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1 | Q00001 | Academia | Life & Arts | claude-haiku | Anthropic | S0421551 | https://www.wcupa.edu/_services/CampusRec/facilitiesPolicies.aspx | Most university policies explicitly allow nudity in locker rooms as an exception to their general dress code requirements | 10,000 | 121 | QI5 | SP2 | ASF4 | SD4 | ST1 | 3 | 4 | 5 | Y |
2 | Q00001 | Academia | Life & Arts | claude-haiku | Anthropic | S0421551 | https://www.wcupa.edu/_services/CampusRec/facilitiesPolicies.aspx | Personal photography and video is prohibited in locker rooms and restrooms for privacy and safety purposes | 10,000 | 106 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
3 | Q00001 | Academia | Life & Arts | claude-haiku | Anthropic | S0358656 | https://www.morainevalley.edu/fitrec/facilities/locker-rooms/locker-room-policies/ | Cell phones and cameras may not be used in locker rooms at any time | 4,218 | 67 | QI5 | SP2 | ASF5 | SD1 | ST1 | 3 | 5 | 5 | Y |
4 | Q00001 | Academia | Life & Arts | claude-haiku | Anthropic | S0160206 | https://universe.byu.edu/1999/11/08/letter-to-the-editor-nudity-in-the-locker-room/ | While it is understandable to shower or change clothes in the locker room, users should cover themselves with a towel when walking to or from the shower and show respect for others | 1,565 | 180 | QI5 | SP6 | ASF5 | SD8 | ST1 | 5 | 5 | 4 | Y |
5 | Q00001 | Academia | Life & Arts | claude-sonnet | Anthropic | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Most universities have well-equipped exercise facilities, and while many faculty use the campus rec center, some faculty aren't comfortable going to a student-filled facility to exercise. | 10,000 | 187 | QI5 | SP5 | ASF4 | SD4 | ST5 | 4 | 4 | 2 | Y |
6 | Q00001 | Academia | Life & Arts | claude-sonnet | Anthropic | S0339892 | https://www.insidehighered.com/blogs/confessions-community-college-dean/one-nudity | It can be hard to be "appropriately deanly" after showering, standing in the locker room drying off, when faculty colleagues or students walk in. | 1,656 | 145 | QI5 | SP6 | ASF5 | SD4 | ST5 | 5 | 5 | 2 | Y |
9 | Q00001 | Academia | Life & Arts | claude-sonnet | Anthropic | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Some university locker rooms are laid out to provide quite a bit of privacy when changing, with individual shower stalls. | 10,000 | 121 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
12 | Q00001 | Academia | Life & Arts | claude-sonnet | Anthropic | S0149483 | https://studentwellness.byu.edu/policies | photography or video recording is not permitted on the pool deck or inside locker rooms | 10,000 | 87 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
13 | Q00001 | Academia | Life & Arts | claude-sonnet | Anthropic | S0100849 | https://medium.com/@tzolper/naked-no-more-3bbbbc3873df | School officials note that some students feel uncomfortable in open showers because of low self-esteem or fear of body-shaming, suggesting some portion of students never did and never will get accustomed to being naked among peers. | 6,545 | 231 | QI5 | SP6 | ASF5 | SD8 | ST5 | 5 | 5 | 3 | Y |
14 | Q00001 | Academia | Life & Arts | gemini-flash | Google | S0268772 | https://www.thepolitesociety.com/etiquette-tips-2/at-the-gym-locker-room-etiquette | In these cases, seeing others undressed is considered an inherent part of using a public gym. | 6,696 | 93 | QI5 | SP2 | ASF4 | SD8 | ST5 | 3 | 4 | 3 | Y |
15 | Q00001 | Academia | Life & Arts | gemini-flash | Google | S0268772 | https://www.thepolitesociety.com/etiquette-tips-2/at-the-gym-locker-room-etiquette | Awkwardness:** Students may feel uncomfortable seeing someone who grades their work in a vulnerable state. | 6,696 | 106 | QI5 | SP2 | ASF1 | SD8 | ST5 | 3 | 1 | 3 | Y |
16 | Q00001 | Academia | Life & Arts | gemini-flash | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Minimize Exposure:** Use private changing stalls or shower curtains if available. | 104 | 81 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
17 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Generally, there is no official, legal, or policy-based problem with students and faculty seeing each other naked in a university gym locker room | 104 | 145 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
18 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0208237 | https://www.reddit.com/r/Professors/comments/1041smp/do_any_of_you_use_your_campus_gym_or_weight_room/ | Generally, there is no official, legal, or policy-based problem with students and faculty seeing each other naked in a university gym locker room | 331 | 145 | QI5 | SP5 | ASF1 | SD10 | ST4 | 4 | 1 | 4 | Y |
19 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Faculty and staff are members of the campus community and are typically encouraged to use university recreation centers | 104 | 119 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
20 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0178006 | https://www.reddit.com/r/Professors/comments/1ejyzzd/using_the_campus_gym/ | Faculty and staff are members of the campus community and are typically encouraged to use university recreation centers | 1,119 | 119 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
21 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | However, while it is not against the rules, it is a well-known source of social awkwardness and can raise questions about professional boundaries | 104 | 145 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
22 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | However, while it is not against the rules, it is a well-known source of social awkwardness and can raise questions about professional boundaries | 10,000 | 145 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
23 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Social Awkwardness The primary "problem" is psychological comfort | 104 | 65 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
24 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Social Awkwardness The primary "problem" is psychological comfort | 10,000 | 65 | QI5 | SP5 | ASF1 | SD4 | ST5 | 4 | 1 | 2 | Y |
25 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Seeing an authority figure—or conversely, a student you are currently grading—naked can be jarring for both parties | 10,000 | 115 | QI5 | SP5 | ASF4 | SD4 | ST5 | 4 | 4 | 2 | Y |
26 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0251113 | https://www.reddit.com/r/PhD/comments/z0g936/my_roommate_told_me_its_weird_for_a_ta_to_go_to/ | Seeing an authority figure—or conversely, a student you are currently grading—naked can be jarring for both parties | 950 | 115 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
27 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | It is a frequent topic of humorous or anxious discussion on college campuses, with many professors admitting they dread running into their students in the locker room | 10,000 | 166 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
28 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0178006 | https://www.reddit.com/r/Professors/comments/1ejyzzd/using_the_campus_gym/ | It is a frequent topic of humorous or anxious discussion on college campuses, with many professors admitting they dread running into their students in the locker room | 1,119 | 166 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
29 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Professional Boundaries and Power Dynamics While simply being naked in a designated changing area is not an ethical violation, the inherent power dynamic between a professor and a student means faculty must be mindful of their behavior | 104 | 235 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
30 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0251113 | https://www.reddit.com/r/PhD/comments/z0g936/my_roommate_told_me_its_weird_for_a_ta_to_go_to/ | Initiating a conversation about a student's grades, assignments, or academic future while one or both parties are undressed crosses a professional boundary and can make the student feel highly uncomfortable or cornered | 950 | 218 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
31 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Title IX and Comfort:** If a faculty member's behavior in a locker room crosses the line from simply changing clothes into lingering, staring, or making inappropriate comments, it could easily lead to a Title IX complaint or an HR investigation | 104 | 244 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
32 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0251152 | https://studentaffairs.loyno.edu/title-ix/title-ix-faq | Title IX and Comfort:** If a faculty member's behavior in a locker room crosses the line from simply changing clothes into lingering, staring, or making inappropriate comments, it could easily lead to a Title IX complaint or an HR investigation | 4,754 | 244 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
33 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | How Universities and Individuals Handle It Because this awkwardness is so universally recognized, both universities and individuals usually take steps to mitigate it: Separate Facilities:** Many universities proactively design their recreation centers with separate locker rooms specifically designated for faculty and s... | 10,000 | 324 | QI5 | SP5 | ASF1 | SD4 | ST5 | 4 | 1 | 2 | Y |
34 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0208237 | https://www.reddit.com/r/Professors/comments/1041smp/do_any_of_you_use_your_campus_gym_or_weight_room/ | How Universities and Individuals Handle It Because this awkwardness is so universally recognized, both universities and individuals usually take steps to mitigate it: Separate Facilities:** Many universities proactively design their recreation centers with separate locker rooms specifically designated for faculty and s... | 331 | 324 | QI5 | SP5 | ASF1 | SD10 | ST4 | 4 | 1 | 4 | Y |
35 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Private Stalls:** Modern university gyms are increasingly moving toward universal design, offering private, floor-to-ceiling changing stalls and single-occupancy showers to provide privacy for everyone, regardless of their status | 104 | 229 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
36 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0174646 | https://www.kaltmanlaw.com/post/title-ix/how-should-schools-handle-bathroom-or-locker-room-incidents-under-title-ix | Private Stalls:** Modern university gyms are increasingly moving toward universal design, offering private, floor-to-ceiling changing stalls and single-occupancy showers to provide privacy for everyone, regardless of their status | 10,000 | 229 | QI5 | SP2 | ASF1 | SD2 | ST6 | 3 | 1 | 2 | Y |
37 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Strategic Timing:** Faculty members who use shared student locker rooms often choose to work out early in the morning or during off-peak hours to minimize the chances of running into their students | 104 | 197 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
39 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | The "Head Down" Approach:** When encounters do happen, the unwritten rule is to avoid eye contact, keep any necessary greetings brief and strictly professional, and change as quickly as possible | 104 | 194 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
40 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0208237 | https://www.reddit.com/r/Professors/comments/1041smp/do_any_of_you_use_your_campus_gym_or_weight_room/ | The "Head Down" Approach:** When encounters do happen, the unwritten rule is to avoid eye contact, keep any necessary greetings brief and strictly professional, and change as quickly as possible | 331 | 194 | QI5 | SP5 | ASF1 | SD10 | ST4 | 4 | 1 | 4 | Y |
41 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | As long as both parties mind their own business and adhere to standard locker room etiquette, it is simply a normal—if occasionally uncomfortable—part of campus life | 104 | 165 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
42 | Q00001 | Academia | Life & Arts | gemini-pro | Google | S0178006 | https://www.reddit.com/r/Professors/comments/1ejyzzd/using_the_campus_gym/ | As long as both parties mind their own business and adhere to standard locker room etiquette, it is simply a normal—if occasionally uncomfortable—part of campus life | 1,119 | 165 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
43 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0315673 | https://www.ed.gov/about/offices/list/ocr/docs/shguide.html | Short answer: Yes — there can be real legal, policy, privacy, and ethical problems when students see faculty naked in a university gym or locker room. Which problems apply depends on context (was it accidental, routine, or repeated; was it in a mixed‑sex space; were there comments/photographs/pressure; was the faculty ... | 10,000 | 376 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
44 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0315673 | https://www.ed.gov/about/offices/list/ocr/docs/shguide.html | - Power imbalance and professional boundaries: faculty have authority over students (grades, recommendations, supervision); nudity that involves or is seen by students can create or be perceived as a coercive or exploitative situation. Many campus sexual‑misconduct policies explicitly note power imbalances. | 10,000 | 308 | QI5 | SP2 | ASF2 | SD4 | ST1 | 3 | 2 | 5 | Y |
45 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0315673 | https://www.ed.gov/about/offices/list/ocr/docs/shguide.html | - Sexual‑harassment / Title IX risk: unwanted exposure, repeated sexualized behavior, or conduct creating a hostile environment can be sex discrimination under Title IX and trigger institutional or federal investigation. Universities have been investigated or sanctioned in athletics/locker‑room contexts for similar con... | 10,000 | 325 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
46 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0418127 | https://www.usf.edu/student-affairs/campus-rec/welcome/policies.aspx | - Privacy and safety rules: most campuses prohibit photography/filming in locker rooms and maintain privacy expectations for changing/shower areas; violations can lead to discipline beyond Title IX (student conduct, employment actions). | 10,000 | 236 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
48 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0315673 | https://www.ed.gov/about/offices/list/ocr/docs/shguide.html | 4. If you want, you can also file a complaint with the U.S. Department of Education, Office for Civil Rights — that’s an option if you believe the institution is not handling the issue. | 10,000 | 185 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
49 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0051918 | https://emerson.edu/index.php/policies/policy-against-discrimination-harassment-sexual-violence | If you must be in student locker rooms for a legitimate work reason, follow institutional guidance (same‑sex chaperone, advance notice, etc.). Policies on appropriate conduct and avoiding power‑based misconduct are common. | 10,000 | 222 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
50 | Q00001 | Academia | Life & Arts | gpt-5-mini | OpenAI | S0315673 | https://www.ed.gov/about/offices/list/ocr/docs/shguide.html | The latter are much more likely to trigger discipline or legal action. Universities must balance privacy, safety, and anti‑discrimination obligations. | 10,000 | 150 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
51 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | No, there isn't a fundamental legal or policy problem in most cases, but potential social, privacy, and professional concerns exist depending on the university's setup and individual comfort levels. | 104 | 198 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
52 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | In shared university gyms with open, sex-segregated showers or locker rooms (common in many institutions), nudity is expected among users, including faculty and adult students (undergrads and grads). Multiple discussions emphasize that professors are ordinary people who gym like anyone else, and such encounters don't i... | 104 | 431 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
53 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Multiple discussions emphasize that professors are ordinary people who gym like anyone else, and such encounters don't inherently disrupt professional dynamics—students are adults, and casual nudity in these contexts is non-sexual. For instance, on Academia Stack Exchange, most responders (9 answers) called it overthin... | 104 | 455 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
54 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | - **Privacy and safety risks**: Open showers lack partitions, enabling harassment, gossip about bodies, or covert filming despite no-phone signs (often ignored). A disgruntled student could record and share a video, leading to embarrassment or scandals; faculty might expose scars, medical devices, etc. Legal experts no... | 104 | 409 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
56 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | - **Awkwardness/power dynamics**: Some students (or faculty) find it uncomfortable seeing an authority figure naked, potentially leading to mockery, snickering in class, or perceived weirdness, though rarely escalating. | 104 | 219 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
57 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | - **University variations**: Some schools mitigate this with faculty/staff-only locker rooms (e.g., UT Austin, Auburn University, University of Texas at Austin's Gregory Gym, Illinois State), accessed via secure entry or membership perks, partly to avoid these issues. | 104 | 268 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
58 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0382560 | https://www.recwellness.auburn.edu/member-guidelines | - **University variations**: Some schools mitigate this with faculty/staff-only locker rooms (e.g., UT Austin, Auburn University, University of Texas at Austin's Gregory Gym, Illinois State), accessed via secure entry or membership perks, partly to avoid these issues. | 9,579 | 268 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
59 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0418754 | https://www.utrecsports.org/memberships/current-ut-faculty-and-staff | - **University variations**: Some schools mitigate this with faculty/staff-only locker rooms (e.g., UT Austin, Auburn University, University of Texas at Austin's Gregory Gym, Illinois State), accessed via secure entry or membership perks, partly to avoid these issues. | 3,471 | 268 | QI5 | SP1 | ASF5 | SD4 | ST1 | 2 | 5 | 5 | Y |
60 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | - **University variations**: Some schools mitigate this with faculty/staff-only locker rooms (e.g., UT Austin, Auburn University, University of Texas at Austin's Gregory Gym, Illinois State), accessed via secure entry or membership perks, partly to avoid these issues. No broad policy bans faculty use of student gyms; g... | 104 | 386 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
61 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0410041 | https://www.theatlantic.com/family/2025/11/naked-locker-room-end/684907 | Broader context**: Locker room nudity is declining culturally (e.g., private stalls in "universal" gender-inclusive designs at universities like UW Seattle or UC Berkeley), driven by modesty, body image, and inclusivity concerns. | 10,000 | 229 | QI5 | SP2 | ASF5 | SD8 | ST3 | 3 | 5 | 4 | Y |
62 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0347881 | https://www.ksdk.com/article/news/crime/police-missouri-state-professor-took-covert-photos-of-men-in-locker-rooms/63-282213773 | Broader context**: Locker room nudity is declining culturally (e.g., private stalls in "universal" gender-inclusive designs at universities like UW Seattle or UC Berkeley), driven by modesty, body image, and inclusivity concerns. Rare crimes (e.g., professors filming in locker rooms) highlight risks but aren't specific... | 2,278 | 347 | QI5 | SP4 | ASF1 | SD2 | ST3 | 3 | 1 | 3 | Y |
63 | Q00001 | Academia | Life & Arts | grok-nr | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | If your gym lacks partitions or separate faculty areas, consider early/late visits, towels for cover, or off-campus options for peace of mind—no formal prohibition exists, but personal/university policy checks are wise. | 104 | 219 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
64 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | No, there is no inherent legal, policy, or ethical problem with students seeing faculty naked in a university gym locker room, provided it's a shared facility with traditional open showers or changing areas, and there's no inappropriate behavior like staring, lingering, or harassment. | 104 | 285 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
65 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Locker rooms often feature communal showers where nudity is expected and normalized, especially in gender-segregated spaces. Students are adults (typically 18+), and incidental nudity is part of the gym experience. | 104 | 214 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
67 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | - Examples: At places like UT Austin, gyms are shared, though some have partial faculty sections. | 104 | 97 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
68 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0385828 | https://www.reddit.com/r/PhD/comments/z0g936/my_roommate_told_me_its_weird_for_a_ta_to_go_to | - Examples: At places like UT Austin, gyms are shared, though some have partial faculty sections. Professors and TAs commonly work out there without issue. | 950 | 155 | QI5 | SP5 | ASF3 | SD4 | ST4 | 4 | 3 | 3 | Y |
69 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0416387 | https://www.uh.edu/recreation/facilities/policies | - **No Specific Prohibitions**: University rec center policies focus on photos, opposite-sex access (e.g., kids over 5 not allowed in opposite locker rooms), or general conduct, but don't ban faculty nudity. | 10,000 | 207 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
70 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0418753 | https://www.utrecsports.org/facilities/facility-guidelines | - **No Specific Prohibitions**: University rec center policies focus on photos, opposite-sex access (e.g., kids over 5 not allowed in opposite locker rooms), or general conduct, but don't ban faculty nudity. | 9,039 | 207 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
72 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0384253 | https://www.reddit.com/r/CommunalShowers/comments/1of7la3/been_seeing_a_professor_in_the_communal_shower | - **Community Experiences**: - Professors report running into students naked (or vice versa) routinely, with minimal awkwardness. | 251 | 129 | QI5 | SP5 | ASF1 | SD8 | ST4 | 4 | 1 | 3 | Y |
74 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0385828 | https://www.reddit.com/r/PhD/comments/z0g936/my_roommate_told_me_its_weird_for_a_ta_to_go_to | - Reddit users (students and faculty) describe it as "no big deal," though some find it surprising at first. | 950 | 108 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
75 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | - Blogs note faculty sometimes prefer off-campus gyms to avoid it, but on-campus is common and accepted. | 10,000 | 104 | QI5 | SP5 | ASF4 | SD4 | ST5 | 4 | 4 | 2 | Y |
76 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0385828 | https://www.reddit.com/r/PhD/comments/z0g936/my_roommate_told_me_its_weird_for_a_ta_to_go_to | - **Power Dynamics and Comfort**: Faculty hold authority, so some students might feel uneasy (e.g., avoiding eye contact or conversation while naked). A few anecdotes mention awkward encounters, like prolonged exposure. | 950 | 219 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
77 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0410129 | https://www.thebeaverton.com/2017/01/local-student-unsure-say-hi-nude-prof-gym | - **Power Dynamics and Comfort**: Faculty hold authority, so some students might feel uneasy (e.g., avoiding eye contact or conversation while naked). A few anecdotes mention awkward encounters, like prolonged exposure. | 1,485 | 219 | QI5 | SP4 | ASF4 | SD8 | ST3 | 3 | 4 | 4 | Y |
78 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0048373 | https://drbecca.scientopia.org/2011/08/30/on-being-half-naked-in-front-of-undergrads | - **Separate Facilities**: Some unis (e.g., certain staff locker rooms) provide options to avoid mixing. | 3,004 | 104 | QI5 | SP5 | ASF1 | SD8 | ST5 | 4 | 1 | 3 | Y |
79 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0389307 | https://www.reddit.com/r/over60/comments/1pklt9h/male_locker_room_modesty_is_this_a_new_thing | - **Cultural/Generational Shifts**: Nudity in locker rooms is declining (more stalls/privacy), and younger gens may prefer modesty. | 874 | 131 | QI5 | SP5 | ASF5 | SD8 | ST4 | 4 | 5 | 3 | Y |
80 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0161253 | https://usustatesman.com/letter-stop-the-nudity-in-locker-rooms | - **Cultural/Generational Shifts**: Nudity in locker rooms is declining (more stalls/privacy), and younger gens may prefer modesty. Complaints exist about general nudity, not faculty-specific. | 1,574 | 192 | QI5 | SP6 | ASF1 | SD8 | ST5 | 5 | 1 | 3 | Y |
82 | Q00001 | Academia | Life & Arts | grok-r | xAI | S0003952 | https://academia.stackexchange.com/questions/137708/is-there-any-problem-with-students-seeing-faculty-naked-in-university-gym | Bottom Line**: Faculty are regular gym users like anyone else—naked bodies happen in locker rooms. It's not unprofessional unless escalated. If concerned, check your gym's rules, use stalls if available, or go off-peak. | 104 | 219 | QI5 | SP5 | ASF1 | SD4 | ST4 | 4 | 1 | 3 | Y |
83 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0149457 | https://studentprivacy.ed.gov/guidance | No, there is no problem under federal student privacy laws like **FERPA** (Family Educational Rights and Privacy Act), as seeing faculty naked in a university gym does not involve disclosure of protected **student education records**. | 10,000 | 234 | QI5 | SP2 | ASF1 | SD2 | ST1 | 3 | 1 | 5 | Y |
84 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0132744 | https://records.nmsu.edu/ferpa.html | No, there is no problem under federal student privacy laws like **FERPA** (Family Educational Rights and Privacy Act), as seeing faculty naked in a university gym does not involve disclosure of protected **student education records**. | 10,000 | 234 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
85 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0149455 | https://studentprivacy.ed.gov/ferpa | No, there is no problem under federal student privacy laws like **FERPA** (Family Educational Rights and Privacy Act), as seeing faculty naked in a university gym does not involve disclosure of protected **student education records**. | 10,000 | 234 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
86 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0133019 | https://registrar.indiana.edu/policies/ferpa/student-privacy-faculty.html | No, there is no problem under federal student privacy laws like **FERPA** (Family Educational Rights and Privacy Act), as seeing faculty naked in a university gym does not involve disclosure of protected **student education records**. | 4,923 | 234 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
87 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0062826 | https://epic.org/family-educational-rights-and-privacy-act-ferpa/ | No, there is no problem under federal student privacy laws like **FERPA** (Family Educational Rights and Privacy Act), as seeing faculty naked in a university gym does not involve disclosure of protected **student education records**. | 10,000 | 234 | QI5 | SP2 | ASF1 | SD2 | ST1 | 3 | 1 | 5 | Y |
88 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0132744 | https://records.nmsu.edu/ferpa.html | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms. | 10,000 | 315 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
89 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0133019 | https://registrar.indiana.edu/policies/ferpa/student-privacy-faculty.html | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms. | 4,923 | 315 | QI5 | SP2 | ASF2 | SD4 | ST1 | 3 | 2 | 5 | Y |
90 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0159416 | https://uapshandbook.umn.edu/teaching-your-class/privacy-policies-students | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms. | 1,469 | 315 | QI5 | SP2 | ASF2 | SD2 | ST1 | 3 | 2 | 5 | Y |
91 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0159544 | https://uec.rutgers.edu/programs-2/ferpa-student-privacy/for-faculty-and-staff/ | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms. | 4,218 | 315 | QI5 | SP2 | ASF1 | SD2 | ST1 | 3 | 1 | 5 | Y |
92 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0149457 | https://studentprivacy.ed.gov/guidance | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms.[3][6... | 10,000 | 567 | QI5 | SP2 | ASF4 | SD2 | ST1 | 3 | 4 | 5 | Y |
93 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0132744 | https://records.nmsu.edu/ferpa.html | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms.[3][6... | 10,000 | 567 | QI5 | SP2 | ASF5 | SD4 | ST1 | 3 | 5 | 5 | Y |
94 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0354226 | https://www.masterlylegal.com/the-ferpa-fine-print-what-most-colleges-get-wrong-about-student-privacy | FERPA strictly protects the confidentiality of **student education records**—such as grades, coursework, disciplinary information, and personally identifiable data tied to academic performance—but does not regulate incidental, non-educational exposures like nudity in shared facilities such as gyms or locker rooms.[3][6... | 10,000 | 567 | QI5 | SP2 | ASF5 | SD2 | ST6 | 3 | 5 | 2 | Y |
95 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0149452 | https://studentprivacy.ed.gov | Potential issues, if any, would stem from university-specific policies on conduct, harassment, or facilities use (e.g., designated hours for faculty vs. students), rather than privacy statutes. No search results indicate FERPA or similar laws addressing nudity or gym etiquette in this context. | 1,487 | 294 | QI5 | SP2 | ASF1 | SD4 | ST1 | 3 | 1 | 5 | Y |
97 | Q00001 | Academia | Life & Arts | sonar | Perplexity | S0159544 | https://uec.rutgers.edu/programs-2/ferpa-student-privacy/for-faculty-and-staff/ | Potential issues, if any, would stem from university-specific policies on conduct, harassment, or facilities use (e.g., designated hours for faculty vs. students), rather than privacy statutes. No search results indicate FERPA or similar laws addressing nudity or gym etiquette in this context. | 4,218 | 294 | QI5 | SP2 | ASF1 | SD2 | ST1 | 3 | 1 | 5 | Y |
98 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Primary concerns** include comfort with being exposed in front of students and potential awkwardness about the power dynamics involved. | 10,000 | 135 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
99 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Primary concerns** include comfort with being exposed in front of students and potential awkwardness about the power dynamics involved. Some faculty worry about student reactions to seeing them in vulnerable situations, preferring the gym to remain a space separate from their academic role. | 10,000 | 291 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
100 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Some faculty worry about student reactions to seeing them in vulnerable situations, preferring the gym to remain a space separate from their academic role. Additionally, some faculty express discomfort about showering with students and cite concerns about locker room privacy. | 10,000 | 276 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
101 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Additionally, some faculty express discomfort about showering with students and cite concerns about locker room privacy. One female faculty member mentioned anxiety about visible C-section scars and stretch marks being seen by students, fearing it might negatively impact students' perceptions. | 10,000 | 294 | QI5 | SP5 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
102 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | However, other faculty regard this as a **non-issue**, noting that basic etiquette (wearing a towel, not parading around nude) is sufficient to manage any awkwardness. | 10,000 | 167 | QI5 | SP5 | ASF2 | SD4 | ST5 | 4 | 2 | 2 | Y |
103 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | However, other faculty regard this as a **non-issue**, noting that basic etiquette (wearing a towel, not parading around nude) is sufficient to manage any awkwardness. Some departments have addressed these concerns by establishing **separate facilities for faculty and staff**, recognizing that some faculty aren't comfo... | 10,000 | 396 | QI5 | SP5 | ASF1 | SD4 | ST5 | 4 | 1 | 2 | Y |
104 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | Some departments have addressed these concerns by establishing **separate facilities for faculty and staff**, recognizing that some faculty aren't comfortable using student-dominated recreation centers even for clothed exercise. At some universities, facilities are designed with greater privacy in locker rooms and indi... | 10,000 | 362 | QI5 | SP5 | ASF1 | SD4 | ST5 | 4 | 1 | 2 | Y |
105 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0001305 | http://science-professor.blogspot.com/2007/12/working-out-with-students.html | The extent to which this is actually a "problem" appears to depend on individual faculty comfort levels and institutional responses. While some universities have responded by creating faculty-only facilities or dedicated hours, others maintain mixed-use gyms without reported significant issues. | 10,000 | 295 | QI5 | SP5 | ASF1 | SD4 | ST5 | 4 | 1 | 2 | Y |
106 | Q00001 | Academia | Life & Arts | sonar-rp | Perplexity | S0048374 | https://drbecca.scientopia.org/2011/08/30/on-being-half-naked-in-front-of-undergrads/ | The extent to which this is actually a "problem" appears to depend on individual faculty comfort levels and institutional responses. While some universities have responded by creating faculty-only facilities or dedicated hours, others maintain mixed-use gyms without reported significant issues. | 3,004 | 295 | QI5 | SP5 | ASF1 | SD10 | ST5 | 4 | 1 | 4 | Y |
107 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0120077 | https://pmc.ncbi.nlm.nih.gov/articles/PMC2630138/ | Prior knowledge from previous courses significantly influences student achievement, with procedural knowledge being especially related to student achievement. | 10,000 | 158 | QI4 | SP2 | ASF5 | SD1 | ST2 | 4 | 5 | 5 | Y |
108 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0120077 | https://pmc.ncbi.nlm.nih.gov/articles/PMC2630138/ | The amount and quality of prior knowledge positively influence both knowledge acquisition and the capacity to apply higher-order cognitive problem-solving skills. | 10,000 | 162 | QI4 | SP2 | ASF5 | SD1 | ST2 | 4 | 5 | 5 | Y |
109 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0101431 | https://medium.com/launch-school/just-in-time-learning-f6a10886ddfe | Slowly mastering fundamentals is what unleashes fast just-in-time learning. | 9,757 | 75 | QI4 | SP2 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
110 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0101431 | https://medium.com/launch-school/just-in-time-learning-f6a10886ddfe | most candidates lack the prerequisite skills to actually deliver on promises to learn on the job. | 9,757 | 97 | QI4 | SP2 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
112 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0332874 | https://www.growthengineering.co.uk/what-is-just-in-time-learning/ | A lag between learning and application typically results in lower retention of knowledge or skill, while just-in-time training supports immediate reinforcement that helps transfer new information to long-term memory. | 10,000 | 216 | QI4 | SP2 | ASF5 | SD4 | ST6 | 4 | 5 | 3 | Y |
113 | Q00002 | Academia | Life & Arts | claude-haiku | Anthropic | S0022880 | https://blog.elblearning.com/just-in-time-learning-vs-training-we-need-both | Formal training is needed to build foundational knowledge, and when learners struggle with application, performance support tools enable just-in-time learning, which allows them to apply the knowledge from formal training. | 5,627 | 222 | QI4 | SP2 | ASF5 | SD4 | ST5 | 4 | 5 | 2 | Y |
CiteTrace
A citation-level dataset of 761,495 evaluable (query, source, answer) triples from 10 search-augmented LLMs answering 11,200 Stack Exchange questions across 28 sites (technical and academic communities are over-represented).
| File | Rows | Cols | Description |
|---|---|---|---|
data/queries.parquet |
11,200 | 6 | Stack Exchange questions, 400 per site × 28 sites |
data/sources.parquet |
231,105 | 9 | Cited URLs with crawl status and labels |
data/citations.parquet |
761,495 | 8 | Evaluable citation triples |
data/model_responses.parquet |
112,000 | 3 | Raw LLM responses (10 models × 11,200 queries) |
data/analysis_master.parquet |
761,495 | 20 | Main analysis table — joined and scored |
data/ipam_human_eval.parquet |
30 | 8 | IPAM matrix human validation (N=10 per cell) |
data/ssm_human_eval.parquet |
60 | 10 | SSM matrix human validation (N=10 per cell) |
data/qi_human_eval.parquet |
200 | 6 | Per-axis judge validation: QI — GPT-4o-mini label + 3 human raters |
data/sp_human_eval.parquet |
200 | 6 | Per-axis judge validation: SP — GPT-4o-mini label + 3 human raters |
data/sd_human_eval.parquet |
200 | 6 | Per-axis judge validation: SD — GPT-4o-mini label + 3 human raters |
data/st_human_eval.parquet |
200 | 6 | Per-axis judge validation: ST — GPT-4o-mini label + 3 human raters |
data/asf_human_eval.parquet |
200 | 6 | Per-axis judge validation: ASF — GPT-4o-mini label + 3 human raters |
scoring_matrices/{ipam,ssm}_matrix.tsv |
30 / 60 | — | Lookup tables for ipam_score, ssm_score |
site_topology/se_official_audience.json |
28 | — | Stack Exchange API snapshot |
Full column schema and RAI fields (collection, annotation, biases,
PII, social impact, maintenance) are in croissant.json
(Croissant 1.1 + RAI 1.0).
Join keys: query_id links queries ↔ citations ↔ analysis_master;
url_id links sources ↔ citations ↔ analysis_master.
Loading the data
from datasets import load_dataset
# Main analysis table (one row per evaluable citation)
ds = load_dataset("anon-citetrace/CiteTrace", "analysis_master", split="train")
print(ds[0])
Other configs: queries, sources, citations, model_responses,
ipam_human_eval, ssm_human_eval,
qi_human_eval, sp_human_eval, sd_human_eval, st_human_eval,
asf_human_eval.
Taxonomy and scoring
| Axis | Codes | Labels |
|---|---|---|
| Query Intent (QI) | QI1..QI5 | Factoid, Explanation, Instruction, Comparison, Opinion |
| Source Purpose (SP) | SP1..SP6 | To Promote, To Inform, To Instruct, To Report, To Discuss, To Opine |
| Answer-Source Fidelity (ASF) | ASF1..ASF5 | Fabricated, Misattributed, Contradicted, Amplified, Supported |
| Source Domain (SD) | SD1..SD10 | Medical, Legal, Finance, Education, Science, Code/Data, Technical, Social/Professional, Shopping/Travel, Everyday |
| Source Type (ST) | ST1..ST6 | Official, Research, News, Wiki/Forum, Blog/SNS, Company |
ipam_score = IPAM[QI][SP], ssm_score = SSM[SD][ST], asf_score = ASF{k} → k.
The IPAM (5×6) and SSM (10×6) matrices were derived from N=10 human ratings,
released as ipam_human_eval.parquet and ssm_human_eval.parquet.
Models evaluated
10 models across 5 providers (2026-Q1 API checkpoints, collected 2026-03-26 to 2026-04-09):
OpenAI (gpt-5, gpt-5-mini), Anthropic (claude-sonnet-4.6, claude-haiku-4.5), Google (gemini-3.1-pro, gemini-3-flash), xAI (grok-4.1-reasoning, grok-4.1-non-reasoning), Perplexity (sonar, sonar-reasoning-pro).
Intended and out-of-scope uses
Intended. Reproducing the per-model citation-quality metrics reported in the accompanying paper, training classifiers for citation intent or source suitability, and validating or extending the IPAM and SSM scoring matrices through new expert panels.
Out-of-scope. The per-model rankings in this dataset reflect a 15-day snapshot of provider search backends (2026-03-26 to 2026-04-09) and should not be read as permanent quality assessments of any single provider; backends evolve continuously, and the structural failure patterns documented in the paper are the central claim, not the per-model ordering.
Licensing
| Component | License |
|---|---|
| Queries (Stack Exchange post titles) | CC BY-SA 4.0 |
Model responses (raw_response, cited_sentence) |
CC BY 4.0 + each provider's API ToS |
| Taxonomies, matrices, human-eval annotations, code | CC BY 4.0 |
| Crawled source full text | not redistributed |
Stack Exchange attribution required when reusing the query set. Provider Terms of Service were verified provider-by-provider on 2026-04-24 (OpenAI, Anthropic, Google, xAI, Perplexity); reusers must re-check current ToS at the time of reuse.
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