topology map. | pass→pass | 20,240 | 24,618 | +22% | 1 | 1 | 0% | 3,156 | 4,715 | +49% | 0 | 0 | — |
▸case-20 In a tech ethics panel, Panelist 1 defines 'bias' strictly as demographic disparity in model accuracy metrics, whereas Panelist 2 defines 'bias' broadly as any departure from historical statistical distributions in training data. Produce the argument extraction and dispute classification for this exchange. | pass→pass | 9,122 | 21,898 | +140% | 1 | 1 | 0% | 1,522 | 3,935 | +159% | 0 | 0 | — |