# COMPSCI 704: Principles of Programming Languages | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_704) ## 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 ac3a5366bb59a0ac6bae708e745f398c37bb5b7fb529d3603ce21c89b5012a17 ### course id COMPSCI 704 ### course uid course\_6687e6ce8fc5dbce092f6e77 ### catalog version id 1877849a2c4ffc15b950f6917683f95b0e22f98b690ee0cb5208bc08aa9dff16 ### course number 704 ### subjects * COMPSCI ### title PRINCIPLES OF PROGRAMMING LANGUAGES ### description Introduction to principles of advanced programming languages and programming-language theory. Topics include: lambda-calculus, functional languages, polymorphic functions, type inference, structural induction, lazy evaluation, operational semantics, denotational semantics, and axiomatic semantics. Students are strongly encouraged to have knowledge of programming languages, such as fromCOMP SCI 536. ### requirements text Graduate/professional standing ### credits min 3 ### credits max 3 ### credit offering ids * 1272:266:004303 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 34a914ffc9593dae5b20d8ed2ef5a79cd1efb14726e90338b8e9352d9a2007f2 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary Introduction to principles of advanced programming languages and programming-language theory. ### llm topics * Lambda-calculus and functional languages * Type inference and formal semantics ### llm skills * Principles of advanced programming languages * Analysis using formal semantics and type systems ### llm assumed background * Introduction to programming languages and compilers ### llm search phrases * advanced programming language theory * lambda calculus * type inference * operational semantics * denotational semantics ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash d1be106175f6bb3d8cc4dcb718ebaa2e04ebe5ceab8d81738414dc14898e1e7b #### course id COMPSCI 704 #### current instructors ```json [ { "instructor_uid": "instructor_4203105772ea81866ef79afc", "message": "No course-specific reviews available", "name": "Charles Yuan", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Spring 2022: 3.89 GPA, 100.0% A/AB (n=19 letter grades); Fall 2024: 3.81 GPA, 100.0% A/AB (n=27 letter grades); Fall 2025: 3.82 GPA, 100.0% A/AB (n=22 letter grades). ```json { "citations": [ { "course_id": "COMPSCI 704", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "a0e4e825-d7b8-3c5c-bc2b-3118db7cd6ba", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1224", "type": "grade" }, { "course_id": "COMPSCI 704", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "a0e4e825-d7b8-3c5c-bc2b-3118db7cd6ba", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "COMPSCI 704", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "a0e4e825-d7b8-3c5c-bc2b-3118db7cd6ba", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ------------ | ------------------------ | -------------------------------- | -------------------------------- | -------------------------- | | instructor\_4203105772ea81866ef79afc | enrollment | cyuan75 | netid | source\_identified | Charles Yuan | 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2, "no_work": 0, "not_reported": 0, "other": 0, "total": 21, "source_aliases": [ "COMPSCI 704" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 704", "course_uid": "course_6687e6ce8fc5dbce092f6e77", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "Ethan Cecchetti" ], "a": 17, "ab": 10, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 27, "source_aliases": [ "COMPSCI 704" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI 704", "course_uid": "course_6687e6ce8fc5dbce092f6e77", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Ethan Cecchetti" ], "a": 14, "ab": 8, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "COMPSCI 704" ] } ] ``` ### statistics #### gpa 3.747 #### graded 239 #### counts * 147 * 74 * 13 * 3 * 1 * 0 * 1 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6687e6ce8fc5dbce092f6e77-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6687e6ce8fc5dbce092f6e77-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6687e6ce8fc5dbce092f6e77-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6687e6ce8fc5dbce092f6e77-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_6687e6ce8fc5dbce092f6e77-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_6687e6ce8fc5dbce092f6e77-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6687e6ce8fc5dbce092f6e77-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6687e6ce8fc5dbce092f6e77-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.7468619246861925 #### count 239 #### university ##### size 4277 ##### gpa Percentile 56 ##### count Percentile 67 ##### median Count 125 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 18 | false | | 2.8–3.2 | 362 | false | | 3.2–3.6 | 1262 | false | | 3.6–4.0 | 2635 | true | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 95, "gpaPercentile": 64, "countPercentile": 46, "medianCount": 258, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 13, "current": false }, { "range": "3.2–3.6", "count": 35, "current": false }, { "range": "3.6–4.0", "count": 47, "current": true } ] } } ] ``` ### terms #### 1074 ##### term 1074 ##### gpa 3.6363636363636362 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1094 ##### term 1094 ##### gpa 3.5588235294117645 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1104 ##### term 1104 ##### gpa 3.8636363636363638 ##### count 11 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1114 ##### term 1114 ##### gpa 3.6052631578947367 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1124 ##### term 1124 ##### gpa 3.625 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1134 ##### term 1134 ##### gpa 3.7916666666666665 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1154 ##### term 1154 ##### gpa 3.6153846153846154 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1164 ##### term 1164 ##### gpa 3.869565217391304 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1174 ##### term 1174 ##### gpa 3.6333333333333333 ##### count 15 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1184 ##### term 1184 ##### gpa 3.730769230769231 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1194 ##### term 1194 ##### gpa 3.8076923076923075 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1224 ##### term 1224 ##### gpa 3.8947368421052633 ##### count 19 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1252 ##### term 1252 ##### gpa 3.814814814814815 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | #### 1262 ##### term 1262 ##### gpa 3.8181818181818183 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | ### benchmarks #### all ##### school ###### size 4277 ###### gpa 3.6438237074993265 ###### top Share 80.92496051156955 ###### count 125 ##### COMPSCI ###### size 95 ###### gpa 3.5578319584398543 ###### top Share 76.90913232262537 ###### count 258 #### terms ##### 1074 ###### school ###### size 695 ###### gpa 3.3616924722887376 ###### top Share 63.22509110105764 ###### count 69 ###### COMPSCI ###### size 13 ###### gpa 3.0855368848689455 ###### top Share 48.7445028912265 ###### count 55 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### COMPSCI ###### size 16 ###### gpa 3.1364214252215854 ###### top Share 48.56845161086566 ###### count 72 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### COMPSCI ###### size 22 ###### gpa 3.200534462173063 ###### top Share 56.78409435721555 ###### count 51.5 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### COMPSCI ###### size 18 ###### gpa 3.266230341473234 ###### top Share 59.94733477037724 ###### count 58 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### COMPSCI ###### size 22 ###### gpa 3.1674244675767893 ###### top Share 54.635052791099376 ###### count 59 ##### 1134 ###### school ###### size 852 ###### gpa 3.4138934207568203 ###### top Share 66.35946578182744 ###### count 66 ###### COMPSCI ###### size 22 ###### gpa 3.2424086213492718 ###### top Share 59.28222765244668 ###### count 68 ##### 1154 ###### school ###### size 935 ###### gpa 3.4282378385810093 ###### top Share 67.66674668721691 ###### count 63 ###### COMPSCI ###### size 31 ###### gpa 3.3515611477246905 ###### top Share 66.93977839039297 ###### count 63 ##### 1164 ###### school ###### size 965 ###### gpa 3.46491230798535 ###### top Share 69.92376287143657 ###### count 68 ###### COMPSCI ###### size 32 ###### gpa 3.2951719476979457 ###### top Share 63.07751525075427 ###### count 84 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### COMPSCI ###### size 30 ###### gpa 3.3383019285046376 ###### top Share 63.22952984555728 ###### count 108 ##### 1184 ###### school ###### size 1010 ###### gpa 3.47925290354517 ###### top Share 70.86270937115944 ###### count 68 ###### COMPSCI ###### size 31 ###### gpa 3.329310414227759 ###### top Share 61.243618316797935 ###### count 126 ##### 1194 ###### school ###### size 1040 ###### gpa 3.4906527436719808 ###### top Share 71.74728845515045 ###### count 67 ###### COMPSCI ###### size 38 ###### gpa 3.3433846242383978 ###### top Share 63.409438479169644 ###### count 92 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### COMPSCI ###### size 45 ###### gpa 3.4719336884851772 ###### top Share 70.89188483398956 ###### count 96 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ###### COMPSCI ###### size 54 ###### gpa 3.5244021201456657 ###### top Share 75.07938169795783 ###### count 101 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ###### COMPSCI ###### size 53 ###### gpa 3.533845597774486 ###### top Share 75.31824598445624 ###### count 82 ## instructor Trends ```json [ { "uid": "instructor_67ca7a316d8fb128a8fac7d6", "name": "AWS ALBARGHOUTHI", "count": 96, "terms": [ { "term": "1154", "count": 13, "sections": 1, "gpa": 3.6153846153846154 }, { "term": "1164", "count": 23, "sections": 1, "gpa": 3.869565217391304 }, { "term": "1174", "count": 15, "sections": 1, "gpa": 3.6333333333333333 }, { "term": "1184", "count": 13, "sections": 1, "gpa": 3.730769230769231 }, { "term": "1194", "count": 13, "sections": 1, "gpa": 3.8076923076923075 }, { "term": "1224", "count": 19, "sections": 1, "gpa": 3.8947368421052633 } ] }, { "uid": "instructor_9c60f18bb44c3310da056c29", "name": "THOMAS REPS", "count": 58, "terms": [ { "term": "1074", "count": 11, "sections": 1, "gpa": 3.6363636363636362 }, { "term": "1094", "count": 17, "sections": 1, "gpa": 3.5588235294117645 }, { "term": "1104", "count": 11, "sections": 1, "gpa": 3.8636363636363638 }, { "term": "1114", "count": 19, "sections": 1, "gpa": 3.6052631578947367 } ] }, { "uid": "instructor_28e1bd74ec0ec82d05fd8bdd", "name": "ETHAN CECCHETTI", "count": 49, "terms": [ { "term": "1252", "count": 27, "sections": 1, "gpa": 3.814814814814815 }, { "term": "1262", "count": 22, "sections": 1, "gpa": 3.8181818181818183 } ] }, { "uid": "instructor_d5b5aaef6d8e489a750b087b", "name": "SUSAN HORWITZ", "count": 36, "terms": [ { "term": "1124", "count": 12, "sections": 1, "gpa": 3.625 }, { "term": "1134", "count": 24, "sections": 1, "gpa": 3.7916666666666665 } ] } ] ``` ## following None recorded.