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Data-To-Text Generation with Macro Planning
Data-to-text Generation with Macro Planning Ratish Puduppully and Mirella Lapata Institute for Language, Cognition and Computation School of Informatics, University of Edinburgh 10 Crichton Street, Edinburgh EH8 9AB [email protected] [email protected] Abstract content to talk about and how it might be orga- nized in discourse), sentence planning (aggregat- Recent approaches to data-to-text generation ing content into sentences, deciding specific words have adopted the very successful encoder- to describe concepts and relations, and generat- decoder architecture or variants thereof. ing referring expressions), and linguistic realisa- These models generate text which is flu- tion (applying the rules of syntax, morphology ent (but often imprecise) and perform quite and orthographic processing to generate surface poorly at selecting appropriate content and ordering it coherently. To overcome some forms). Recent neural network-based approaches of these issues, we propose a neural model (Lebret et al., 2016; Mei et al., 2016; Wiseman with a macro planning stage followed by a et al., 2017) make use of the encoder-decoder ar- generation stage reminiscent of traditional chitecture (Sutskever et al., 2014), are trained end- methods which embrace separate modules to-end, and have no special-purpose modules for for planning and surface realization. Macro how to best generate a text, aside from generic plans represent high level organization of im- mechanisms such as attention and copy (Bahdanau portant content such as entities, events and et al., 2015; Gu et al., 2016). The popularity of their interactions; they are learnt from data and given as input to the generator. -
Weekly Notes 072817
MAJOR LEAGUE BASEBALL WEEKLY NOTES FRIDAY, JULY 28, 2017 BLACKMON WORKING TOWARD HISTORIC SEASON On Sunday afternoon against the Pittsburgh Pirates at Coors Field, Colorado Rockies All-Star outfi elder Charlie Blackmon went 3-for-5 with a pair of runs scored and his 24th home run of the season. With the round-tripper, Blackmon recorded his 57th extra-base hit on the season, which include 20 doubles, 13 triples and his aforementioned 24 home runs. Pacing the Majors in triples, Blackmon trails only his teammate, All-Star Nolan Arenado for the most extra-base hits (60) in the Majors. Blackmon is looking to become the fi rst Major League player to log at least 20 doubles, 20 triples and 20 home runs in a single season since Curtis Granderson (38-23-23) and Jimmy Rollins (38-20-30) both accomplished the feat during the 2007 season. Since 1901, there have only been seven 20-20-20 players, including Granderson, Rollins, Hall of Famers George Brett (1979) and Willie Mays (1957), Jeff Heath (1941), Hall of Famer Jim Bottomley (1928) and Frank Schulte, who did so during his MVP-winning 1911 season. Charlie would become the fi rst Rockies player in franchise history to post such a season. If the season were to end today, Blackmon’s extra-base hit line (20-13-24) has only been replicated by 34 diff erent players in MLB history with Rollins’ 2007 season being the most recent. It is the fi rst stat line of its kind in Rockies franchise history. Hall of Famer Lou Gehrig is the only player in history to post such a line in four seasons (1927-28, 30-31). -
46 November 13, 2005
INSIDE:• Ottawa Chair of Ukrainian Studies receives major donation — page 4. • Ukraine’s U.N. envoy speaks on Holocaust, Holodomor — page 6. • Lviv plays host to first annual Viennese ball — page 15. Published by the Ukrainian National Association Inc., a fraternal non-profit association Vol. LXXIII HE No.KRAINIAN 46 THE UKRAINIAN WEEKLY SUNDAY, NOVEMBER 13, 2005 EEKLY$1/$2 in Ukraine New Tprocurator inherits Uunresolved high-profile cases Latest pollsW show Yushchenko bloc slipping to third in public support by Zenon Zawada part ways with Ms. Tymoshenko, their Kyiv Press Bureau united Our Ukraine bloc was the domi- nant political force in Ukrainian politics. KYIV – President Viktor Yushchenko’s What has emerged in Ukraine’s cur- split with former Orange Revolution ally rent political landscape is that three par- Yulia Tymoshenko has not only plundered ties each dominate a region, said his party’s potential but may also pave the Volodymyr Polokhalo, the center’s aca- way for Viktor Yanukovych to become demic director and editor of the website Ukraine’s next prime minister, according Politychna Dumka, formerly a magazine. to a poll released on October 31. The Party of Regions still enjoys Of 2,400 Ukrainians surveyed in late immense popularity in the eastern and October, 20.7 percent would vote for the southern oblasts, the Yulia Tymoshenko Party of the Regions and 17.7 percent Bloc has emerged as the favorite in would vote for the Yulia Tymoshenko Ukraine’s central oblasts, and the Our Bloc, according to a poll conducted by Ukraine People’s Union party commands Kyiv’s Socio-Vymir Center for western Ukraine. -
2009 Draysbay Season Preview
DRaysBay Season Preview 2009 1 DRaysBay Season Preview 2009 DRAYSBAY 09 Season Preview ________________________________________________________________________ CHANGE GONNA COME BY MARC NORMANDIN ................................................................ 6 INTRODUCTION BY R.J. ANDERSON ....................................................................................... 8 DUMPING THE CLICHÉS BY R.J. ANDERSON....................................................................... 9 THE MAGNIFICENT 10 BY TOMMY RANCEL ....................................................................... 14 COMMUNITY PROJECTIONS..................................................................................................... 19 MAJOR LEAGUE TYPES............................................................................................................... 21 WILLY AYBAR UTL .......................................................................................................................... 21 GRANT BALFOUR RHP...................................................................................................................... 21 JASON BARTLETT SS......................................................................................................................... 21 CHAD BRADFORD RHP ..................................................................................................................... 22 PAT BURRELL DH/OF...................................................................................................................... -
Vigneault Aime Bien Sesjoueurs, Mais
CO NCOURS CAHIER a La Tribune Arts et spectacles Sherbrooke mardi 24 mars 1998 Les Gaiters célébrent leur championnat canadien au basket DETAILS TOUS LES JOURS DANS NOS PAGES Faucons: les appuis doivent arriver vite . «On est une famille» que le K lus les heures A est une s’égrènent et hier M. À moins les chan- ces sont bonnes pour que les Faucons en- Lennoxville uement treprennent une sep- Ralph £ tième saison à Sher- écidément, les efforts brooke à l’automne. D Gaiters de Bis: permis hop’s ne jouent = ,Ç Il est grand temps pas aux héros et ce mê- François de sonner le signa rapide- me s'ils sont cham- BEAUDOIN d alarme, Sinon nos pions. Oiseaux partiront que M, | pour d’autres cieux, La réponse ap- ~~. Le championnat ca: Lovis-Eric nadien universitaire de rop ra- partient aux gens d’affaires de la ré- ALLARD basket-ball masculig s Keds. ion. S’ils ne se manifestent pas très ientôt, il faudra faire notre deuil de des Gaiters a été présenté comme celui quitte, d’un concept d’équipe, voire d’une fa- n an le notre équipe de hockey junior ma- jeure. mille. Et c'est un peu dans cet esprit our le que les Gaiters ont célébré leur retour à laissé Le gouverneur de l’équipe, Con- au bercail. e Parti rad Chapdelaine, multiplie les ef- Un peu après 22h, les joueurs et en: ncière. forts pour que les Faucons demeu- traîneurs se sont présentés au Pub. de «il y a rent à Sherbrooke. Mais encore l’Université Bishop’s devant près. -
Semaine 28 11 Avril 2002 OK
Semaine 28 11 avril 2002 OK LHD L E S M E N E U R S Blazers 1262 1er Envahisseurs 1233 -29 Pestes 1227 -36 Bulls 1224 -38 Joueurs et équipes de Baltimore 1er de Mars 2e de Budapest 3e de l'Angleterre 4e Attaquants Pts Éq LNH Attaquants 723 LNH -5 Attaquants 728 LNH 1er Attaquants 691 LNH -37 Attaquants 720 LNH -8 1 Jarome Iginla 96 CHU CAL Ron Francis 76 77 25 1 Alexei Yashin 11 75 28 Joe Sakic 7 79 27 1 Pavol Demitra 78 78 28 2 Markus Naslund 90 ORB VAN Keith Tkachuk 75 75 28 Jason Allison 43 74 21 Adam Oates 49 78 27 Daniel Alfredsson 71 71 28 3 Todd Bertuzzi 85 ALI VAN Pavel Bure 58 69 26 Eric Lindros 73 73 28 Alexei Kovalev 18 76 12 1 Glen Murray 16 71 25 4 Mats Sundin 80 SPR TOR Joe Thornton 64 68 26 Simon Gagné 66 66 28 Alexei Zhamnov 67 67 28 Petr Bondra 70 70 28 5 Joe Sakic 79 PES COL Brendan Morrison 58 67 25 1 Ray Whitney 25 61 13 1 Patrick Elias 61 61 28 Éric Dazé 70 70 28 5 Jaromir Jagr 79 ORB WAS Josef Stumpel 32 58 19 1 Zigmund Palffy 43 59 25 Mikael Nylander 56 61 26 1 Bill Guerin 66 66 28 7 Adam Oates 78 PES PHI Vincent Damphousse 5 58 12 1 Teemu Selanne 27 54 28 Daniel Brière 17 60 11 Jeff O'Neill 42 64 27 7 Pavol Demitra 78 BUL STL Bobby Holik 9 54 27 Cliff Ronning 10 54 19 1 Joe Nieuwendyk 50 58 24 Brett Hull 63 63 28 9 Ron Francis 77 BLA CAR Martin Havlat 6 50 28 Robert Reichel 13 51 24 1 Jan Hrdina 12 57 6 1 Brian Rolston 27 62 28 9 Mike Modano 77 SPR DAL Jere Lethinen 4 49 15 Keith Primeau 12 48 27 Andrew Cassels 28 50 19 1 Rod Brind'Amour 13 55 26 11 Alexei Kovalev 76 PES PIT Pierre Turgeon 11 47 11 Corey Stillman -
February 18, 2002 TABLE of CONTENTS DUKE DAYS EVENTS CALENDAR
■ P*f* M PJ PU.17 PtVMMia Exilarlno artistic firms mm —I»pumn— From boy bands lo 'Oawson s A professional artist presents a collection George Mason University s defense sparks a 72- JMU students discuss thei including intricate m 'Burning King of Fire' 64 comeback win over ]MU in a crucial confer- toward today's pop culture. at the Mitten Gallery. ence game. James Madison University Today: Sunny rN(h:«a REEZE * Low: 22 THEVol. i '', /sM(C ><S Father dies Habitat after D-hall Black Panther Party myths dispelled heart attack Co-founder speaks on party origins; Malcolm X assassination struggles BY DAVID CI.EMENTSON Black Panther Party in 1966 The father of two students senior writer to raise died Thursday after suffering in Oakland, Calif. According a heart attack in D-hall. There are two things that to Jacqueline Walker, associ- William Tarrant III. 49, Bobby Scale, co-founder and ate professor of history, funds collapsed in D-hall around 7 former chairman of the Black many viewed the Black Panther Party, said he really Panthers as a violent, revolu- BY BRANDON HUC.III \K\ fin Thursday, according to contributing writer hates: myths and the assassi- tionary organization aimed Director of University This semester, the |MU Communications Fred nation of Malcolm X. at overthrowing the federal "1 don't care for myths government in an armed chapter of Habitat lor Hilton. People on the scene Humanity will help two and rescue squad paramedics and all that stuff," Seale told Marxist rebellion. 150 people in the 1SAT Health "They called me a hood- underpnvdeged local families administered CPR. -
OFFICIAL GAME INFORMATION Lake County Captains (8-8) Vs
Class-A OFFICIAL GAME INFORMATION Lake County Captains (8-8) vs. West Michigan Whitecaps (11-4) Wednesday, April 25 • 5:00 p.m. • Classic Park • Broadcast: All Sports CLE Games #17 & 18 • Home Games #8 & 9 • Season Series: 1-0, 16 Games Remaining Game 1: LHP Francisco Perez (0-0, 5.19 ERA) vs. RHP Garett King (0-0, 1.59 ERA) Game 2: LHP Kirk McCarty (0-1, 9.42 ERA) vs. RHP Elvin Rodriguez (1-0, 4.50 ERA) RAIN OUT: Tuesday ’s game between the Captains and Whitecaps was postponed due to rain. Lake County has Midwest League • Overall had four of its 10 scheduled home dates either suspended (one) or postponed (three) by weather. Today will be the Captains’ first doubleheader of the season. Eastern Division W L GB MONDAY: The Captains beat the West Michigan Whitecaps on a walk-off passed ball, 2-1. Trailing 1-0 in the West Michigan (Tigers) 11 4 -- ninth, the Captains came back and tied the score on an RBI double by Tyler Friis. With one out and runners on second and third, the Whitecaps intentionally walked Ernie Clement to load the bases for Nolan Jones. On the Lansing (Blue Jays) 11 6 1.0 first pitch of the at-bat, however, catcher Joey Morgan let John Hayes’ pitch tip off his glove and skip to the third Dayton (Reds) 9 7 2.5 base dugout. Todd Isaacs scored the game-winning run. Captains starter Juan Hillman pitched five strong innings, allowing one unearned run on one hits with six strikeouts and two walks. -
2003 SC Playoff Summaries
rAYM NEW JERSEY DEVILS STANLEY CUP CHAMPIONS 2 0 0 3 Tommy Albelin, Jiri Bicek, Martin Brodeur, Sergei Brylin, Ken Daneyko, Patrik Elias, Jeff Friesen, Brian Gionta, Scott Gomez, Jamie Langenbrunner, John Madden, Grant Marshall, Jim McKenzie, Scott Niedermayer, Joe Nieuwendyk, Jay Pandolfo, Brian Rafalski, Pascal Rheaume, Mike Rupp, Corey Schwab, Richard Smehlik, Scott Stevens CAPTAIN, Turner Stevenson, Oleg Tverdovsky, Colin White Raymond Chambers, Lewis Catz OWNERS, Lou Lamoriello CEO/PRESIDENT/GENERAL MANAGER, Pat Burns HEAD COACH © Steve Lansky 2010 bigmouthsports.com NHL and the word mark and image of the Stanley Cup are registered trademarks and the NHL Shield and NHL Conference logos are trademarks of the National Hockey League. All NHL logos and marks and NHL team logos and marks as well as all other proprietary materials depicted herein are the property of the NHL and the respective NHL teams and may not be reproduced without the prior written consent of NHL Enterprises, L.P. Copyright © 2010 National Hockey League. All Rights Reserved. 0 2003 EASTERN CONFERENCE QUARTER-FINAL 1 OTTAWA SENATORS 113 v. 8 NEW YORK ISLANDERS 83 GM JOHN MUCKLER, HC JACQUES MARTIN v. GM MIKE MILBURY, HC PETER LAVIOLETTE SENATORS WIN SERIES IN 5 Wednesday, April 9 Saturday, April 12 ISLANDERS 3 @ SENATORS 0 ISLANDERS 0 @ SENATORS 3 FIRST PERIOD FIRST PERIOD 1. NEW YORK, Dave Scatchard 1 (Roman Hamrlik, Janne Niinimaa) 7:59 GWG 1. OTTAWA, Marian Hossa 1 (Bryan Smolinski, Zdeno Chara) 6:43 GWG 2. NEW YORK, Alexei Yashin 1 (Randy Robitaille, Roman Hamrlik) 11:35 2. OTTAWA, Vaclav Varada 1 (Martin Havlat) 8:24 Penalties – S Webb NY (tripping) 6:12, W Redden O (interference) 7:22, M Parrish NY (roughing) 9:24, Penalties – S Webb NY (charging) 5:15, M Fisher O (obstr interference) 5:50, D Scatchard NY (interference) 18:31 P Schaefer O (roughing) 9:24, K Rachunek O (roughing) 9:24, C Phillips O (obstr interference) 17:07 SECOND PERIOD SECOND PERIOD 3. -
2008 MLB.Com American League Dollar Values (Based on 5X5, AL
2008 MLB.com American League Dollar Values (based on 5x5, AL-only play, $260 budget per 23-man team) First Basemen $$ Second Basemen $$ Shortstops $$ Third Basemen $$ Catchers $$ Outfielders $$ Outfielders (cont.) $$ David Ortiz* 37 B.J. Upton 28 Derek Jeter 26 Alex Rodriguez 48 Victor Martinez 29 Carl Crawford 37 Marlon Byrd 3 Justin Morneau 32 Ian Kinsler 26 Carlos Guillen 26 Miguel Cabrera 41 Joe Mauer 24 Grady Sizemore 36 Jerry Owens 3 Victor Martinez 29 Robinson Cano 25 Michael Young 21 Adrian Beltre 25 Jorge Posada 18 Magglio Ordonez 31 Matt Stairs 3 Carlos Guillen 26 Brian Roberts 25 Edgar Renteria 20 Chone Figgins 23 Kenji Johjima 15 Vladimir Guerrero 31 Shannon Stewart 3 Travis Hafner 25 Howie Kendrick 15 Jhonny Peralta 18 Alex Gordon 20 Mike Napoli 11 Ichiro Suzuki 30 Jason Botts 3 Carlos Pena 25 Dustin Pedroia 14 Orlando Cabrera 17 Mike Lowell 17 Jason Varitek 10 B.J. Upton 28 Jacque Jones 2 Paul Konerko 24 Placido Polanco 14 Julio Lugo 14 Hank Blalock 14 Ivan Rodriguez 10 Alex Rios 26 Ben Broussard 2 Nick Swisher 21 Aaron Hill 13 Jason Bartlett 10 Scott Rolen 13 Jarrod Saltalamacchia 10 Manny Ramirez 26 Cliff Floyd 2 Alex Gordon 20 Mark Ellis 12 Yuniesky Betancourt 8 Melvin Mora 12 A.J. Pierzynski 9 Bobby Abreu 25 Kenny Lofton 2 Jim Thome* 18 Asdrubal Cabrera 7 Brendan Harris 5 Kevin Youkilis 12 Ramon Hernandez 8 Gary Sheffield 24 Ryan Raburn 1 Billy Butler 15 Brendan Harris 5 Bobby Crosby 3 Evan Longoria 11 John Buck 6 Nick Markakis 24 Scott Podsednik 1 Jarrod Saltalamacchia 14 Jose Vidro 3 David Eckstein 3 Akinori Iwamura 9 Gerald Laird 5 Torii Hunter 24 David Murphy 1 Frank Thomas* 14 Jose Lopez 3 Adam Everett 2 Joe Crede 8 Dioner Navarro 5 Curtis Granderson 24 Jay Payton 1 Ryan Garko 14 Alexi Casilla 3 Erick Aybar 2 Aubrey Huff 8 Kurt Suzuki 5 Chone Figgins 23 Marcus Thames 1 Casey Kotchman 13 Danny Richar 3 Donnie Murphy 2 Eric Chavez 7 Mike Piazza* 3 Delmon Young 22 Joey Gathright 1 Kevin Youkilis 12 Maicer Izturis 2 Juan Uribe 2 Casey Blake 7 Gregg Zaun 3 Nick Swisher 21 Adam Lind 1 Richie Sexson 9 Mark Grudzielanek 2 Tony Pena Jr. -
OFFICIAL GAME INFORMATION Lake County Captains (15-16, 44-57) at West Michigan Whitecaps (13-18, 49-52) Thursday, July 26 • 7:05 P.M
Class-A OFFICIAL GAME INFORMATION Lake County Captains (15-16, 44-57) at West Michigan Whitecaps (13-18, 49-52) Thursday, July 26 • 7:05 p.m. • Fifth Third Ballpark • Broadcast: All Sports CLE Game #102 • Road Game #52 • Season Series: 7-5, 5 Games Remaining LHP Kirk McCarty (3-9, 4.67 ERA) vs. RHP Elvin Rodriguez (6-4, 4.10 ERA) YESTERDAY: The Captains edged the West Michigan Whitecaps, 1-0. Elvis Perez scored the game’s only run in the fifth inning. With runners on first and second with two outs, Richie Palacios worked the count full on Whitecaps starter Dane Myers. The runners took off Midwest League • Overall on the 3-2 pitch and Palacios hit a broken-bat flare to the right of second base. Shortstop Cam Warner cut across the bag, fielded the ball on a hop, bobbled it and fired late to first. As Palacios reached on the error, Perez busted it around third and slid in ahead of the throw Eastern Division W L GB from first baseman Rey Rivera. The Captains sealed the game in the ninth thanks to a laser throw by left fielder Oscar Gonzalez. With men on first and second with two outs, Joey Morgan singled through the shortstop hole. Brady Policelli rounded third and tried to score, but Gonzalez threw a strike to catcher Josh Rolette who tagged out Policelli to end the game. Captains starter Jean Carlos Mejia struck out @Bowling Green (Rays) 19 13 -- a career-high 10 batters over seven shutout innings to earn the win and Kyle Nelson pitched a scoreless ninth to pick up the save. -
Batting Order
Fantistics Projected MLB Lineups ( updated 7/30/06 ) Roto-accurate projections by LYLE (the AX cuts deep) LOGAN National League National East Atlanta Florida NY Mets Philadelphia Washington 1 Marcus Giles 2B 1 Am'z'ga//H R'mirez cf/ss 1 Jose Reyes SS 1 Jimmy Rollins SS 1 Alfonso Soriano LF 2 Edgar Renteria SS 2 H Ramirez//Uggla ss/2b 2 Paul Lo Duca C 2 Chase Utley 2B 2 Felipe Lopez SS 3 McCann//Frncoeur c/rf 3 Miguel Cabrera 3B 3 Carlos Beltran CF 3 Bobby Abreu RF 3 Ryan Zimmerman 3B 4 Andruw Jones CF 4 Jacobs//C Ross 1b/cf 4 Carlos Delgado 1B 4 Pat Burrell LF 4 Nick Johnson 1B 5 LaRoche//M Diaz 1b/lf 5 Uggla//Wllngham 2b/lf 5 David Wright 3B 5 Ryan Howard 1B 5 Austin Kearns RF 6 Frncoeur//McCann rf/c 6 Hermida//Helms rf/1b 6 Cliff Floyd LF 6 Aaron Rowand CF 6 Marlon Anderson 2B 7 Willy Aybar 3B 7 Wllnghm//H'rmida lf/rf 7 Jo Valentin//Nady 2b/rf 7 Abraham Nunez 3B 7 Church//Matos CF 8 Lngrhns//L'Roche lf/1b 8 Miguel Olivo C 8 Nady//Jo Valentin rf/2b 8 Mike Lieberthal C 8 Schneider//Fick C 9 PITCHER 9 PITCHER 9 PITCHER 9 PITCHER 9 PITCHER bench & DL bench & DL bench & DL bench & DL bench & DL Chipper Jones reg 3B Joe Borchard of Chris Woodward inf David Dellucci of Jose Vidro reg 2B Scott Thorman of/1b Reg. Abercrombie of Endy Chavez of Shane Victorino of Damian Jackson util Pete Orr util Matt Treanor c Eli Marrero util Danny Sandoval inf Alex Escobar of Todd Pratt c Ramon Castro c Chris Coste c Daryle Ward of/1b National Central Chi Cubs Cincinnati Houston Milwaukee Pittsburgh St Louis 1 Juan Pierre CF 1 Ryan Freel RF 1 Craig Biggio 2B