Blame for samples/value_lists.md

# Value lists hand-check

Every value a biography fact can take, one per line. A fact is drawn uniformly from its list, so the list *is* the guessing distribution: the model's chance-level accuracy is 1 / (list size).

**What to check:** every value is a real name (cities, universities, majors and employers) or a well-formed date; no two values in a list name the same thing; nothing is offensive or identifiable. The *flagged pairs* table under each list is a deliberately over-eager net — most flags are fine (different real institutions that happen to share a word) and need a human to say so.

First-token uniqueness is enforced per list so one next-token prediction identifies a value. `birth_date` cannot satisfy that — 200 dates share twelve month tokens — so dates are unique on their first **two** tokens (month + day) instead.

| attribute | values | prefix that is unique | distinct first tokens | mean tokens/value | flagged pairs |
|---|---:|---|---:|---:|---:|
| `birth_date` | 200 | first 2 tokens | 12 | 4.0 | 0 |
| `birth_city` | 200 | first 1 token | 200 | 3.69 | 0 |
| `university` | 300 | first 1 token | 300 | 3.14 | 0 |
| `major` | 100 | first 1 token | 100 | 1.91 | 3 |
| `employer` | 250 | first 1 token | 250 | 2.41 | 0 |

## `birth_date` — 200 values

From 200 candidates: 0 dropped as near-duplicates, 0 for a first_two_tokens clash, 0 trimmed to the target.

No pairs flagged. (The "shared first word" rule is switched off for dates: 200 dates share twelve month names by construction, and a date is identified by its (month, day) pair, which is unique by build.)

<details><summary>all 200 values</summary>

- January 1, 1985  — `January 1`
- January 4, 1971  — `January 4`
- January 5, 1940  — `January 5`
- January 6, 1980  — `January 6`
- January 7, 1980  — `January 7`
- January 8, 1941  — `January 8`
- January 10, 1970  — `January 10`
- January 15, 1962  — `January 15`
- January 18, 1966  — `January 18`
- January 21, 1951  — `January 21`
- January 23, 1956  — `January 23`
- January 26, 1960  — `January 26`
- January 27, 1997  — `January 27`
- January 28, 1958  — `January 28`
- February 2, 1991  — `February 2`
- February 4, 1952  — `February 4`
- February 5, 1987  — `February 5`
- February 7, 1983  — `February 7`
- February 8, 1981  — `February 8`
- February 9, 1973  — `February 9`
- February 10, 1986  — `February 10`
- February 11, 1974  — `February 11`
- February 12, 1975  — `February 12`
- February 15, 1963  — `February 15`
- February 19, 1968  — `February 19`
- February 21, 1950  — `February 21`
- February 22, 1994  — `February 22`
- February 24, 1948  — `February 24`
- February 25, 1998  — `February 25`
- February 27, 2000  — `February 27`
- February 29, 1961  — `February 29`
- March 1, 1982  — `March 1`
- March 2, 1946  — `March 2`
- March 3, 1970  — `March 3`
- March 4, 1978  — `March 4`
- March 7, 1964  — `March 7`
- March 9, 1972  — `March 9`
- March 13, 1976  — `March 13`
- March 16, 1954  — `March 16`
- March 17, 1976  — `March 17`
- March 18, 1986  — `March 18`
- March 19, 1998  — `March 19`
- March 21, 1959  — `March 21`
- March 22, 1940  — `March 22`
- March 27, 1975  — `March 27`
- March 28, 1981  — `March 28`
- March 30, 1973  — `March 30`
- March 31, 1998  — `March 31`
- April 2, 1956  — `April 2`
- April 3, 1997  — `April 3`
- April 6, 1975  — `April 6`
- April 8, 1950  — `April 8`
- April 10, 1985  — `April 10`
- April 12, 1992  — `April 12`
- April 14, 1942  — `April 14`
- April 15, 1943  — `April 15`
- April 17, 1958  — `April 17`
- April 18, 1949  — `April 18`
- April 21, 1970  — `April 21`
- April 23, 1996  — `April 23`
- April 25, 1975  — `April 25`
- April 26, 1975  — `April 26`
- April 27, 1946  — `April 27`
- April 28, 1960  — `April 28`
- May 2, 1942  — `May 2`
- May 4, 1980  — `May 4`
- May 8, 1950  — `May 8`
- May 9, 1966  — `May 9`
- May 10, 1961  — `May 10`
- May 11, 1966  — `May 11`
- May 12, 1976  — `May 12`
- May 13, 1971  — `May 13`
- May 15, 1989  — `May 15`
- May 16, 1991  — `May 16`
- May 17, 1979  — `May 17`
- May 18, 1990  — `May 18`
- May 19, 1965  — `May 19`
- May 20, 1959  — `May 20`
- May 23, 1941  — `May 23`
- May 25, 1943  — `May 25`
- May 27, 1981  — `May 27`
- May 30, 1982  — `May 30`
- May 31, 2000  — `May 31`
- June 2, 1950  — `June 2`
- June 3, 1970  — `June 3`
- June 6, 1990  — `June 6`
- June 11, 1947  — `June 11`
- June 12, 1968  — `June 12`
- June 13, 1972  — `June 13`
- June 15, 1970  — `June 15`
- June 19, 1976  — `June 19`
- June 20, 1966  — `June 20`
- June 21, 1981  — `June 21`
- June 22, 1980  — `June 22`
- June 25, 1991  — `June 25`
- June 26, 1967  — `June 26`
- June 28, 1969  — `June 28`
- June 29, 2000  — `June 29`
- July 1, 1950  — `July 1`
- July 4, 1985  — `July 4`
- July 7, 1976  — `July 7`
- July 8, 1953  — `July 8`
- July 9, 1944  — `July 9`
- July 13, 1970  — `July 13`
- July 14, 1956  — `July 14`
- July 15, 1995  — `July 15`
- July 18, 1956  — `July 18`
- July 21, 1978  — `July 21`
- July 22, 1972  — `July 22`
- July 27, 1943  — `July 27`
- July 29, 1995  — `July 29`
- July 30, 1979  — `July 30`
- August 2, 1950  — `August 2`
- August 3, 1941  — `August 3`
- August 6, 1963  — `August 6`
- August 7, 1985  — `August 7`
- August 8, 1947  — `August 8`
- August 9, 1972  — `August 9`
- August 10, 1979  — `August 10`
- August 13, 1975  — `August 13`
- August 14, 1973  — `August 14`
- August 15, 1952  — `August 15`
- August 16, 1979  — `August 16`
- August 18, 1987  — `August 18`
- August 20, 1945  — `August 20`
- August 23, 1947  — `August 23`
- August 24, 1971  — `August 24`
- August 26, 1951  — `August 26`
- August 28, 1949  — `August 28`
- August 29, 1992  — `August 29`
- August 31, 1977  — `August 31`
- September 3, 1967  — `September 3`
- September 4, 1943  — `September 4`
- September 7, 1963  — `September 7`
- September 8, 1964  — `September 8`
- September 9, 1968  — `September 9`
- September 11, 1958  — `September 11`
- September 12, 1983  — `September 12`
- September 14, 1986  — `September 14`
- September 15, 1947  — `September 15`
- September 17, 1978  — `September 17`
- September 22, 1978  — `September 22`
- September 23, 1956  — `September 23`
- September 25, 1977  — `September 25`
- September 29, 1965  — `September 29`
- September 30, 1968  — `September 30`
- October 1, 1989  — `October 1`
- October 4, 1968  — `October 4`
- October 5, 1950  — `October 5`
- October 6, 1960  — `October 6`
- October 7, 1975  — `October 7`
- October 8, 1997  — `October 8`
- October 10, 1975  — `October 10`
- October 12, 1954  — `October 12`
- October 14, 1958  — `October 14`
- October 15, 1974  — `October 15`
- October 16, 1952  — `October 16`
- October 18, 1949  — `October 18`
- October 19, 1990  — `October 19`
- October 20, 1981  — `October 20`
- October 23, 1975  — `October 23`
- October 24, 1961  — `October 24`
- October 26, 1974  — `October 26`
- October 27, 1980  — `October 27`
- October 28, 1996  — `October 28`
- October 31, 1980  — `October 31`
- November 1, 1971  — `November 1`
- November 3, 1946  — `November 3`
- November 5, 1948  — `November 5`
- November 9, 2000  — `November 9`
- November 10, 1993  — `November 10`
- November 11, 1958  — `November 11`
- November 14, 1950  — `November 14`
- November 17, 1986  — `November 17`
- November 18, 1957  — `November 18`
- November 19, 1964  — `November 19`
- November 23, 1942  — `November 23`
- November 25, 1966  — `November 25`
- November 26, 1993  — `November 26`
- November 28, 1971  — `November 28`
- November 30, 1977  — `November 30`
- December 1, 1943  — `December 1`
- December 2, 1999  — `December 2`
- December 6, 1995  — `December 6`
- December 9, 1951  — `December 9`
- December 10, 1960  — `December 10`
- December 13, 1945  — `December 13`
- December 14, 1985  — `December 14`
- December 16, 1954  — `December 16`
- December 18, 1970  — `December 18`
- December 19, 1948  — `December 19`
- December 21, 1951  — `December 21`
- December 22, 1947  — `December 22`
- December 23, 1990  — `December 23`
- December 24, 1959  — `December 24`
- December 26, 1976  — `December 26`
- December 27, 1979  — `December 27`
- December 28, 1994  — `December 28`
- December 29, 1952  — `December 29`
- December 31, 1993  — `December 31`

</details>

## `birth_city` — 200 values

From 246 candidates: 0 dropped as near-duplicates, 19 for a first_token clash, 27 trimmed to the target.

No pairs flagged.

<details><summary>all 200 values</summary>

- Albuquerque, New Mexico  — `Albuquerque`
- Ann Arbor, Michigan  — `Ann`
- Antwerp, Belgium  — `Ant`
- Athens, Greece  — `Athens`
- Atlanta, Georgia  — `Atlanta`
- Auckland, New Zealand  — `Auckland`
- Austin, Texas  — `Austin`
- Baltimore, Maryland  — `Baltimore`
- Bangalore, India  — `Bangalore`
- Barcelona, Spain  — `Barcelona`
- Basel, Switzerland  — `Bas`
- Belfast, Northern Ireland  — `Belfast`
- Bergen, Norway  — `Ber`
- Berlin, Germany  — `Berlin`
- Birmingham, England  — `Birmingham`
- Bogota, Colombia  — `Bog`
- Boise, Idaho  — `Boise`
- Bologna, Italy  — `B`
- Boston, Massachusetts  — `Boston`
- Boulder, Colorado  — `Boulder`
- Brisbane, Australia  — `Brisbane`
- Bristol, England  — `Bristol`
- Brno, Czechia  — `Br`
- Budapest, Hungary  — `Budapest`
- Buenos Aires, Argentina  — `Buenos`
- Buffalo, New York  — `Buffalo`
- Calgary, Canada  — `Calgary`
- Cape Town, South Africa  — `Cape`
- Cardiff, Wales  — `Cardiff`
- Charleston, South Carolina  — `Charleston`
- Charlotte, North Carolina  — `Charlotte`
- Chattanooga, Tennessee  — `Chattanooga`
- Chennai, India  — `Chennai`
- Cincinnati, Ohio  — `Cincinnati`
- Cleveland, Ohio  — `Cleveland`
- Coimbra, Portugal  — `Co`
- Cologne, Germany  — `Cologne`
- Columbus, Ohio  — `Columbus`
- Copenhagen, Denmark  — `Copenhagen`
- Cork, Ireland  — `Cork`
- Dallas, Texas  — `Dallas`
- Dayton, Ohio  — `Dayton`
- Denver, Colorado  — `Denver`
- Des Moines, Iowa  — `Des`
- Detroit, Michigan  — `Detroit`
- Dresden, Germany  — `Dresden`
- Dunedin, New Zealand  — `Dun`
- Edinburgh, Scotland  — `Edinburgh`
- Edmonton, Canada  — `Edmonton`
- Eindhoven, Netherlands  — `E`
- El Paso, Texas  — `El`
- Eugene, Oregon  — `Eugene`
- Florence, Italy  — `Florence`
- Fort Collins, Colorado  — `Fort`
- Frankfurt, Germany  — `Frankfurt`
- Fresno, California  — `Fresno`
- Fukuoka, Japan  — `Fuk`
- Gdansk, Poland  — `G`
- Geneva, Switzerland  — `Geneva`
- Glasgow, Scotland  — `Glasgow`
- Gothenburg, Sweden  — `Got`
- Granada, Spain  — `Gran`
- Greensboro, North Carolina  — `Greens`
- Grenoble, France  — `Gren`
- Guadalajara, Mexico  — `Gu`
- Hamburg, Germany  — `Hamburg`
- Harrisburg, Pennsylvania  — `Harris`
- Hartford, Connecticut  — `Hartford`
- Helsinki, Finland  — `Helsinki`
- Hiroshima, Japan  — `Hiroshima`
- Ho Chi Minh City, Vietnam  — `Ho`
- Honolulu, Hawaii  — `Honolulu`
- Houston, Texas  — `Houston`
- Hyderabad, India  — `Hyder`
- Indianapolis, Indiana  — `Indianapolis`
- Innsbruck, Austria  — `In`
- Istanbul, Turkey  — `Istanbul`
- Jacksonville, Florida  — `Jacksonville`
- Jaipur, India  — `Ja`
- Jakarta, Indonesia  — `Jakarta`
- Jerusalem, Israel  — `Jerusalem`
- Kampala, Uganda  — `Kamp`
- Kansas City, Missouri  — `Kansas`
- Karlsruhe, Germany  — `Karl`
- Kaunas, Lithuania  — `K`
- Knoxville, Tennessee  — `Knox`
- Kuala Lumpur, Malaysia  — `Kuala`
- Lagos, Nigeria  — `Lag`
- Lancaster, Pennsylvania  — `Lancaster`
- Las Vegas, Nevada  — `Las`
- Lausanne, Switzerland  — `La`
- Leeds, England  — `Leeds`
- Leipzig, Germany  — `Le`
- Lille, France  — `L`
- Lima, Peru  — `Lima`
- Linz, Austria  — `Lin`
- Lisbon, Portugal  — `Lisbon`
- Little Rock, Arkansas  — `Little`
- Liverpool, England  — `Liverpool`
- London, England  — `London`
- Los Angeles, California  — `Los`
- Louisville, Kentucky  — `Louisville`
- Lund, Sweden  — `Lund`
- Luxembourg City, Luxembourg  — `Luxembourg`
- Madison, Wisconsin  — `Madison`
- Madrid, Spain  — `Madrid`
- Malmo, Sweden  — `Mal`
- Manchester, England  — `Manchester`
- Manila, Philippines  — `Manila`
- Marseille, France  — `Marse`
- Medellin, Colombia  — `Med`
- Melbourne, Australia  — `Melbourne`
- Memphis, Tennessee  — `Memphis`
- Mexico City, Mexico  — `Mexico`
- Miami, Florida  — `Miami`
- Milwaukee, Wisconsin  — `Milwaukee`
- Minneapolis, Minnesota  — `Minneapolis`
- Mobile, Alabama  — `Mobile`
- Montpellier, France  — `Mont`
- Montreal, Canada  — `Montreal`
- Munich, Germany  — `Munich`
- Nagoya, Japan  — `Nag`
- Nairobi, Kenya  — `N`
- Naples, Italy  — `Naples`
- Nashville, Tennessee  — `Nashville`
- New Haven, Connecticut  — `New`
- Newcastle, England  — `Newcastle`
- Nice, France  — `Nice`
- Nottingham, England  — `Nottingham`
- Oakland, California  — `Oakland`
- Odense, Denmark  — `Od`
- Omaha, Nebraska  — `Omaha`
- Osaka, Japan  — `Osaka`
- Oslo, Norway  — `Oslo`
- Ottawa, Canada  — `Ottawa`
- Padua, Italy  — `Pad`
- Palermo, Italy  — `Pal`
- Palo Alto, California  — `Palo`
- Perth, Australia  — `Perth`
- Phoenix, Arizona  — `Phoenix`
- Pisa, Italy  — `P`
- Pittsburgh, Pennsylvania  — `Pittsburgh`
- Portland, Maine  — `Portland`
- Porto, Portugal  — `Port`
- Prague, Czechia  — `Prague`
- Providence, Rhode Island  — `Providence`
- Quito, Ecuador  — `Qu`
- Raleigh, North Carolina  — `Raleigh`
- Reno, Nevada  — `Reno`
- Reykjavik, Iceland  — `Rey`
- Richmond, Virginia  — `Richmond`
- Rio de Janeiro, Brazil  — `Rio`
- Rochester, New York  — `Rochester`
- Rome, Italy  — `Rome`
- Rotterdam, Netherlands  — `Rot`
- Salt Lake City, Utah  — `Salt`
- San Antonio, Texas  — `San`
- Santiago, Chile  — `Santiago`
- Sao Paulo, Brazil  — `Sao`
- Sapporo, Japan  — `Sapp`
- Savannah, Georgia  — `Savannah`
- Seattle, Washington  — `Seattle`
- Sendai, Japan  — `Send`
- Seoul, South Korea  — `Seoul`
- Seville, Spain  — `Se`
- Sheffield, England  — `Sheffield`
- Singapore  — `Singapore`
- Sofia, Bulgaria  — `Sof`
- Spokane, Washington  — `Spokane`
- St. Louis, Missouri  — `St`
- Stockholm, Sweden  — `Stockholm`
- Sydney, Australia  — `Sydney`
- Syracuse, New York  — `Syracuse`
- Taipei, Taiwan  — `Tai`
- Tampa, Florida  — `Tampa`
- Tel Aviv, Israel  — `Tel`
- Thessaloniki, Greece  — `The`
- Tokyo, Japan  — `Tokyo`
- Toledo, Ohio  — `Toledo`
- Toronto, Canada  — `Toronto`
- Toulouse, France  — `T`
- Trondheim, Norway  — `Tr`
- Tucson, Arizona  — `Tucson`
- Tulsa, Oklahoma  — `Tulsa`
- Turin, Italy  — `Tur`
- Uppsala, Sweden  — `U`
- Utrecht, Netherlands  — `Ut`
- Valencia, Spain  — `Valencia`
- Vancouver, Canada  — `Vancouver`
- Venice, Italy  — `Venice`
- Vienna, Austria  — `Vienna`
- Vilnius, Lithuania  — `Vil`
- Warsaw, Poland  — `Warsaw`
- Washington, D.C.  — `Washington`
- Wichita, Kansas  — `Wichita`
- Winnipeg, Canada  — `Winnipeg`
- Wroclaw, Poland  — `W`
- Yokohama, Japan  — `Yok`
- Zagreb, Croatia  — `Z`
- Zurich, Switzerland  — `Zurich`

</details>

## `university` — 300 values

From 373 candidates: 5 dropped as near-duplicates, 38 for a first_token clash, 30 trimmed to the target.

No pairs flagged.

<details><summary>all 300 values</summary>

- Aalborg University  — `A`
- Adelphi University  — `Ad`
- Alfred University  — `Alfred`
- American University  — `American`
- Amherst College  — `Am`
- Appalachian State University  — `Appalachian`
- Arizona State University  — `Arizona`
- Ashland University  — `Ash`
- Auburn University  — `Auburn`
- Augsburg University  — `Aug`
- Austin College  — `Austin`
- Babson College  — `Bab`
- Baldwin Wallace University  — `Baldwin`
- Ball State University  — `Ball`
- Bard College  — `Bard`
- Barnard College  — `Barn`
- Bates College  — `Bates`
- Baylor University  — `Baylor`
- Beloit College  — `Bel`
- Bentley University  — `Bentley`
- Bilkent University  — `Bil`
- Binghamton University  — `Bing`
- Bocconi University  — `B`
- Boise State University  — `Boise`
- Bond University  — `Bond`
- Boston College  — `Boston`
- Bowdoin College  — `Bow`
- Bowling Green State University  — `Bowling`
- Brandeis University  — `Brand`
- Brigham Young University  — `Brigham`
- Brock University  — `Brock`
- Brown University  — `Brown`
- Bryn Mawr College  — `Bry`
- Bucknell University  — `Buck`
- Butler University  — `Butler`
- Cairo University  — `Cairo`
- Caldwell University  — `Caldwell`
- California Institute of Technology  — `California`
- Carleton College  — `Car`
- Carnegie Mellon University  — `Carnegie`
- Case Western Reserve University  — `Case`
- Catawba College  — `Cat`
- Cedarville University  — `Cedar`
- Centre College  — `Centre`
- Chalmers University of Technology  — `Chal`
- Chapman University  — `Chapman`
- Charles University  — `Charles`
- Chatham University  — `Ch`
- Citadel Military College  — `Citadel`
- Claremont McKenna College  — `Clare`
- Clarkson University  — `Clarkson`
- Clemson University  — `Clemson`
- Coe College  — `Co`
- Colby College  — `Col`
- Colorado State University  — `Colorado`
- Columbia University  — `Columbia`
- Comenius University  — `Com`
- Concordia University  — `Concord`
- Connecticut College  — `Connecticut`
- Cornell University  — `Cornell`
- Coventry University  — `Cov`
- Creighton College  — `Cre`
- Curtin University  — `Curt`
- Dalhousie University  — `Dal`
- Dartmouth College  — `Dartmouth`
- Davidson College  — `Davidson`
- Deakin University  — `De`
- Denison University  — `Den`
- Dickinson College  — `Dickinson`
- Doshisha University  — `D`
- Drake University  — `Drake`
- Drew University  — `Drew`
- Duke University  — `Duke`
- Duquesne University  — `Du`
- Durham University  — `Durham`
- Earlham College  — `Earl`
- East Carolina University  — `East`
- Eastern Michigan University  — `Eastern`
- Eckerd College  — `E`
- Edgewood College  — `Ed`
- Elmhurst University  — `Elm`
- Elon University  — `Elon`
- Emerson College  — `Emerson`
- Emory University  — `Em`
- Erasmus University Rotterdam  — `Er`
- Fairfield University  — `Fair`
- Fisk University  — `F`
- Flinders University  — `Fl`
- Florida State University  — `Florida`
- Fordham University  — `Ford`
- Franklin Pierce University  — `Franklin`
- Fresno Pacific University  — `Fresno`
- Furman University  — `Fur`
- Gannon University  — `G`
- Geneva College  — `Geneva`
- Georgetown University  — `Georgetown`
- Georgia Institute of Technology  — `Georgia`
- Gettysburg College  — `Getty`
- Gonzaga University  — `Gonz`
- Goucher College  — `Gou`
- Griffith University  — `Griffith`
- Grinnell College  — `Gr`
- Guilford College  — `Gu`
- Gustavus Adolphus College  — `Gustav`
- Hamilton College  — `Hamilton`
- Hampden-Sydney College  — `Hamp`
- Harvard University  — `Harvard`
- Harvey Mudd College  — `Harvey`
- Hendrix College  — `Hend`
- Hiram College  — `Hir`
- Hitotsubashi University  — `Hit`
- Hobart College  — `Hob`
- Hofstra University  — `Hof`
- Hollins University  — `Holl`
- Hope College  — `Hope`
- Howard University  — `Howard`
- Idaho State University  — `Idaho`
- Illinois State University  — `Illinois`
- Indiana State University  — `Indiana`
- Iona University  — `I`
- Jagiellonian University  — `Jag`
- James Madison University  — `James`
- Johns Hopkins University  — `Johns`
- Kalamazoo College  — `Kal`
- Kansas State University  — `Kansas`
- Keele University  — `Kee`
- Keio University  — `Ke`
- Kennesaw State University  — `Kenn`
- Kent State University  — `Kent`
- Kenyon College  — `Ken`
- Kettering University  — `Ket`
- Knox College  — `Knox`
- Korea University  — `Korea`
- Kyoto University  — `Kyoto`
- Kyushu University  — `Ky`
- La Trobe University  — `La`
- Lafayette College  — `Lafayette`
- Lake Forest College  — `Lake`
- Lancaster University  — `Lancaster`
- Lawrence Technological University  — `Lawrence`
- Lehigh University  — `Le`
- Lesley University  — `Les`
- Liberty University  — `Liberty`
- Linfield University  — `Lin`
- Lipscomb University  — `L`
- Lund University  — `Lund`
- Lycoming College  — `Ly`
- Maastricht University  — `Ma`
- Macalester College  — `Mac`
- Mahidol University  — `Mah`
- Makerere University  — `Make`
- Manhattan College  — `Manhattan`
- Marietta College  — `Mar`
- Marquette University  — `Marqu`
- Marshall University  — `Marshall`
- Masaryk University  — `Mas`
- McGill University  — `McGill`
- McMaster University  — `McMaster`
- Meiji University  — `Me`
- Mercer University  — `Mercer`
- Merrimack College  — `Mer`
- Messiah University  — `Messiah`
- Miami University  — `Miami`
- Middlebury College  — `Middle`
- Millsaps College  — `Mills`
- Misericordia University  — `M`
- Mississippi State University  — `Mississippi`
- Monash University  — `Mon`
- Montana State University  — `Montana`
- Moravian University  — `Mor`
- Morehouse College  — `More`
- Mount Holyoke College  — `Mount`
- Murray State University  — `Murray`
- Nagoya University  — `Nag`
- Nanjing University  — `Nan`
- Nanyang Technological University  — `N`
- Nazareth College  — `Naz`
- New Mexico State University  — `New`
- Niagara University  — `Niagara`
- Northeastern University  — `Nort`
- Northwestern University  — `Northwestern`
- Oakland University  — `Oakland`
- Oberlin College  — `Ober`
- Occidental College  — `Occ`
- Oglethorpe University  — `Og`
- Ohio State University  — `Ohio`
- Oklahoma State University  — `Oklahoma`
- Old Dominion University  — `Old`
- Oregon State University  — `Oregon`
- Osaka University  — `Osaka`
- Otterbein University  — `Ot`
- Oxford Brookes University  — `Oxford`
- Pace University  — `Pace`
- Pacific Lutheran University  — `Pacific`
- Peking University  — `P`
- Pennsylvania State University  — `Pennsylvania`
- Pepperdine University  — `Pepper`
- Pomona College  — `Pom`
- Pompeu Fabra University  — `Pompe`
- Portland State University  — `Portland`
- Prairie View A&M University  — `Prairie`
- Princeton University  — `Princeton`
- Providence College  — `Providence`
- Purdue University  — `Purdue`
- Queen's University  — `Queen`
- Quinnipiac University  — `Quinn`
- Radboud University  — `Rad`
- Ramapo College  — `Ram`
- Reed College  — `Reed`
- Regis University  — `Reg`
- Rensselaer Polytechnic Institute  — `R`
- Rhodes College  — `Rhodes`
- Rice University  — `Rice`
- Rider University  — `Rider`
- Ripon College  — `Rip`
- Roanoke College  — `Ro`
- Rochester Institute of Technology  — `Rochester`
- Rollins College  — `Rollins`
- Roosevelt University  — `Roosevelt`
- Rowan University  — `Row`
- Ryerson University  — `Ry`
- Sabanci University  — `Saban`
- Sacred Heart University  — `Sacred`
- Salisbury University  — `Sal`
- Samford University  — `Sam`
- San Diego State University  — `San`
- Santa Clara University  — `Santa`
- Scripps College  — `Sc`
- Seattle Pacific University  — `Seattle`
- Seton Hall University  — `Set`
- Shippensburg University  — `Sh`
- Siena College  — `S`
- Simmons University  — `Simmons`
- Simon Fraser University  — `Simon`
- Skidmore College  — `Sk`
- Smith College  — `Smith`
- Sonoma State University  — `Son`
- Sophia University  — `Sophia`
- Southern Methodist University  — `Southern`
- Stanford University  — `Stanford`
- Stellenbosch University  — `St`
- Stevens Institute of Technology  — `Stevens`
- Stonehill College  — `Stone`
- Suffolk University  — `Suffolk`
- Sungkyunkwan University  — `Sung`
- Susquehanna University  — `Sus`
- Swansea University  — `Swansea`
- Swarthmore College  — `Sw`
- Syracuse University  — `Syracuse`
- Tampere University  — `Tam`
- Tel Aviv University  — `Tel`
- Temple University  — `Temple`
- Tennessee State University  — `Tennessee`
- Texas Christian University  — `Texas`
- Thammasat University  — `Th`
- Tilburg University  — `Til`
- Tohoku University  — `T`
- Tongji University  — `Tong`
- Towson University  — `Tow`
- Transylvania University  — `Trans`
- Trent University  — `Trent`
- Trinity College Dublin  — `Trinity`
- Troy University  — `Troy`
- Tufts University  — `Tu`
- Union College  — `Union`
- Uppsala University  — `U`
- Ursinus College  — `Urs`
- Utah State University  — `Utah`
- Utrecht University  — `Ut`
- Valparaiso University  — `Val`
- Vanderbilt University  — `Vanderbilt`
- Vassar College  — `V`
- Villanova University  — `Vill`
- Virginia Tech  — `Virginia`
- Wabash College  — `W`
- Wageningen University  — `Wag`
- Wake Forest University  — `Wake`
- Washburn University  — `Wash`
- Wayne State University  — `Wayne`
- Wells College  — `Wells`
- West Virginia University  — `West`
- Western Michigan University  — `Western`
- Wheaton College  — `Whe`
- Whitman College  — `Whitman`
- Whittier College  — `Wh`
- Wichita State University  — `Wichita`
- Widener University  — `Wid`
- Wilfrid Laurier University  — `Wil`
- Willamette University  — `Will`
- Williams College  — `Williams`
- Winthrop University  — `Win`
- Worcester Polytechnic Institute  — `Worcester`
- Wright State University  — `Wright`
- Xavier University  — `Xavier`
- Xiamen University  — `X`
- Yale University  — `Yale`
- Yeshiva University  — `Yes`
- York University  — `York`
- Youngstown State University  — `Young`
- Zhejiang University  — `Z`

</details>

## `major` — 100 values

From 127 candidates: 11 dropped as near-duplicates, 12 for a first_token clash, 4 trimmed to the target.

**Flagged pairs — for a human to accept or reject:**

| a | b | why flagged |
|---|---|---|
| Biochemistry | Chemistry | one contains the other |
| Biology | Microbiology | one contains the other |
| Economics | Macroeconomics | one contains the other |

<details><summary>all 100 values</summary>

- Accounting  — `Accounting`
- Aerospace Engineering  — `Aerospace`
- African Studies  — `African`
- Agricultural Science  — `Agricultural`
- Anthropology  — `Anthropology`
- Applied Mathematics  — `Applied`
- Archaeology  — `Archae`
- Architecture  — `Architecture`
- Art History  — `Art`
- Astronomy  — `Astron`
- Astrophysics  — `Ast`
- Atmospheric Science  — `Atmospheric`
- Biochemistry  — `Bi`
- Bioengineering  — `Bio`
- Biology  — `Biology`
- Business Administration  — `Business`
- Chemical Engineering  — `Chemical`
- Chemistry  — `Chemistry`
- Civil Engineering  — `Civil`
- Classics  — `Classics`
- Cognitive Science  — `Cognitive`
- Communications  — `Communications`
- Comparative Literature  — `Compar`
- Computer Engineering  — `Computer`
- Criminology  — `Crim`
- Data Science  — `Data`
- Dentistry  — `Dent`
- Earth Science  — `Earth`
- Ecology  — `Ecology`
- Econometrics  — `E`
- Economics  — `Economics`
- Education  — `Education`
- Electrical Engineering  — `Electrical`
- Engineering Physics  — `Engineering`
- English Literature  — `English`
- Environmental Engineering  — `Environmental`
- Epidemiology  — `Epidem`
- Film Studies  — `Film`
- Finance  — `Finance`
- Forestry  — `Forestry`
- French Literature  — `French`
- Genetics  — `Genetics`
- Geography  — `Ge`
- German Studies  — `German`
- Graphic Design  — `Graphic`
- Health Policy  — `Health`
- Industrial Design  — `Industrial`
- Information Science  — `Information`
- International Relations  — `International`
- Japanese Studies  — `Japanese`
- Journalism  — `Journalism`
- Linguistics  — `L`
- Macroeconomics  — `Macro`
- Management Science  — `Management`
- Marketing  — `Marketing`
- Materials Science  — `Materials`
- Mechanical Engineering  — `Mechanical`
- Media Studies  — `Media`
- Medicine  — `Medicine`
- Microbiology  — `Micro`
- Museum Studies  — `Museum`
- Nanotechnology  — `Nan`
- Neuroscience  — `Neuroscience`
- Nuclear Engineering  — `Nuclear`
- Nursing  — `Nursing`
- Nutrition Science  — `Nutrition`
- Occupational Therapy  — `Occup`
- Oceanography  — `Ocean`
- Operations Research  — `Operations`
- Paleontology  — `Pale`
- Petroleum Engineering  — `Petroleum`
- Pharmacology  — `Pharmac`
- Pharmacy  — `Pharm`
- Philosophy  — `Philosophy`
- Photography  — `Photography`
- Physical Therapy  — `Physical`
- Plant Science  — `Plant`
- Political Science  — `Political`
- Psychology  — `Psychology`
- Public Administration  — `Public`
- Radiology  — `Rad`
- Religious Studies  — `Religious`
- Robotics  — `Robotics`
- Russian Literature  — `Russian`
- Social Work  — `Social`
- Sociology  — `Soci`
- Software Engineering  — `Software`
- Soil Science  — `So`
- Spanish Literature  — `Spanish`
- Sports Science  — `Sports`
- Statistics  — `Statistics`
- Structural Engineering  — `Struct`
- Supply Chain Management  — `Supply`
- Sustainability Science  — `S`
- Systems Engineering  — `Systems`
- Theatre Arts  — `Theatre`
- Theology  — `The`
- Toxicology  — `Toxic`
- Urban Planning  — `Urban`
- Zoology  — `Zo`

</details>

## `employer` — 250 values

From 430 candidates: 0 dropped as near-duplicates, 45 for a first_token clash, 135 trimmed to the target.

No pairs flagged.

<details><summary>all 250 values</summary>

- ABB  — `AB`
- AT&T  — `AT`
- Adidas  — `Adidas`
- Adobe  — `Adobe`
- Adyen  — `Ad`
- Agilent Technologies  — `Ag`
- Air Canada  — `Air`
- Akamai  — `Ak`
- Alaska Airlines  — `Alaska`
- Alcoa  — `Al`
- Aldi  — `Ald`
- Allianz  — `All`
- Alphabet  — `Alphabet`
- Altria  — `Alt`
- Amgen  — `Am`
- Analog Devices  — `Analog`
- Apple  — `Apple`
- Arcelor Mittal  — `Ar`
- Asahi Breweries  — `As`
- AstraZeneca  — `Ast`
- Autodesk  — `Aut`
- Avery Dennison  — `Avery`
- Aviva  — `Av`
- Bandai Namco  — `Band`
- Barclays  — `Barclays`
- Barilla  — `Bar`
- Baxter International  — `Baxter`
- Bayer  — `Bayer`
- Bechtel  — `Be`
- Best Buy  — `Best`
- BlackRock  — `Black`
- Bombardier  — `Bomb`
- Bosch  — `Bos`
- Boston Scientific  — `Boston`
- Bridgestone  — `Brid`
- Brother Industries  — `Brother`
- Bunge  — `Bun`
- CBRE Group  — `CB`
- CD Projekt  — `CD`
- CSX  — `CS`
- Cadence Design Systems  — `Cad`
- Canon  — `Canon`
- Capcom  — `Capcom`
- Carlsberg  — `Car`
- Caterpillar  — `Cater`
- Charter Communications  — `Charter`
- Chevron  — `Chevron`
- Chubb  — `Ch`
- Citigroup  — `Cit`
- Cloudflare  — `Cloud`
- Coca-Cola  — `Coca`
- Colgate-Palmolive  — `Col`
- Comcast  — `Comcast`
- Commerzbank  — `Com`
- Compass Group  — `Compass`
- Concentrix  — `Concent`
- Continental  — `Continental`
- Coupang  — `Coup`
- Credit Agricole  — `Credit`
- DSV  — `DS`
- Danaher  — `Dana`
- Danone  — `Dan`
- Deutsche Bahn  — `Deutsche`
- Diageo  — `Di`
- Dow  — `Dow`
- DuPont  — `Du`
- Duke Energy  — `Duke`
- Ecolab  — `E`
- Edwards Lifesciences  — `Edwards`
- Electronic Arts  — `Electronic`
- Emerson Electric  — `Emerson`
- Enel  — `En`
- Equifax  — `Equ`
- Ericsson  — `Eric`
- Essity  — `Ess`
- Etihad Airways  — `Et`
- Expedia  — `Exp`
- Ferrari  — `Ferrari`
- Ferrero  — `Fer`
- Fidelity Investments  — `F`
- Finnair  — `Finn`
- Flinders Port  — `Fl`
- Fluor  — `Flu`
- Freeport-McMoRan  — `Fre`
- Garmin  — `Garmin`
- Generali  — `General`
- Gilead Sciences  — `G`
- Glencore  — `Glen`
- Goldman Sachs  — `Goldman`
- Goodyear  — `Good`
- Grainger  — `Gra`
- Grifols  — `Gr`
- HCL Technologies  — `H`
- Halliburton  — `Hall`
- Heineken  — `He`
- Hershey  — `Hers`
- Hikvision  — `Hik`
- Holcim  — `Hol`
- Honeywell  — `Honey`
- Hyundai Motor  — `Hyundai`
- IBM  — `IBM`
- ING Group  — `IN`
- Iberdrola  — `I`
- Illinois Tool Works  — `Illinois`
- Illumina  — `Illum`
- Intel  — `Intel`
- Intesa Sanpaolo  — `Int`
- Jacobs Solutions  — `Jacobs`
- John Wiley and Sons  — `John`
- Johnson Controls  — `Johnson`
- Juniper Networks  — `Jun`
- KBR  — `K`
- Kellanova  — `Kell`
- Keurig Dr Pepper  — `Ke`
- Kingspan  — `Kings`
- Komatsu  — `Kom`
- Kroger  — `Kro`
- Lam Research  — `Lam`
- Lego Group  — `Lego`
- Lenovo  — `Lenovo`
- Levi Strauss  — `Levi`
- Liberty Mutual  — `Liberty`
- Lindt  — `Lind`
- Logitech  — `Log`
- Macquarie Group  — `Mac`
- Maersk  — `Ma`
- Mahindra  — `Mah`
- Mapfre  — `Map`
- Marriott International  — `Marriott`
- Mars  — `Mars`
- Masco  — `Mas`
- Mastercard  — `Master`
- McCormick  — `McCorm`
- McKesson  — `McK`
- Medtronic  — `Med`
- Merck  — `Mer`
- MetLife  — `Met`
- Meta Platforms  — `Meta`
- Michelin  — `Miche`
- Micron Technology  — `Mic`
- Microsoft  — `Microsoft`
- Mizuho Financial Group  — `Miz`
- Moderna  — `Modern`
- Moody's  — `Moody`
- Morgan Stanley  — `Morgan`
- Motorola Solutions  — `Motorola`
- Munich Re  — `Munich`
- NTT Data  — `N`
- Nasdaq  — `Nas`
- NatWest Group  — `Nat`
- Netflix  — `Netflix`
- Nike  — `Nike`
- Nintendo  — `Nintendo`
- Nokia  — `Nokia`
- Norfolk Southern  — `Norfolk`
- Northrop Grumman  — `North`
- Novartis  — `Nov`
- Nutrien  — `Nut`
- Okta  — `Ok`
- Olympus  — `Olympus`
- Omron  — `Om`
- Otis Worldwide  — `Ot`
- PTC  — `P`
- Pandora  — `Pandora`
- Patagonia  — `Pat`
- PepsiCo  — `Pepsi`
- PerkinElmer  — `Per`
- Pfizer  — `Pf`
- Philips  — `Philips`
- Porsche  — `Porsche`
- Prologis  — `Pro`
- Prudential  — `Pr`
- Qantas  — `Q`
- Quanta Services  — `Qu`
- Raytheon  — `Ray`
- Reckitt  — `Reck`
- Reliance Industries  — `Rel`
- Renault  — `Renault`
- Ricoh  — `Ric`
- Rio Tinto  — `Rio`
- Rockwell Automation  — `Rock`
- Rolls-Royce  — `Rolls`
- Ryder System  — `Ryder`
- SAP  — `SAP`
- SKF  — `SK`
- Saint-Gobain  — `Saint`
- Salesforce  — `Sales`
- Sandvik  — `Sand`
- Sanofi  — `San`
- Santander  — `Sant`
- Schlumberger  — `Schl`
- Schneider Electric  — `Schneider`
- Sega Sammy  — `Sega`
- Sembcorp  — `Sem`
- ServiceNow  — `Service`
- Sharp  — `Sharp`
- Shell  — `Shell`
- Shiseido  — `Sh`
- Shopify  — `Shop`
- Siemens  — `Siem`
- Sika  — `S`
- Skanska  — `Sk`
- Sonova  — `Son`
- Southwest Airlines  — `Southwest`
- Stantec  — `St`
- Starbucks  — `Starbucks`
- State Street  — `State`
- Sumitomo Chemical  — `Sum`
- Swatch Group  — `Sw`
- Swiss Re  — `Swiss`
- Take-Two Interactive  — `Take`
- Teck Resources  — `Te`
- Telenor  — `Tel`
- Teleperformance  — `Tele`
- Teradyne  — `Ter`
- Tesco  — `Tes`
- Tesla  — `Tesla`
- Tetra Tech  — `Tet`
- Thales  — `Th`
- Thermo Fisher Scientific  — `Ther`
- Thomson Reuters  — `Thomson`
- Tokio Marine  — `Tok`
- TotalEnergies  — `Total`
- Tractor Supply  — `T`
- Turkish Airlines  — `Turkish`
- Tyson Foods  — `Tyson`
- UBS  — `U`
- Unilever  — `Un`
- Union Pacific  — `Union`
- Unity Software  — `Unity`
- Vale  — `Vale`
- Vestas  — `Vest`
- Vinci  — `Vin`
- Visa  — `Visa`
- Volkswagen  — `Volkswagen`
- Volvo  — `Volvo`
- Walgreens  — `Wal`
- Walt Disney  — `Walt`
- Waters  — `Waters`
- Wayfair  — `Way`
- Wells Fargo  — `Wells`
- Weyerhaeuser  — `We`
- Wolters Kluwer  — `Wol`
- Woolworths Group  — `Wool`
- Xylem  — `X`
- Yamaha  — `Yamaha`
- Yara International  — `Y`
- Yokogawa  — `Yok`
- Zalando  — `Z`
- Zurich Insurance  — `Zurich`

</details>