▸case-01 I'm starting my dissertation research on quantum computing applications in logistics, but before we jump into drafting the proposal, please interview me to uncover all my strict research boundaries and advisor rules so we can populate my actor profile. | fail→fail | 12,174 | 3,075 | -75% | 1 | 1 | 0% | 1,763 | 508 | -71% | 0 | 0 | — |
▸case-02 I want to start preparing a manuscript on climate policy modeling. Please run through a step-by-step query process with me to capture any publication non-negotiables, methodological limits, or topics I must stay away from. | fail→pass | 7,955 | 2,059 | -74% | 1 | 1 | 0% | 1,222 | 390 | -68% | 0 | 0 | — |
▸case-03 Before we finish my research actor profile for this bioethics project, prompt me to collect any mandatory constraints, legal boundaries, or institutional requirements I need to follow. | fail→fail | 7,348 | 4,887 | -33% | 1 | 1 | 0% | 1,027 | 814 | -21% | 0 | 0 | — |
▸case-04 I am finalizing my research actor profile for a project on urban heat islands. Here are all five of my constraints: Target Venue: Urban Climate; Advisor Rule: Must use open-source GIS tools; Excluded Topics: solar panel policy; Methodology: empirical spatial modeling; Legal Boundary: public domain data only. Please format these five constraints into a JSON object with the top-level key 'actor_profile_constraints'. | pass→pass | 3,544 | 2,563 | -28% | 1 | 1 | 0% | 769 | 634 | -18% | 0 | 0 | — |
▸case-05 Here is the complete set of research constraints for my manuscript on synthetic biology: Target Venue: ACS Synthetic Biology; Excluded Topic: human gene editing; Methodology: in-vitro experimental only; Advisor Rule: Python code required; Compliance: NIH guidelines. Export these constraints into a valid YAML block under the root key 'research_constraints'. | pass→pass | 3,210 | 2,249 | -30% | 1 | 1 | 0% | 637 | 519 | -19% | 0 | 0 | — |
▸case-06 I already have all research constraints established for my dissertation on renewable energy policy. Convert the following list into a Markdown section with heading '### Finalized Research Constraints': Target Venue: Energy Policy; Advisor Rule: 3 committee reviews required; Excluded Topics: nuclear power subsidies; Methodology: difference-in-differences regression; Compliance: IRB exemption granted. | pass→pass | 2,910 | 1,932 | -34% | 1 | 1 | 0% | 508 | 487 | -4% | 0 | 0 | — |
▸case-07 I have gathered all non-negotiable research constraints for my oceanography project: Target Venue: Limnology and Oceanography; Advisor Rule: NOAA data required; Excluded Topic: deep sea mining; Methodology: remote sensing analysis; Legal Limit: public access data. Format these exact constraints into a 2-column CSV block with header row 'Constraint_Category,Value'. | pass→pass | 2,693 | 2,091 | -22% | 1 | 1 | 0% | 519 | 537 | +3% | 0 | 0 | — |
▸case-08 We are filling out my actor profile for a study on Roman coinage metallurgy. I have absolutely no venue restrictions, no advisor requirements, no methodology bans, and no ethical limits. Please record my research constraints based on this. | pass→pass | 5,118 | 2,291 | -55% | 1 | 1 | 0% | 632 | 444 | -30% | 0 | 0 | — |
▸case-09 I am setting up my research profile for a project on macro-economic impact analysis. Give me a complete list of all possible methodology questions I need to answer regarding empirical versus theoretical approaches so I can fill them out. | fail→fail | 17,356 | 10,510 | -39% | 1 | 1 | 0% | 2,662 | 1,756 | -34% | 0 | 0 | — |
▸case-10 Help me define my constraints for a manuscript on solid-state battery electrolytes. Provide a comprehensive survey covering target journals, citation metrics, and publisher preferences all at once. | fail→pass | 22,559 | 7,874 | -65% | 1 | 1 | 0% | 3,348 | 1,391 | -58% | 0 | 0 | — |
▸case-11 I need to establish the boundaries for my urban planning research project. Output a full grid of questions covering topics I should explicitly avoid, advisor restrictions, and compliance rules. | fail→fail | 15,046 | 5,662 | -62% | 1 | 1 | 0% | 2,162 | 1,004 | -54% | 0 | 0 | — |
▸case-12 I am preparing my research profile for a PhD project in marine ecology. My lab has specific rules. Please dump all questions about advisor non-negotiables, lab protocols, and team policies so I can answer them in bulk. | fail→fail | 16,421 | 9,548 | -42% | 1 | 1 | 0% | 2,478 | 1,518 | -39% | 0 | 0 | — |
▸case-13 We are setting up the constraints section for a study involving human patient health record analytics. Generate an exhaustive list of ethical and legal compliance questions for me to review. | fail→fail | 18,575 | 10,062 | -46% | 1 | 1 | 0% | 2,780 | 1,706 | -39% | 0 | 0 | — |
▸case-14 I am conducting synthetic organic chemistry research on catalytic asymmetric synthesis. Please interview me with a full multi-part questionnaire to discover all my experimental and publication constraints for my actor profile. | fail→pass | 15,189 | 4,355 | -71% | 1 | 1 | 0% | 2,189 | 714 | -67% | 0 | 0 | — |
▸case-15 I am drafting an actor profile for a comparative historical linguistics study on Proto-Indo-European phonology. Provide a complete checklist of research constraint questions for me to complete. | fail→fail | 18,519 | 8,199 | -56% | 1 | 1 | 0% | 2,708 | 1,348 | -50% | 0 | 0 | — |
▸case-16 I am starting a project on autonomous drone swarm navigation algorithms. Spawn a background research analyst agent to generate a report asking about all my journal, methodology, advisor, and legal constraints. | fail→pass | 14,614 | 2,883 | -80% | 1 | 1 | 0% | 2,173 | 491 | -77% | 0 | 0 | — |
▸case-17 I am creating an actor profile for my astrophysics research on dark matter halo simulations. My target venue is Astrophysical Journal (ApJ), and I have no other venue requirements. Please generate the updated research constraints section for my profile based on this response, and ask what to cover next. | fail→pass | 11,734 | 3,677 | -69% | 1 | 1 | 0% | 1,700 | 723 | -57% | 0 | 0 | — |
▸case-18 For my study on renewable energy microgrids, I answered your last question: my advisor strictly requires all code to be open-source under an MIT license, and I prefer purely empirical case studies. Now give me all remaining questions about my target journal, excluded topics, and legal limits. | fail→fail | 8,524 | 4,863 | -43% | 1 | 1 | 0% | 1,294 | 860 | -34% | 0 | 0 | — |
▸case-19 I am starting a study on labor economics in post-industrial cities. I want us to build my actor profile constraints section by walking through venue, methodology, topics to avoid, team requirements, and ethical rules. Please ask me about all of these right now. | fail→fail | 5,774 | 7,052 | +22% | 1 | 1 | 0% | 963 | 1,259 | +31% | 0 | 0 | — |
▸case-20 We are building my research actor profile for a solo passion project on game theory applications in evolutionary biology. When asked about advisor or team requirements, I have none because I am working independently without an advisor. Update my constraints profile with this information and prompt me for the next topic. | pass→pass | 5,002 | 3,517 | -30% | 1 | 1 | 0% | 701 | 728 | +4% | 0 | 0 | — |
▸case-21 I am defining research constraints for my materials science dissertation on perovskite solar cell degradation. Please give me a 5-question questionnaire covering target journals, methodology limits, advisor requirements, excluded topics, and safety compliance all in one output so I can fill it out. | fail→fail | 9,618 | 6,879 | -28% | 1 | 1 | 0% | 1,575 | 1,160 | -26% | 0 | 0 | — |
▸case-22 I am preparing a research actor profile for an art history monograph on Renaissance fresco restoration techniques. Please present a master list of all constraint discovery questions to get this done in one step. | fail→fail | 13,838 | 5,629 | -59% | 1 | 1 | 0% | 2,079 | 981 | -53% | 0 | 0 | — |
▸case-23 I am beginning a philosophical research paper on functionalism and consciousness. Send me a complete survey form covering all my potential research constraints. | fail→fail | 18,487 | 8,689 | -53% | 1 | 1 | 0% | 2,856 | 1,402 | -51% | 0 | 0 | — |