prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: How many novels did Margaret Way write?

Read the following text and answer briefly.

Context 1: Margaret Way (b  Brisbane d  Cleveland, Queensland, Australia ) was an Australian writer of romance novels and women's fiction  A prolific author, Way wrote more than 120 novels since 1970, many through Mills & Boon, a romance imprint of British publisher Harlequin UK Ltd , owned by Harlequin Enterprises 

Biography
Before her marriage, she was a well-known pianist, teacher, vocal coach and accompanist  She began writing when her son, Laurence Way, was born, a friend took a pile of Mills & Boon books to her, she read all and decided that she also could write these types of novels  She began to write and promote her country with her stories set in Australia  She sold her first novels in 1970  Margaret Way lives with her family in her native Brisbane  Beginning in 2013, Margaret began to self-publish, releasing her first "e-book" mid-July 

Margaret died on the 10th of August 2022 in Cleveland, Queensland 

Bibliography

Single Novels
King Country (1970)
Blaze of Silk (1970)
The Time of the Jacaranda (1970)
Bauhinia Junction (1971)
Man from Bahl Bahla (1971)
Summer Magic (1971)
Return to Belle Amber (1971)
Ring of Jade (1972)
Copper Moon (1972)
Rainbow Bird (1972)
Man Like Daintree (1972)
Noonfire (1972)
Storm Over Mandargi (1973)
Wind River (1973)
Love Theme (1974)
McCabe's Kingdom (1974)
Sweet Sundown (1974)
Reeds of Honey (1975)
Storm Flower (1975)
Lesson in Loving (1975)
Flight into Yesterday (1976)
Red Cliffs of Malpara (1976)
Man on Half-moon (1976)
Swan's Reach (1976)
Mutiny in Paradise (1977)
One Way Ticket (1977)
Portrait of Jaime (1977)
Black Ingo (1977)
Awakening Flame (1978)
Wild Swan (1978)
Ring of Fire (1978)
Wake the Sleeping Tiger (1978)
Valley of the Moon (1979)
White Magnolia (1979)
Winds of Heaven (1979)
Blue Lotus (1979)
Butterfly and the Baron (1979)
Golden Puma (1980)
Temple of Fire (1980)
Lord of the High Valley (1980)
Flamingo Park (1980)
North of Capricorn (1981)
Season for Change (1981)
Shadow Dance (1981)
McIvor Affair (1981)
Home to Morning Star (1981)
Broken Rhapsody (1982)
The Silver Veil (1982)
Spellbound (1982)
Hunter's Moon (1982)
Girl at Cobalt Creek (1983)
No Alternative (1983)
House of Memories (1983)
Almost a Stranger (1984)
A place called Rambulara (1984)
Fallen Idol (1984)
Hunt the Sun (1985)
Eagle's Ridge (1985)
The Tiger's Cage (1986)
Innocent in Eden (1986)
Diamond Valley (1986)
Morning Glory (1988)
Devil Moon (1988)
Mowana Magic (1988)
Hungry Heart (1988)
Rise of an Eagle (1988)
One Fateful Summer (1993)
The Carradine Brand (1994)
Holding on to Alex (1997)
The Australian Heiress (1997)
Claiming His Child (1999)
The Cattleman's Bride (2000)
The Cattle Baron (2001)
The Husbands of the Outback (2001)
Secrets of the Outback (2002)
With This Ring (2003)
Innocent Mistress (2004)
Cattle Rancher, Convenient Wife (2007)
Outback Marriages (2007)
Promoted: Nanny to Wife (2007)
Cattle Rancher, Secret Son (2007)
Genni's Dilemma (2008)
Bride At Briar Ridge (2009)
Outback Heiress, Surprise Proposal (2009)
Cattle Baron, Nanny Needed (2009)

Legends of the Outback Series
Mail Order Marriage (1999)
The Bridesmaid's Wedding (2000)
The English Bride (2000)
A Wife at Kimbara (2000)

Koomera Crossing Series
Sarah's Baby (2003)
Runaway Wife (2003)
Outback Bridegroom (2003)
Outback Surrender (2003)
Home to Eden (2004)

McIvor Sisters Series
The Outback Engagement (2005)
Marriage at Murraree (2005)

Men Of The Outback Series
The Cattleman (2006)
The Cattle Baron's Bride (2006)
Her Outback Protector (2006)
The Horseman (2006)

Outback Marriages Series
Outback Man Seeks Wife (2007)
Cattle Rancher, Convenient Wife (2007)

Barons of the Outback Series Multi-Author
Wedding At Wangaree Valley (2008)
Bride At Briar's Ridge (2008)

Family Ties Multi-Author
Once Burned (1995)

Hitched! Multi-Author
A Faulkner Possession (1996)

Simply the Best Multi-Author
Georgia and the Tycoon (1997)

The Big Event Multi-Author
Beresford's Bride (1998)

Guardian Angels Multi-Author
Gabriel's Mission (1998)

Australians Series Multi-Author
7  Her Outback Man (1998)
17  Master of Maramba (2001)
19  Outback Fire (2001)
22  Mistaken Mistress (2002)
24  Outback Angel (2002)
33  The Australian Tycoon's Proposal (2004)
35  His Heiress Wife (2004)

Marrying the Boss Series Multi-Author
Boardroom Proposal (1999)

Contract Brides Series Multi-Author
Strategy for Marriage (2002)

Everlasting Love Series Multi-Author
Hidden Legacy (2008)

Diamond Brides Series Multi-Author
The Australian's Society Bride (2008)

Collections
Summer Magic / Ring of Jade / Noonfire (1981)
Wife at Kimbara / Bridesmaid's Wedding (2005)

Omnibus in Collaboration
Pretty Witch / Without Any Amazement / Storm Over Mandargi (1977) (with Lucy Gillen and Margaret Malcolm)
Dear Caliban / Heart of the Eagle / Swans' Reach (1978) (with Jane Donnelly and Elizabeth Graham)
The Bonds of Matrimony / Dragon Island / Reeds of Honey (1979) (with Elizabeth Hunter and Henrietta Reid)
The Man Outside / Castles in Spain / McCabe's Kingdom (1979) (with Jane Donnelly and Rebecca Stratton)
Winds From The Sea / Island of Darkness / Wind River (1979) (with Margaret Pargeter and Rebecca Stratton)
Moorland Magic / Tree of Idleness / Sweet Sundown (1980) (with Elizabeth Ashton and Elizabeth Hunter)
The Shifting Sands / Portrait of Jaime / Touched by Fire (1982) (with Jane Donnelly and Kay Thorpe)
Head of Chancery / Wild Heart / One-Way Ticket (1986) (with Betty Beaty and Doris Smith)
Heart of the Scorpion / The Winds of Heaven / Sweet Compulsion (1987) (with Janice Gray and Victoria Woolf)
One Brief Sweet Hour / Once More With Feeling / Blue Lotus (1990) (with Jane Arbor and Natalie Sparks)
Marry Me Cowboy (1995) (with Janet Dailey, Susan Fox and Anne McAllister)
Husbands on Horseback (1996) (with Diana Palmer)
Wedlocked (1999) (with Day Leclaire and Anne McAllister)
Mistletoe Magic (1999) (with Betty Neels and Rebecca Winters)
The Australians (2000) (with Helen Bianchin and Miranda Lee)
Weddings Down Under (2001) (with Helen Bianchin and Jessica Hart)
Outback Husbands (2002) (with Marion Lennox)
The Mother's Day Collection (2002) (with Helen Dickson and Kate Hoffmann)
Australian Nights (2003) (with Miranda Lee)
Outback Weddings (2003) (with Barbara Hannay)
Australian Playboys (2003) (with Helen Bianchin and Marion Lennox)
Australian Tycoons (2004) (with Emma Darcy and Marion Lennox)
A Mother's Day Gift (2004) (with Anne Ashley and Lucy Monroe)
White Wedding (2004) (with Judy Christenberry and Jessica Steele)
A Christmas Engagement (2004) (with Sara Craven and Jessica Matthews)
A Very Special Mother's Day (2005) (with Anne Herries)
All I Want for Christmas    (2005) (with Betty Neels and Jessica Steele)
The Mills and Boon Collection (2006) (with Caroline Anderson and Penny Jordan)
Outback Desire (2006) (with Emma Darcy and Carol Marinelli)
To Mum, with Love (2006) (with Rebecca Winters)
Australian Heroes (2007) (with Marion Lennox and Fiona McArthur)
Tall, Dark and Sexy (2008) (with Caroline Anderson and Helen Bianchin)
The Boss's Proposal (2008) (with Jessica Steele and Patricia Thayer)
Island Heat / Outback Man Seeks Wife / Prince's Forbidden Virgin / One Night Before Marriage / Their Lost-and-found Family / Single Dad's Marriage Wish (2008) (with Robyn Donald, Marion Lennox, Carol Marinelli, Sarah Mayberry and Anne Oliver)
Australian Billionaires (2009) (with Jennie Adams and Amy Andrews)
Cattle Baron : Nanny Needed / Bachelor Dad on Her Doorstep (2009) (with Michelle Douglas)

External links
Margaret Way at Harlequin Enterprises Ltd

Australian romantic fiction writers
Australian women novelists
Living people
Year of birth missing (living people)
Women romantic fiction writers
Context 2: Rokebye, Ralph of Yorks, arm  Gloucester Hall, matric  9 Nov , 1582, aged 15; student of Lincoln's Inn 1585  See Foster's Inns of Court Register 
Rokebye, Ralph of Herts (? Yorks), gent  Broadgates Hall, matric  entry 28 Feb , 1589-90, aged 14  See pedigree in Foster's Yorkshire Collection 
Rokeby, William (brother of Sir Richard, treasurer of Ireland, son of John, of Thundercliffe Grange, Yorks), fellow of King's Hall, Cambridge, D Can L ; rector of Sandal 1487, and of Halifax, Yorks, 1502, rector of Fakenham, Norfolk, 1496, chancellor of Ireland 1498, and 1515, bishop of Meath, and privy councillor 1507, archbishop of Dublin 1512, archdeacon of Surrey 1520, until his death 29 Nov , 1521  See Ath  ii  717; Cotton, i  25; & Lansdowne MS  979, ff  4, 6 
Rolfe, Augustine (Rolfus) M A  from Queen's Coll , Cambridge, 1595; incorporated 10 July, 1599 
Rolf, Richard B A  from Emanuel Coll , Cambridge, 1584-5 (incorporated 11 July, 1585); M A  1588  See Foster's Graduati Cantab 
Rolfe, William cler  fil  New Coll , matric  10 March, 1656-7, B A  1660, fellow, M A  14 Jan , 1663-4; rector of Brampton 1668, and of Stoke Bruern, Northants, 1676, until his death, buried (at Stoke Bruern) 6 Sept , 1693  See Baker's Northants, i  86 
Rolfe, William s  William, of Stoke-Bruern, Northants, cler  Brasenose Coll  7 July, 1688, aged 16; student of Inner Temple 1692, buried in the Temple church 1 March, 1692-3  See Foster's Inns of Court Reg 
Rolle, Denis youngest son John, of Steventon, Devon, equitis  Exeter Coll , matric  15 Feb , 1666-7, aged 17; brother of John same date 
Rolle, Denis s  D , of Heanton, Devon, arm  Exeter Coll  matric  24 Oct , 1687, aged 17; B A  1691, M A  1694 (as Denys), rector of Merton, Devon, 1696  See Samuel 1687, & Foster's Index Ecclesiasticus 
Rolle, (Sir) Henry of Devon, arm  fil  Broadgates Hall, matric  14 June, 1594, aged 18; student of Middle Temple 1597 (as son and heir of Henry, of Steventon, Devon, esq ), knighted 23 July, 1603, died in 1617  See Foster's Inns of Court Reg 
Rolle, Henry of Devon, arm  Exeter Coll , matric  20 March, 1606-7, aged 17; bar -at-law, Inner Temple, 1618, bencher 1633 (2s  Robert, of Heanton, Devon), M P  Callington 1621-2, 1624-5, Truro 1625-1626, 1628-9, serjeant-at-law 1640, recorder of Dorchester 1636, a judge of king's bench 1645, chief justice of upper bench 1648-55, died 30 July, 1656, buried in Shapwick church, Somerset; brother of Samuel 1605  See Ath  iii  416; & Foster's Judges and Barristers 
Rolle, Henry s  Alex , of Tavistock, Devon, gent  Christ Church, matric  23 March, 1696-7, aged 17 
Rolle, John of Devon, arm  Exeter Coll , matric  30 May, 1589, aged 15; B A  8 Feb , 1592-3, M A  25 May, 1596 
Rolle, John 1s  John, of Steventon, Devon, equitis  Exeter Coll , matric  15 Feb , 1666-7, aged 18; of Bicton, Devon; died in his father's lifetime, buried at Bicton 22 April, 1689; brother of Denis 1667, and father of Denis 1698 
Rolle, Richard s  Richard, of Cookeburye, Devon, gent  New Inn Hall, matric  26 Sept , 1634, aged 18; B A  from Jesus Coll , Cambridge, 1638, incorporated from Gloucester Hall 17 Dec , 1639, M A  2 July, 1642, rector of Sheviocke, Cornwall, 1656; father of the next-named  See Foster's Index Eccl 
Rolle, Richard s  R , of Sheviock, Cornwall, cler  St  Alban Hall, matric  3 July, 1674, aged 17; B A  1678 
Rolle, Robert (Rooles or Roales) fellow New Coll  1551-60 from Mark Lane, city of London, B A  26 June, 1555, M A  26 July, 1560, B D  22 Jan , 1572-3, D D  June, 1585, a teacher in Westminster school; perhaps canon of Combe (4) in Wells, 1574, and rector of Stoke Climsland, Devon, 1574  See O H S  i  345; & Foster's Index Eccl 
Rolle, Samuel s  Denis, of Great Torrington, Devon, arm  Exeter Coll , matric  16 July, 1687, aged 18, B A  1691; bar -at-law Middle Temple 1697; M P  Barnstaple 1705, died 1747; see Denis 1687  See Foster's Judges and Barristers 
Rolle, William B C L  14 July, 1528; perhaps vicar of Yarncombe, Devon, 1536  See Foster's Index Ecclesiasticus 
Rolles, Gabriel (Rooles) B A  from St  John's Coll , Cambridge, 1610-11, M A  1614; incorporated 13 July, 1619, rector of East Locking, Berks, 1620, as Rolle  See Foster's Graduati Cantab 
Rolles, Richard gent  Jesus Coll , matric  1 March, 1632-3, B A  next day, M A  15 Oct , 1635; perhaps created B D  20 Dec  1642, "ex regis gratia," rector of Wavendon, Bucks, and of Witham, Essex, 1646, by the Westminster assembly  See Add  MS  15,670, p  70 
Rolles, William s  Richard, of Lewknor, Oxon, gent  St  John's Coll , matrie  12 March, 1637-8, aged 17, B A  9 Nov , 1641, M A  6 July, 1644; B D  from Jesus Coll  12 Sept , 1661, rector of Wheatfield, Oxon, 1660, and of Chalfont St  Giles, Bucks, 1662  See Foster's Index Eccl 
Rolles, William created M A  from Exeter Coll  14 April, 1648 
Rolleston, Simon created M A  31 Aug , 1636 
Rolleston, Thomas of Devon, gent  Wadham Coll , matric  12 May, 1620, aged 16 
Rollinson, Francis 1584  See Rallinson 
Rollinson, William s  "Jose," of London, gent  St  John's Coll , matric  7 March, 1694-5, aged 15; perhaps brother of John Rawlinson, of New Coll  1692  See page 1236 
Rolt, Edward youngest son of Tho , of London, equitis  Merton Coll , matric  7 Nov , 1701, aged 15; of Sacomb, Herts, and Chippenham, Wilts, student of Lincoln's Inn, 1702, M P  St  Mawes 1713, Grantham 1715-22, Chippenham 1722; died 22 Dec , 1722; his father knighted 1 Oct , 1682, and died 9 Sept , 1710  See Foster's Parliamentary Dictionary 
Rolte, George s  Thomas, of St  Margarets par  Darenth, Kent, pleb  St  Alban Hall, matric  17 June, 1631, aged 18; B A  20 June, 1631, M A  29 April, 1634, incorporated at Cambridge 1639 
Romane, Edmund pleb  Balliol Coll , matric  20 Feb , 1627-8, aged 18; B A  next day, M A  3 June, 1630 
Romaine, Matthew pleb  Balliol Coll , matric  10 June, 1630, B A  same day, M A  14 May, 1633, vicar of Stoke Gaylard, Dorset, 1639; father of the next  See Foster's Index Eccl 
Romayne, Thomas s  Matth , of Stoke Gaylard, Dorset, minister  Wadham Coll , matric  17 July, 1669, aged 17; B A  from Hart Hall 1673, "the intruded" rector of Stoke Gaylard 1675  See Foster's Index Eccl 
Romayne, William (Ronayne) gent  Trinity Coll , matric  31 July, 1671, aged 16 
Rome, Harcourt s  William, of London, p p  Brasenose Coll , matric  13 Dec , 1672, aged 17 
Rome, William s  G  (? "Gul "), of Northampton (city), pleb  Brasenose Coll , matric  11 Dec , 1684, aged 16 
Romney, Joseph B A  from Emanuel Coll , Cambridge, 1610-11, M A  1614; incorporated 8 July, 1614, student of Inner Temple 1610, as of London, gent  See Foster's Inns of Court Reg 
Rone, John s  Randolph, of Hanmer, Flints, pleb  Brasenose Coll , matric  10 Oct , 1634, aged 18; D D  Trinity Coll , Dublin, 25 Jan , 1666 (as Roane), vicar of Hanmer, Flints, 1644, ejected same year, dean of Clogher 1667, bishop of Killaloe 1675, until his death 5 Sept , 1692  See Cotton's Fasti Ecc  Hib  i  467 
Rone, William of New Coll  1661  See Roane 
Roode, Edward (or Rode) B A  21 July, 1522, M A  26 Nov , 1534; perhaps canon of Southwell 1561-73 
Roode, Edward cler  fil  Merton Coll , matric  22 Nov , 1650; Eton postmaster 1649, fellow 1651, B A  2 March, 1651-2, M A  14 Dec , 1655; incorporated at Cambridge 1657, and LL D  1671; vicar of Gamlingay, co  Cambridge, rector of one moiety 1661, and of the other 1677; died at Cambridge 1689  See Burrows, 525; & O H S  iv  292 
Roode, Onesiphorus s  Edward, of Thame, Oxon, sacerd  New Inn Hall, matric  27 Oct , 1637, aged 16, B A  1 July, 1641; incorporated at Cambridge 1645; chaplain to the house of lords after the expulsion of the bishops; minister of New chapel, Tuttle-Fields, Westminster, 1648, until ejected in 1660  See Calamy, i  195 
Rood, Richard M A  from Pembroke Coll  5 Dec , 1634 
Rooke, John s  Tho , of Broadwell, co  Gloucester, pleb  Pembroke Coll , matric  1 March, 1683-4, aged 17; brother of Thomas 1693 
Rooke, John s  Tho , of Whitchurch, Wilts, gent  Balliol Coll , matric  14 Jan , 1713-14, aged 17 
Rooke, Nicholas s  Arthur, of Totnes, Devon, gent  Exeter Coll , matric  10 March, 1670-1, aged 16; B A  1674, M A  1677, rector of Dartington, Devon, 1679  See Foster's Index Eccl 
Rooke, Robert "ser " Oriel Coll , matric  1 April, 1656, B A  1659 
Rooke, Robert s  R , p p  St  Alban Hall, matric  30 March, 1677, aged 17 
Rooke, Thomas pleb  Christ Church, matric  3 May, 1659 
Rooke, William (Roock) of Dorset, pleb  Brasenose Coll , matric  entry under date 20 March, 1578-9, aged 19; B A  from St  Alban Hall 30 Jan , 1582-3, M A  9 May, 1586 
Rooke, William of Dorset, gent  New Coll , matric  12 July, 1605, aged 18; B A  21 Feb , 1608-9, chaplain, M A  16 Dec , 1611, rector of North Cheriton, Somerset, 1618  See Foster's Index Eccl 
Rooke, William s  J , of Workington, Cumberland, p p  Queen's Coll , matric  22 Oct , 1669, aged 17; B A  1674, M A  1677, B D  1690, vicar of Plumstead, Kent, 1691, and rector of Hadley, Hants, 1695  See Foster's Index Eccl 
Rookes, Christopher (Rokys or Rokkis) B A  8 July, 1522, M A  1 July, 1527, B D  supd  Oct , 1540; principal of Magdalen Hall 1529-32, vicar of Stanstead Abbots, Herts, 1534  See Foster's Index Eccl 
Rookes, Jonas B A  from Magdalen Hall 24 April, 1599, M A  11 Feb , 1601-2 (2s  William, of Roydes Hall); vicar of Penistone, Yorks, 1619, see Foster's Index Eccl ; styled fellow and bursar of University Coll  in Foster's Yorkshire Collection, possibly brother of the next-named 
Rookes, Robert of Yorks, pleb  Magdalen Hall, matric  14 May, 1602, aged 19; possibly brother of the last-named 
Ro(o)kes, William demy Magdalen Coll  1544, B A  supd  1551, fellow 1552-71, M A  27 April, 1556, B Med  supd  24 April, 1561  See Bloxam, iv  99 
Rookes, William s  William, of Rhodes Hall, Yorks, gent  University Coll , matric  30 June, 1665, aged 16; died at Oxford in 1667 
Roope, Ambrose s  A , of Dartmouth Parva, Devon, arm  Exeter Coll , matric  15 March, 1671-2, aged 16 
Roope, George s  Ant , of Bradford, Wilts, gent  Hart Hall, matric  10 Oct , 1702, aged 15 
Roope, John s  Nicholas, of Dartmouth, Devon, gent  Exeter Coll , matric  17 Nov , 1637, aged 15; student of Lincoln's Inn 1638  See Foster's Inns of Court Reg 
Roope, Nicholas of Devon, gent  Broadgates Hall, matric  6 Feb , 1606-7, aged 18; B A  6 Nov , 1610; probably father of the last-named 
Rooper, Thomas s  T , of London, gent  Trinity Coll , matric  9 July, 1699, aged 16; B A  1703, M A  19 Feb , 1705-6, as Roper 
Rooper, William of St  Alban Hall 1667  See Roper 
Roos, Brian D Can L  or doctor of decrees of the university of Valentia; incorporated 3 Feb , 1510-11; died 1529, buried in the church of Chelray  See Fasti, i  31 
Root, Isaac pleb  St  John's Coll , matric  2 July, 1658, admitted to Merchant Taylors' school 1649 (only son of Isaac, merchant taylor); born in Trinity parish 20 Aug , 1641  See Robinson, i  193 
Roots, Richard s  Tho , of Tunbridge, Kent, gent  St  John's Coll , matric  26 Dec , 1689, aged 15; demy Magdalen Coll  1690-1702, B A  1693, M A  1696, rector of Chilmarck, Wilts, 1702-27, canon of Sarum 1722, rector and vicar of Bishopstone, Wilts, 1728; brother of William 1699  See Rawl  iii  447, and xix  90; Bloxam, vi  111; & Foster's Index Eccl 
Roots, Thomas of Sussex, pleb  Magdalen Hall, matric  entry 17 Nov , 1581, aged 13; B A  supd  1 July, 1584, bar -at-law, Lincoln's Inn, 1594  See Foster's Judges and Barristers 
Rootes, Thomas s  William, of Tunbridge, Kent, pleb  St  John's Coll , matric  31 Jan , 1628-9, aged 23; B A  12 Feb , 1628-9, vicar of Long Stanton All Saints, co  Cambridge, 1630  See Add  MSS  15,669-70; & Foster's Index Eccl 
Rootes, Thomas pleb  St  John's Coll , matric  2 July, 1658; B A  1661, M A  1666; possibly father of Richard 1689, and William 1699 
Roots, William s  Tho , of Tunbridge, Kent, gent  Christ Church, matric  16 March, 1698-9, aged 18; B A  1704; clerk Magdalen Coll  1705-11, M A  1707, rector of Little Berkhampstead, Herts, 1714; brother of Richard 1689  See Bloxam, ii  85; & Foster's Index Eccl 
Roper, Francis s  Robert, of Trimdon, co  Durham, gent  Corpus Christi Coll , matric  16 Dec , 1661, aged 18; probably identical with Francis, son of Robert, of Kelloe, co  Durham, farmer, was admitted sizar of St  John's Coll , Cambridge, 21 Sept , 1658, aged 16; fellow, B A  1662-3, M A  1666, B D  1673, vicar of Waterbeach, co  Cambridge, 1678, canon of Ely 1686-90, rector of Northwold, Norfolk, 1687, died 13 April, 1719  See Mayor, 138; Surtees' Durham, i  107; & Foster's Index Eccl 
Roper, John (or Rooper) demy Magdalen Coll , from Berks, M A  fellow, 1483, D D  disp  27 June, 1506, (first) Margaret professor of divinity, 1500, vice-chancellor of the university 1505, and 1511, principal of Salesurry and George Hall, rector of Witney, Oxon, 1493, vicar of St  Mary's church, Oxford, canon of Cardinal Coll  1532; died May, 1534  See Ath  i  76; & Landsowne MS  979, f  118 
Roper, John B A  disp  4 July, 1512 
Roper, Thomas of Trinity Coll  1699  See Rooper 
Roper, Philip of Kent, arm  Gloucester Hall, matric  7 Sept , 1588, aged 15 (subscribes Rooper) 
Roper, William (subscribes Rooper) of co  Hereford, militis fil  St  Alban Hall, matric  entry dated 5 June, 1607, aged 13; probably of Malmains, Kent, 2nd son of Sir Christopher Roper, afterwards 2nd baron Teynham  See Foster's Peerage 
Roscarrock, Henry of Cornwall, arm  Hart Hall, matric  entry under date 17 Dec , 1576, aged 21; probably son of Thomas, of Roscarrock, and brother of the next, and of Richard 1581 
Roscarrock, John B A  11 Feb , 1576-7; perhaps from Exeter Coll  (and 1s  Thomas, of Roscarrock, Cornwall); died 24 Nov , 1608; brother of Henry and Richard  See O H S  xii  65 
Roscarrock, Nicolas (Roiscariot) B A  supd  3 May, 1568, student Inner Temple 1571, as of Roscarrock, Cornwall  See Foster's Inns of Court Reg 
Roscarrock, Richard of Cornwall, arm  Broadgates Hall, matric  entry under date circa 1581, aged 19; student of Middle Temple 1583 (as 3s  Thomas, of Roscarrock, Cornwall, esq ), brother of Henry and John  See Foster's Inns of Court Reg 
Rosdell, Christopher of Yorks, pleb  St  Edmund Hall, matric  entry under date 22 Dec , 1576, aged 22, B A  4 July, 1576; rector of St  Bennet Sherehog, London, 1579, and vicar of Somerton, Somerset, 1582  See Foster's Index Eccl 
Rose, Christopher s  John, of Marlow, Bucks, gent  Christ Church, matric  13 Feb , 1622-3, aged 21, B A  same day; rector of Hutton, Essex, 1642  See Foster's Index Ecclesiasticus 
Rose, Christopher s  Giles, of Lynn Regis, Norfolk, gent  Lincoln Coll , matric  8 July, 1670, aged 15; student of Gray's Inn, 1673  See Foster's Gray's Inn Register 
Rose, Gilbert Augustinian Canon, B D  supd  22 May, 1512, and supd  12 Dec , 1519, for incorporation as D D 
Rose, Henry "ser " Lincoln Coll , matric  22 July, 1658, B A  16 Jan , 1660-1, fellow 1662 from Pirton, Oxon, M A  1663 (incorporated at Cambridge 1688), B D  1672; minister of All Saints, Oxford, but running much into debt, and marrying beneath himself, left his fellowship and church about 1674, retired to London, and at length to Ireland  See Ath  iv  561 
Rose, Hugh s  "Dav  Ni " (Nigg 4to ), of Ross, Scotland, p p  (subs  pleb )  Balliol Coll , matric  3 April, 1707, aged 20; B A  1709 
Rose, John B A  8 June, 1519, fellow Merton Coll  1523, M A  31 March, 1525; one of these names vicar of Shoreham, Kent, 1536  See Foster's Index Ecclesiasticus 
Rose, John of co  Leicester, pleb  Merton Coll , matric  24 Nov , 1581, aged 21 
Rose, John s  Jeremy, of Swell, co  Gloucester, pleb  Corpus Christi Coll , matric  12 Dec , 1623, aged 15; B A  4 July, 1626 
Rose, John s  Rich , of Halberton, Devon, gent  Exeter Coll , matric  14 May, 1688, aged 17 
Rose, John s  J , of West Derby, co  Lancaster, pleb  University Coll , matric  7 March, 1712-13, aged 18, B A  1716; rector of Bilborough, Notts, 1722  See Foster's Index Eccl 
Rose, Jonathan s  Th , of Mickleton, co  Gloucester, pleb  St  Alban Hall, matric  16 May, 1677, aged 18; B A  9 Feb , 1680-1 
Rose, Joseph s  Thomas, of Sturminster Newton, Dorset, pleb  Oriel Coll , matric  12 Dec , 1623, aged 19 
Rose, Richard B A  from Exeter Coll  14 June, 1621; perhaps student of Middle Temple 1622 (as son and heir of John, of Lyme, Dorset, gent ), and M P  Lyme Regis April-May, 1640, 1640 (l p ), till his death after 1648  See Foster's Inns of Court Reg  & Foster's Parliamentary Dictionary 
Rose, Richard arm  Exeter Coll , matric  29 March, 1656; student of Lincoln's Inn 1659, as 4s  Richard, of Wootton Fitzwarren, Dorset, esq  See Foster's Inns of Court Reg 
Rose, Richard s  Richard, of Monks Kirby, co  Warwick, pleb  Magdalen Coll , matric  3 May, 1672, aged 16 (as Rosse); chorister 1670-6  See Bloxam, i  95 
Rose, Richard s  R(ichard), of Wyng, Bucks, gent  Trinity Coll , matric  7 May, 1680, aged 16; bar -at-law, Inner Temple, 1699  See Foster's Judges and Barristers 
Rose, Stephen of co  Gloucester, pleb  Corpus Christi Coll , matric  21 Jan , 1619-20, aged 16; B A  13 Nov , 1621, M A  2 July, 1625, vicar of Aldermaston 1627, and rector of Barkham 1633, and of Arborfield, Berks, 1640, and perhaps of Hartley Mawditt, Hants, 1652  See Foster's Index Ecclesiasticus 
Rose, Stephen "ser " Lincoln Coll , matric  19 Nov , 1650 
Rose, Stephen "servi  fil " Magdalen Coll , matric  19 Nov , 1650 (subscribes "serv ") 
Rose, Stephen "ser " Magdalen Coll , subscribed 23 Nov , 1655; B A  from Wadham Coll  1659, vicar of Cold Overton, co  Leicester, 1662-3, and rector of Woolhampton, Berks, 1667-95, father of Temple  See Foster's Index Eccl 
Rose, Temple s  Step , of Woolhampton, Berks, cler  Trinity Coll , matric  29 March, 1693, aged 17, B A  1696 
Rose, Thomas Minorite, B D  22 June, 1509 
Rose, Thomas of Herts, pleb  Magdalen Hall, matric  10 Oct , 1589, aged 15 
Rose, Thomas s  Seth, of Telscombe, Sussex, sacerd  Oriel Coll , matric  5 June, 1640, aged 18; his father rector of Telscombe 1604, etc  See Foster's Index Eccl 
Rose, Thomas s  Edw , 



ground_truth: Margaret Way wrote more than 120 novels.

prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: Who was Ralph Rokebye's brother?

Read the following text and answer briefly.

Context 3: Paper Info

Title: Two-stage Pipeline for Multilingual Dialect Detection
Publish Date: Unkown
Author List: Ankit Vaidya (from Pune Institute of Computer Technology), Aditya Kane (from Pune Institute of Computer Technology)

Figure

Figure 1: Class distribution of dialects
Figure 2: System diagram for dialect classification The LID classifies the input into one of 3 languages The sample is then further classified into dialects by language specific models 
Figure 3: Confusion matrix of 9-way classification Note that rows are normalized according to the number of samples is that class 
Our complete results for Track-1 using the two-stage dialect detection pipeline Model-* denotes the language of the models used for the experiments 
Performance on Track-1 validation dataset of individual models used in the two-stage pipeline "Lg" stands for language of the model used 
Comparative results of two-way classification using the finetuned (F T ) predictions and predictions adapted from three-way classification models 

abstract

Dialect Identification is a crucial task for localizing various Large Language Models  This paper outlines our approach to the VarDial 2023 DSL-TL shared task  Here we have to identify three or two dialects from three languages each which results in a 9-way classification for Track-1 and 6-way classification for Track-2 respectively 
Our proposed approach consists of a two-stage system and outperforms other participants' systems and previous works in this domain  We achieve a score of 58 54% for Track-1 and 85 61% for Track-2  Our codebase is available publicly 1  

Introduction

Language has been the primary mode of communication for humans since the pre-historic ages  Studies have explored the evolution of language and outlined mathematical models that govern the intricacies of natural language   Inevitably, as humans established civilization in various parts of the world, this language was modified by, and for the group of people occupied by that particular geographical region 
This gave rise to multiple national dialects of the same language  The VarDial workshop (colocated with EACL 2023) explores various dialects and variations of the same language  We participated in the Discriminating Between Similar Languages -True Labels (DSL-TL) shared task  In this task, the participants were provided with data from three languages, with each language having three varieties 
This shared task consisted of two tracks -Track-1 featuring nine-way classification and Track-2 featuring six-way classification  The second track included two particular national dialects of each language (eg  American English and British English), and the first track had one general  We ranked 1 st in both of the tracks 
Moreover, we beat the next best submission by a margin of 4 5% in the first task and 5 6% in the second task We were the only team to surpass the organizer baseline scores  We present our winning solution in this paper  We used an end-to-end deep learning pipeline which consisted of a language identification model and three language-specific models, one for each language 
We converged upon the best combination by doing an elaborate analysis of various models available  Furthermore, in this work we also analyze the performance of the pipeline as a whole and also provide an ablation study  Lastly, we provide some future directions in this area of research 

Related Work

The present literature encompasses various aspects of dialect identification  We study this from three perspectives: large language models, language identification and dialect classification problems 

Large Language Models

The success of transformers and BERT based models was inevitable since the initial boom of the transformer  2017) model  In recent years, many other architectures like RoBERTa and ELECTRA have further pushed the state-of-the-art in this domain  Moreover, autoregressive models like GPT and GPT-2 have also shown their prowess 
Multilingual versions of RoBERTA, namely XLM-RoBERTa are also available  Lastly, language specific models like Spanish BERT (la Rosa y Eduardo G  Ponferrada y Manu Romero y Paulo Villegas y Pablo González de Prado Salas y María Grandury, 2022) and Portuguese BERT are available as well  Our winning solution makes use of these large language models trained on specific languages 

Language Identification Models

Many multilingual language identification models have been developed in order to classify the language of the input sentence beforehand  Even though the initial works used n-gram models and generative mixture models or even conditional random fields and other classical machine learning methods like naive bayes , modern methods have shifted to the use of deep learning for language identification  
Recent works have mainly focused on deep learning based language identification, where handling codemixed data is a big challenge in the domain  For our experiments, we use a version of XLM-RoBERTa finetuned on a language identification dataset 2   This model has near-perfect test accuracy of 99 6% 

Dialect Classification

Dialect classification has been previously solved using statistical methods like Gaussian Mixture Models and Frame Selection Decoding or Support Vector Machines (SVM)   It has been explored relatively sparsely, mostly in the case for local languages   Deep learning approaches have been explored in previous editions of the VarDial workshop shared tasks and otherwise  
Dialect classification was also explored previously as a part of other shared tasks   We want to stress that given the multilingual nature of the dataset, using the present methods directly was not an option  In our work, although we take inspiration from the previous works, we propose a novel system that surpasses the performance of the previous systems by a large margin 

Data

The dataset  We observed that the class PT-BR had the most number of samples (2,724) and the class EN had the least number of samples (349), and thus the imbalance ratio was almost 1:8  We have illustrated the data distribution in Figure   We tried to mitigate this imbalance using over-sampling and weighted sampling methods 
However, the improved data sampling method did not affect the performance 

System Description

This was a problem of multi-class classification having 9 classes for Track-1 and 6 classes for Track-2  The samples were belonging to 3 languages having 3 varieties each, so the classification pipeline was made in 2 stages  The Language Identification (LID) model which is the first stage classifies the sentence into 3 languages: English (EN), Spanish (ES) and Portuguese (PT) 
The LID is a pretrained XLM-RoBERTa that is fine-tuned for the task of language identification  It is able to classify the input sentence into 20 languages  We classify and separate the samples according to their language  The samples corresponding to the specific languages are then fed into the language specific models for dialect identification 
For dialect identification we have used models like BERT and RoBERTa with a linear layer connected to the pooler output of the models  Then fine-tuning is done on the models for dialect identification   using the samples corresponding to the specific languages  For the task of dialect identification we experimented with several pretrained models like XLM-RoBERTa, BERT, ELECTRA, GPT-2 and RoBERTa 
All models were fine-tuned for 20 epochs with a learning rate of 1e-6 and weight decay 1e-6 with a batch size of 8



ground_truth: Sir Richard.

prompt_front: Now, answer the following question based on the text below, only give me the answer and do not output any other words.

Question: What is the score achieved by the authors for Track-2?

Read the following text and answer briefly.

Context 3:  The best performing model checkpoint was chosen according to the epoch-wise validation macro-F1 score  5 Experiments and Results

Experiments using Large Language Models

For the task of Dialect Identification we have tried various language specific models like XLM-RoBERTa, BERT, ELECTRA, RoBERTa and GPT- 2  The base variant of all these models were used and all the models were used through the Hugging-Face library  The pooler output of these models was passed through a linear layer and the models were fine-tuned 
First, we experimented with different models for Track-1  All the models were trained for 20 epochs with learning rate 1e-6, weight decay 1e-6 and a batch size of 8  We used XLM-RoBERTa as the baseline for all 3 languages  The best performing models for the English language were RoBERTa and BERT whereas GPT-2 was the worst performing 
Similarly the language specific versions of RoBERTa and BERT performed well for the Spanish and Portuguese respectively  Overall the worst performing model was GPT-2 across all 3 languages  The validation F1 scores are present in Table   The two best-performing models for every language were chosen for Track-2 
The same procedure as specified above was used and the F1 scores are present in Table   The train and validation F1 scores for 2-class classification are higher for all models as compared to the F1 score of the same models for 3-class classification  This was mainly due to the poor representation and accuracy of classification of the third class 
We observed symptoms of overfitting in all models after 12-15 epochs and the best validation F1 score was obtained in the range of 4-8 epochs 

LID experiments

The pipeline for dialect identification is divided into two parts as the sentences in the dataset belong to different languages  The stages are described in Section 4  The XLM-RoBERTa we have used for language classification has a test accuracy of 99 6% meaning it correctly classifies all input sentences and hence, can be considered as a perfect classifier 
For the final pipeline we experimented using the two best performing models for each language in Track-1 and Track-2  For both the tracks we experimented with all 8 (2 3 ) possible combinations of models and calculated the validation F1 score for the combined validation dataset which had sentences belonging to all languages 
The validation scores for Track-1 and Track-2 are shown in Table and Table respectively  For both the tracks, the three pipelines with the best validation F1 scores were chosen for submission 

Using 3-way classifier as a 2-way classifier

In Track-1, participants are expected to train a classifier which classifies amongst 9 classes, and in Track-2, participants are expected to train a classifier which classifies amongst 6 classes  These 6 classes are a proper subset of the 9 classes from Track-1  Thus, an intuitive baseline for Track-2 is to use the model finetuned for Track-1, whilst considering only the relevant classes for the latter task 
The classes EN , ES and P T , i e  the classes without any national dialect associated with them are not included in Track-2 as compared to Track-1  Thus, we calculate the predictions for the Track-2 validation dataset using the models for Track-1 and exclude the metrics for Track-1 specific classes to get the metrics for this "adapted" 2-way classification 
We show the results of this experiment in Table and observe that, as expected, the adapted 2-way classification performs worse compared to the explicitly finetuned variant 

Results for Track-1 and Track-2

We now present our experiments and their performance for both tracks  Our experiments for Track-1 are described in Table and our experiments for Track-2 are described in Table   The participants were allowed three submissions for evaluation on the test set, so we submitted predictions using the three systems which performed the best on the validation set 
As mentioned in Section 5 2, we performed 2 3 , i e  a total of 8 experiments using the two best models for each language  We observed that RoBERTa base on English, Spanish BERT base on Spanish and Portuguese BERT base performed the best on the testing set for Track-1  The same combination, with RoBERTa base for English, worked best for Track-2 
All of our submissions were the top submissions for each track, which surpassed the next best competitors by a margin of 4 5% and 5 6% for Track-1 and Track-2 respectively 

Ablation of best submissions

We hereby make some observations of our submissions and other experiments  To assist this, we plot the confusion matrices of our best submissions for Track-1 and Track-2 in Figures respectively  Note that these confusion matrices have their rows (i e  true labels axes) normalized according to the number of samples in the class 
Here are observations from our experiments: 1  BERT-based models outperform other models across all languages: We observe that BERT-based models outperform ELECTRA-based and GPT-2-based models, as shown in Table   We speculate this is because of the inherent architecture of BERT, which combines semantic learning with knowledge retention 
This combination of traits is particularly useful for this task  2  Common labels perform the worst across all languages: We observe that the common labels EN , ES and P T perform the worst, both in the individual as well as the two-stage setup  We hypothesize this is because of the absence of dialect specific words, or words that are specific to the geographical origin of the national dialect (for example, "Yankees" for EN-US and "Oxford" for EN-GB) 
3  English models work better than models of other languages: It can be noted from Figures 4 and 3 that the English models have the best performance across all classes  This can be attributed to two reasons: absence of national dialect specific words and lesser pretraining data in the case of Portuguese 
4  British English is most correctly classified class: We can observe that the Spanish or Portuguese models make equal number of mistakes in the case of either national dialect, in the case of Track-2 (see Figure )  However, in the case of English, the label EN − GB is correctly classified for more than 95% of the cases 
We speculate this is because British English involves slightly distinctive grammar and semantics, which help the model separate it from other classes  5  The proposed 2-step method is scalable for multiple language dialect classification: We can strongly assert that the novel 2-step deep learning method for multilingual dialect classification is a scalable method for the task due to two specific reasons: firstly, the multilingual models (like XLM-RoBERTa) might not have the vocabulary as well as the learning capabilities to learn the minute differences between individual dialects 
Secondly, this system can be quickly expanded for a new language by simply adding a language specific dialect classifier, provided the language identification model supports that particular language 

Conclusion

In this paper we propose a two-stage classification pipeline for dialect identification for multilingual corpora  We conduct thorough ablations on this setup and provide valuable insights  We foresee multiple future directions for this work  The first is to expand this work to many languages and dialects 
Secondly, it is a worthwhile research direction to distill this multi-model setup into a single model with multiple prediction heads  The obvious limitation of this system is the excessive memory consumption due to the usage of language specific models  For low resource languages this system is difficult to train and scale 
We hope that these problems will be addressed by researchers in future works 



ground_truth: 85.61%.