# MATH 681: Senior Honors Thesis | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MATH_681) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id af5f4ccc60ecacb7d0f2aa1945f6ae190ee88bfe20f776bd78315e418d1981d3 ### course id MATH 681 ### course uid course\_64d13a0af427315fce8f2740 ### catalog version id 509234bad488560e94a7efcfb1927a84326da243dec02a519536ee5e6a21b313 ### course number 681 ### subjects * MATH ### title SENIOR HONORS THESIS ### description Individual study for honors math majors writing a thesis in mathematics. ### requirements text Consent of instructor ### credits min 3 ### credits max 3 ### credit offering ids * 1272:600:011705 ### llm job id enrich-ecd149b6a6e0877fce2f3d1c ### llm output id 9e0cc536a156475ea040109d5c26e1906438d09c6ef94405b33f94cadb3fa573 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary MATH 681 is an individual study course for honors math majors to write a thesis in mathematics. ### llm topics * Mathematics thesis research and writing ### llm skills * Writing a mathematics thesis ### llm assumed background None recorded. ### llm search phrases * MATH 681 thesis * senior honors math thesis * individual study mathematics honors ### llm requirements status valid ### llm student summary status valid ### llm experience status valid ### catalog variants None recorded. ### student summary #### context hash 4bd7ab30266edecbc96161d6cdf328890ba01da2eabf33656c685ee57b9839ba #### course id MATH 681 #### current instructors ```json [ { "instructor_uid": "instructor_81b19386639c1eb68bbb4ae0", "message": "No course-specific reviews available", "name": "Benedek Valko", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:1566085", "summary": [] }, { "instructor_uid": "instructor_ea5517bc01bedc0d67eb54f6", "message": "No course-specific reviews available", "name": "Chenxi Wu", "review_status": "no_course_reviews", "rmp_instructor_id": "rmp:2652881", "summary": [] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context Historical reviews for Paul Milewski describe him as a helpful and effective mentor for Honors Thesis research, with one reviewer noting significant learning outcomes. The reviewer was uncertain about his effectiveness in a lecture setting, as they only experienced him in a research capacity. ```json { "citations": [ { "instructor_name": "Paul Milewski", "review_date": "2010-05-09 00:50:30 +0000 UTC", "review_id": "0a49096a86711273b5f1a8f2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:129393", "source_review_id": "UmF0aW5nLTE3MTU1NzE0", "source_url": "https://www.ratemyprofessors.com/professor/129393", "type": "review" } ] } ``` #### offered true #### profile hash e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1 #### quick take Historical reviews highlight Paul Milewski as a helpful and beneficial instructor for research opportunities, though his lecture effectiveness remains unverified by this single source. ```json { "citations": [ { "instructor_name": "Paul Milewski", "review_date": "2010-05-09 00:50:30 +0000 UTC", "review_id": "0a49096a86711273b5f1a8f2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:129393", "source_review_id": "UmF0aW5nLTE3MTU1NzE0", "source_url": "https://www.ratemyprofessors.com/professor/129393", "type": "review" } ] } ``` #### student experience Historical reviews of Paul Milewski: Reviewers found Milewski great and always helpful for thesis work, suggesting students take advantage of research opportunities with him to learn a lot. ```json { "citations": [ { "instructor_name": "Paul Milewski", "review_date": "2010-05-09 00:50:30 +0000 UTC", "review_id": "0a49096a86711273b5f1a8f2", "run_id": "20260907T155543-ce3781c4", "source_instructor_id": "rmp:129393", "source_review_id": "UmF0aW5nLTE3MTU1NzE0", "source_url": "https://www.ratemyprofessors.com/professor/129393", "type": "review" } ] } ``` #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history BENEDEK VALKO is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 681", "run_id": "20260907T155543-ce3781c4", "section_number": 27, "source_course_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "source_record": { "entity_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1234", "type": "grade" } ] } ``` PAUL MILEWSKI is recorded teaching in Fall 2007, Fall 2009. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MATH 681", "run_id": "20260907T155543-ce3781c4", "section_number": 123, "source_course_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "source_record": { "entity_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1082", "type": "grade" }, { "course_id": "MATH 681", "run_id": "20260907T155543-ce3781c4", "section_number": 123, "source_course_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "source_record": { "entity_id": "3b708ccc-7417-3e5a-a24f-e37f669fdde8", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1102", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Consent of instructor", "course": null, "evidence": "Consent of instructor", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors ```json [ { "instructor_uid": "instructor_81b19386639c1eb68bbb4ae0", "source": "enrollment", "source_instructor_id": "valko", "identity_basis": "netid", "identity_status": "source_identified", "name": "Benedek Valko", "email": "VALKO@MATH.WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 28, "quality": 4.07, "difficulty": 3.25, "quality_count": 28, "difficulty_count": 28, "profile_id": "rmp:1566085", "source_url": "https://www.ratemyprofessors.com/professor/1566085", "match_basis": "exact_name", "observed_at": "2026-09-07 16:52:13.892497+00:00", "courses": { "course_c602622d732dbbc9aceeeddf": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, 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"last_observed_at": "2026-09-07 15:55:43.033547+00:00", "ratings": { "review_count": 27, "quality": 1.89, "difficulty": 3.93, "quality_count": 27, "difficulty_count": 27, "profile_id": "rmp:2652881", "source_url": "https://www.ratemyprofessors.com/professor/2652881", "match_basis": "exact_name", "observed_at": "2026-09-07 16:48:59.613596+00:00", "courses": { "course_7e12e6bf6be7a81f7ca74420": { "review_count": 5, "quality": 3.4, "difficulty": 2.6, "quality_count": 5, "difficulty_count": 5 }, "course_dcdb624e3fb8cbaf9a557ab9": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_6bc496e4640fd08f71e1b041": { "review_count": 14, "quality": 1.21, "difficulty": 4.07, "quality_count": 14, "difficulty_count": 14 }, "course_a133a953d2fc593f17f887bf": { "review_count": 1, "quality": 4, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 }, "course_f237678d9fac59631b4aa4ff": { "review_count": 6, "quality": 1.5, "difficulty": 5, "quality_count": 6, "difficulty_count": 6 } }, "bayesian_quality": 2.643057780232594, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "instructor_url": "/instructors/CHENXI_WU" } ] ``` ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:600:011705", "course_id": "MATH 681", "course_uid": "course_64d13a0af427315fce8f2740", "term_id": "1272", "source_course_id": "011705", "source_subject_id": "600", "title": "Senior Honors Thesis", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall, Spring, Summer" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:34156", "term_id": "1272", "source_section_id": "34156", "identity_basis": "class_number", "section_number": "277", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 0, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:38316", "term_id": "1272", "source_section_id": "38316", "identity_basis": "class_number", "section_number": "025", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 1, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" }, { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:38378", "term_id": "1272", "source_section_id": "38378", "identity_basis": "class_number", "section_number": "027", "section_type": "IND", "instruction_mode": "Classroom Instruction", "capacity": 1, "enrolled": 1, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade 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4, "quality": 4.25, "difficulty": 3, "quality_count": 4, "difficulty_count": 4 }, "course_5d98ff5f6adce2207e394dc6": { "review_count": 7, "quality": 4.86, "difficulty": 3.71, "quality_count": 7, "difficulty_count": 7 }, "course_6bc496e4640fd08f71e1b041": { "review_count": 10, "quality": 3.2, "difficulty": 3.9, "quality_count": 10, "difficulty_count": 10 }, "course_8634dde81cc95f6c58014087": { "review_count": 2, "quality": 3, "difficulty": 3.5, "quality_count": 2, "difficulty_count": 2 } }, "bayesian_quality": 3.199461810127115, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 2.903, "graded": 1705, "counts": [ 601, 139, 357, 106, 307, 109, 86 ], "sections": 31 }, "instructor_url": "/instructors/GLORIA_MARI-BEFFA--instructor_b9a630b0e3b3db4a0fe1de98" }, { "instructor_uid": "instructor_7c85ea0ab8f43c8d7efd3b8c", "source": "madgrades", "source_instructor_id": "2600043", "identity_basis": "source_id", "identity_status": "source_identified", "name": "PAUL 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