▸case-01 I'm writing my PhD dissertation in urban sociology on how remote work reshapes suburban housing affordability. My research question asks whether remote work adoption inflates suburban land values, and my draft answer is that while demand shifts outward, zoning restrictions amplify price surges far more than remote work volume alone. I have surveyed 500 suburban households, interviewed 20 local urban planners, and compiled regional zoning codes. My department requires a standard 5-chapter format within 80,000 words, and my advisor insists on putting policy mechanisms before quantitative survey analysis. Please create a complete outline for my thesis. I need a working title, a single-sentence thesis statement, a four-part breakdown of the overarching argument, a chapter map table covering each section's title, argument role, core assertion, and mapped datasets, the transition handoffs linking each chapter to the next, a risk register table pointing out potential defense vulnerabilities with examiner probes and remediation plans, and a cut-or-justify section for extraneous background topics. | fail→pass | 47,875 | 34,271 | -28% | 1 | 1 | 0% | 6,808 | 5,033 | -26% | 0 | 0 | — |
▸case-02 I need help structuring my Computer Science Master's thesis on federated learning privacy. Research question: Can adaptive noise scheduling preserve user privacy while reducing network communication overhead in edge computing? My draft answer: Dynamically adjusting differential privacy parameters during training cuts communication rounds by 35% without degrading global model accuracy. So far I have mathematical proofs for convergence bounds, simulation logs across three benchmark datasets, and an extensive literature review draft on static noise methods. My program requires a 4-chapter structure due in 3 months, and my supervisor strongly prefers theoretical derivations presented prior to empirical benchmarks. Please generate an outline that includes the working title, a one-sentence thesis statement, the 4-step argument flow, a chapter map table detailing title, functional job, primary claim, and supporting sources, one-sentence inter-chapter bridges, an examiner risk register with weak points, expected panel objections, and shoring-up steps, along with recommendations on what non-essential content to drop or justify. | fail→pass | 24,107 | 24,304 | +1% | 1 | 1 | 0% | 4,065 | 4,315 | +6% | 0 | 0 | — |
▸case-03 I am finalizing my history dissertation outline on 18th-century Mediterranean maritime trade networks during the Seven Years' War. My research question focuses on how merchant networks bypassed British and French naval blockades, and my central argument is that family-based diplomatic ties in neutral ports enabled informal smuggling routes that preserved regional food supplies. I have transcribed consular archives from Marseilles and Genoa, cataloged ship logs, and written an initial historiographical review. My program specifies 6 chapters with a 100,000-word limit, and my supervisor prefers archival evidence to drive the narrative before engaging with broader economic models. Please produce the complete thesis outline structure, including the working title, a single thesis sentence, the 4-part logical sequence, a chapter matrix table (with section number, title, job in the thesis, central assertion, and supporting archival evidence), chapter-ending transition sentences, a defense risk register detailing weak links, likely examiner critiques, and corrective actions, plus a list of material to cut or defend. | fail→pass | 70,043 | 26,664 | -62% | 1 | 1 | 0% | 8,397 | 4,458 | -47% | 0 | 0 | — |
▸case-04 I am drafting an outline for my bioengineering doctoral thesis on lipid nanoparticle delivery of CRISPR systems to liver tissue. My primary question is whether targeted nanoparticle surfaces improve organ specificity, and my draft answer is that galactosylated surface ligands double hepatic uptake relative to non-targeted formulations. I have mouse in vivo fluorescence imaging, cell culture uptake assays, and nanoparticle size distribution data. Create an outline for me with a single-sentence thesis statement, argument progression, chapter table, bridges, panel risk register, and cut recommendations. | pass→pass | 49,903 | 31,659 | -37% | 1 | 1 | 0% | 4,369 | 4,790 | +10% | 0 | 0 | — |
▸case-16 Help me outline my linguistics PhD dissertation on eye-tracking during code-switching sentences. Research assertion: syntactic constraints of the matrix language govern processing difficulty at switch points. Data: eye-gaze duration metrics, grammaticality judgment scores, and participant language proficiency surveys. Produce a complete thesis outline. | fail→pass | 33,493 | 29,730 | -11% | 1 | 1 | 0% | 4,583 | 5,179 | +13% | 0 | 0 | — |
▸case-05 Help me construct an outline for an economics dissertation evaluating municipal minimum wage hikes in fast-food sectors. I argue that local labor monopsony mitigates disemployment effects in high-density urban counties. I possess county-level payroll records, establishment closure rates, and price survey data across three state borders. Outline the work argument-first, mapping data to claims and providing examiner vulnerabilities. | pass→pass | 51,019 | 29,553 | -42% | 1 | 1 | 0% | 5,831 | 4,458 | -24% | 0 | 0 | — |
▸case-06 I need an argument-focused thesis outline for a environmental policy master's paper. Research topic: revenue recycling mechanisms for state carbon pricing. Thesis hypothesis: lump-sum household dividends overcome political opposition faster than green infrastructure investment subsidies. I have survey experiment results, state budget projections, and public polling data. Please provide the full outline structure including thesis sentence, 4-step logic, chapter table, handoff bridges, risk matrix, and cut-or-justify section. | pass→pass | 32,638 | 28,439 | -13% | 1 | 1 | 0% | 3,723 | 4,652 | +25% | 0 | 0 | — |
▸case-07 Formulate a thesis outline for my neuroscience PhD dissertation on microglial pruning during hippocampal development. Research question: Does conditional knockout of receptor X impair spatial memory consolidation? My core claim is that receptor X deficiency leads to hyper-dense dendritic spines and impaired maze navigation. I have patch-clamp electrophysiology recordings, confocal imaging stacks, and behavioral tracking logs. Build the full outline with argument moves, chapter table, transition handoffs, risk register, and scope evaluation. | fail→pass | 52,387 | 35,189 | -33% | 1 | 1 | 0% | 8,281 | 4,854 | -41% | 0 | 0 | — |
▸case-08 Outline my MS thesis in cybersecurity regarding micro-segmentation in cloud infrastructure. I want to argue that identity-aware proxying reduces lateral movement vectors by 60% compared to traditional perimeter firewalls. Data collected: telemetry logs from simulated red-team attacks, network latency metrics, and configuration scripts. Provide an argument-driven chapter map, one-sentence thesis, risk analysis table, and inter-chapter handoffs. | fail→pass | 37,319 | 27,030 | -28% | 1 | 1 | 0% | 4,479 | 4,509 | +1% | 0 | 0 | — |
▸case-09 I am outlining my English literature dissertation on Victorian Gothic architecture tropes in 1890s sensational fiction. I contend that architectural decay in these novels mirrors contemporary anxiety over imperial decline. I have close readings of six novels, archival publisher correspondence, and period periodical reviews. Generate a complete structural outline including one-sentence thesis, 4-move logic, chapter map table, transition sentences, and risk register. | fail→fail | 34,737 | 36,562 | +5% | 1 | 1 | 0% | 4,707 | 4,918 | +4% | 0 | 0 | — |
▸case-10 Please outline my dissertation on gamified learning platforms in middle school mathematics. My thesis is that immediate feedback loops increase homework completion rates but do not improve standardized test performance. I have student engagement logs, pre- and post-test scores, and teacher interview transcripts. Include the 4-part argument flow, chapter mapping table, examiner risk register, and cut-or-justify items. | fail→pass | 60,242 | 33,877 | -44% | 1 | 1 | 0% | 8,098 | 4,622 | -43% | 0 | 0 | — |
▸case-11 Construct a thesis outline for my robotics PhD on vision-based SLAM in low-light environments. Draft claim: thermal-inertial sensor fusion reduces drift errors by 40% when visual features are degraded. Evidence: field trial telemetry, sensor calibration logs, and baseline comparison algorithms. Produce a full thesis outline with title, single thesis sentence, 4 argument moves, chapter table, bridges, examiner risks, and cut recommendations. | fail→pass | 43,470 | 27,546 | -37% | 1 | 1 | 0% | 7,128 | 5,065 | -29% | 0 | 0 | — |
▸case-12 I am preparing my Master of Public Health thesis outline on community health worker outreach in rural districts. Core argument: trusted local messengers achieve higher vaccination uptake than centralized digital ad campaigns. Evidence available: 30 semi-structured interviews, district clinic administration logs, and campaign budget sheets. I need an argument-first outline with risk analysis and scope cuts. | fail→pass | 26,398 | 32,086 | +22% | 1 | 1 | 0% | 3,172 | 4,711 | +49% | 0 | 0 | — |
▸case-13 Outline my materials science dissertation on passivating defects in perovskite solar cells. Central claim: adding organic ammonium salts increases operational stability under humidity without reducing power conversion efficiency. Data: X-ray diffraction patterns, photoluminescence decay curves, and 1000-hour stability test records. Generate the complete outline structure. | pass→pass | 38,268 | 27,174 | -29% | 1 | 1 | 0% | 3,267 | 4,376 | +34% | 0 | 0 | — |
▸case-14 I need a structural outline for my archaeology PhD thesis on copper alloy trade in the Aegean Bronze Age. Thesis: lead isotope signatures demonstrate that tin bronze production relied on multi-regional supply networks rather than local smelting. Evidence: mass spectrometry isotope ratios, slag composition analysis, and site distribution maps. Create the outline with risk register and handoffs. | fail→fail | 52,500 | 30,011 | -43% | 1 | 1 | 0% | 7,775 | 4,596 | -41% | 0 | 0 | — |
▸case-15 Structure an MS finance thesis outline examining alternative data in consumer credit scoring. Main claim: utility payment histories reduce default prediction error for unbanked borrowers by 15%. Evidence: 100k anonymized loan repayment records, credit bureau scores, and machine learning model metrics. Draft the argument-first outline with chapter table and examiner critiques. | pass→pass | 44,306 | 26,992 | -39% | 1 | 1 | 0% | 7,637 | 3,970 | -48% | 0 | 0 | — |
▸case-17 Outline a thesis on index-based crop insurance adoption among smallholder farmers in East Africa. Argument: mobile premium payments increase adoption rates by eliminating transaction costs, despite basis risk. Data: randomized controlled trial survey results, satellite rainfall indexes, and payout records. Include chapter map, risk register, and scope notes. | fail→pass | 35,134 | 29,637 | -16% | 1 | 1 | 0% | 4,744 | 3,977 | -16% | 0 | 0 | — |
▸case-18 Generate a thesis outline for a urban sociology study on tenant eviction rates following transit line expansions. Argument: transit-oriented development accelerates displacement when non-profit housing quotas are absent. Evidence: municipal eviction court filings, census tract demographics, and transit station opening timelines. Provide full outline structure. | fail→pass | 22,656 | 29,493 | +30% | 1 | 1 | 0% | 3,032 | 4,905 | +62% | 0 | 0 | — |
▸case-19 I have written a 300-word abstract for a journal submission on machine learning models for protein folding. The journal requires a maximum of 200 words. Please edit my text to reduce its word count while preserving key findings and methodology. | fail→fail | 9,352 | 9,096 | -3% | 1 | 1 | 0% | 627 | 1,458 | +133% | 0 | 0 | — |
▸case-20 I need help creating a 10-slide PowerPoint presentation outline for my upcoming PhD defense. How should I allocate visual diagrams and bullet points across slides for a 20-minute talk on quantum computing algorithms? | pass→pass | 28,480 | 30,991 | +9% | 1 | 1 | 0% | 3,819 | 4,501 | +18% | 0 | 0 | — |
▸case-21 Please reformat the following five academic citations into standard APA 7th edition reference entries, ensuring proper capitalization, italics, and DOI formatting. | fail→fail | 2,932 | 9,616 | +228% | 1 | 1 | 0% | 414 | 1,482 | +258% | 0 | 0 | — |
▸case-22 I need an outline for my dissertation on working memory capacity under acute stress. Central claim: elevated cortisol selectively impairs spatial working memory while verbal working memory remains unaffected. Evidence: salivary cortisol assays, N-back task response times, and heart rate variability logs. Provide an argument-driven outline with examiner probes. | fail→pass | 43,226 | 25,937 | -40% | 1 | 1 | 0% | 5,048 | 4,671 | -7% | 0 | 0 | — |