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--- |
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tags: |
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- sentence-transformers |
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- sentence-similarity |
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- feature-extraction |
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- generated_from_trainer |
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- dataset_size:274 |
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- loss:MultipleNegativesRankingLoss |
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base_model: nomic-ai/modernbert-embed-base |
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widget: |
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- source_sentence: Besides penalties, what other consequences might result from continuous |
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rule breaches? |
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sentences: |
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- "20 Misconduct \n20.1\tMisconduct warranting Penalty, Forced Interchange, Sin\ |
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\ Bin or Dismissal \nincludes:\n20.1.1\tContinuous or regular breaches of the\ |
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\ Rules;\n20.1.2\tSwearing towards another player, Referee, spectator or other\ |
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\ match \t\nofficial;\n20.1.3\tDisputing decisions of Referees or other match\ |
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\ official(s);\n20.1.4\tUsing more than the necessary physical force to make a\ |
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\ Touch;\n20.1.5\tPoor sportsmanship;\n20.1.6\tTripping, striking, or otherwise\ |
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\ assaulting another player, Referee, \nspectator or other match official; or\n\ |
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20.1.7\tAny other action that is contrary to the spirit of the game.21 Forced\ |
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\ Interchange \n21.1\tWhere the Referee deems it necessary to implement a Forced\ |
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\ Interchange \nfollowing an Infringement, the Referee is to stop the match, direct\ |
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\ the ball to \nbe placed on the Mark, advise the offending player of the reason\ |
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\ for the Forced \nInterchange, direct that player to return to the Interchange\ |
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\ Area, display the \nrelevant signal and award a Penalty to the non-offending\ |
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\ Team." |
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- "Line \nMarkings are to be laid out as shown in Appendix 1 - The Field of Play.Sidelines\ |
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\ \nextend seven (7) metres beyond the Try Lines to join the Dead Ball Lines and\ |
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\ \ndefine the In-Goal Areas which measure fifty (50) metres wide by seven (7)\ |
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\ \nmetres in length.1.3\tThe Interchange Areas are located no closer than one\ |
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\ (1) metre from each \nSideline.1.4\tSuitably sized markers, cones or corner\ |
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\ posts of a distinguishing colour and \nmade from safe and pliable material should\ |
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\ be positioned at the intersections of \nthe Sideline and Halfway line and the\ |
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\ Sideline and the Try Line.1.4.1\tMarkers, cones or corner posts placed on the\ |
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\ junction of the Sideline and \nTry Line are deemed to be in the Field of Play.1.4.2\t\ |
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All other markers or cones are deemed to be out of the Field of Play.1.5\tThe\ |
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\ standard playing surface is grass.Other surfaces including synthetic grass \n\ |
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may be used but shall be subject to NTA approved standards." |
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- "The ball may be passed, knocked or handed between players \nof the Attacking\ |
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\ Team who may in turn run or otherwise move with the ball in an \nattempt to\ |
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\ gain territorial Advantage and to score Tries.Defending players prevent \nthe\ |
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\ Attacking Team from gaining a territorial Advantage by touching the ball carrier.1 \ |
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\ The Field of Play \n \n1.1\tThe Field of Play is rectangular in shape measuring\ |
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\ 70 metres in length from \nTry Line to Try Line, excluding the In-Goal Areas\ |
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\ and 50 metres in width from \nSideline to Sideline excluding the Interchange\ |
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\ Areas.1.1.1\tVariations to the dimensions of the Field of Play may be made but\ |
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\ must be \nincluded in relevant competition, event or tournament conditions\n\ |
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1.2\tLine Markings should be 4cm in width but must be no less than 2.5cm.Line\ |
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\ \nMarkings are to be laid out as shown in Appendix 1 - The Field of Play." |
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- source_sentence: Does the player receiving the ball in a Rollball become the Half? |
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sentences: |
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- "Ruling = A Penalty to the Defending Team at the point of the Infringement.13.5\t\ |
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A player may only perform a Rollball at the Mark under the following \ncircumstances:\n\ |
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13.5.1\twhen a Touch has been made; or\n13.5.2\twhen Possession changes following\ |
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\ the sixth Touch; or\n13.5.3\twhen Possession changes due to the ball being dropped\ |
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\ or passed and \ngoes to the ground; or\n13.5.4\twhen Possession changes due\ |
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\ to an Infringement by an attacking player \nat a Penalty, a Tap or a Rollball;\ |
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\ or\nFIT Playing Rules - 5th Edition\nCOPYRIGHT © Touch Football Australia 2020\n\ |
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11\n13.5.5\twhen Possession changes after the Half is Touched or when the Half\ |
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\ \nplaces the ball on or over the Try Line; or\n13.5.6\tin replacement of a Penalty\ |
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\ Tap; or\n13.5.7\twhen so directed by the Referee." |
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- "4.4\tHats or caps are permitted to be worn during a match provided they are safe\ |
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\ \nand meet any NTA regulations.4.5\tSafe footwear must be worn with exceptions\ |
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\ allowed for game variants such as \nBeach Touch.4.6\tLight leather or synthetic\ |
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\ boots with soft moulded soles are permitted.4.6.1\tShoes with screw-in studs\ |
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\ are not to be worn by any player or Referee.4.7\tPlayers are not to participate\ |
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\ in any match wearing any item of jewellery, \nchain, identification band/bracelet\ |
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\ or similar item that may prove dangerous.Any jewellery or other items that cannot\ |
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\ be removed are to be taped to the \nsatisfaction of the Referee.4.8\tLong (extend\ |
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\ beyond the finger flesh when viewed from the palm) or sharp \nfingernails are\ |
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\ not allowed.4.9\tReferees and players may wear spectacles or sunglasses provided\ |
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\ they are safe \nand securely attached." |
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- "FIT Playing Rules - 5th Edition\nCOPYRIGHT © Touch Football Australia 2020\n\ |
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15\n19 Advantage \n19.1\tWhere a Defending Team player is Offside at a Tap or\ |
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\ Rollball and attempts \nto interfere with play, the Referee will allow Advantage\ |
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\ or award a Penalty, \nwhichever is of greater Advantage to the Attacking Team.19.2\t\ |
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Should the Attacking Team in the act of taking the Advantage subsequently \ninfringe,\ |
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\ the Ruling on the initial Infringement will apply.20 Misconduct \n20.1\tMisconduct\ |
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\ warranting Penalty, Forced Interchange, Sin Bin or Dismissal \nincludes:\n20.1.1\t\ |
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Continuous or regular breaches of the Rules;\n20.1.2\tSwearing towards another\ |
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\ player, Referee, spectator or other match \t\nofficial;\n20.1.3\tDisputing decisions\ |
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\ of Referees or other match official(s);\n20.1.4\tUsing more than the necessary\ |
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\ physical force to make a Touch;\n20.1.5\tPoor sportsmanship;\n20.1.6\tTripping,\ |
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\ striking, or otherwise assaulting another player, Referee, \nspectator or other\ |
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\ match official; or\n20.1.7\tAny other action that is contrary to the spirit\ |
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\ of the game." |
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- source_sentence: Is there a limit to how many times a player can interchange? |
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sentences: |
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- "Except as permitted under the \nCopyright Act, these Rules must not be reproduced\ |
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\ by any process, electronic or otherwise, without the written \npermission of\ |
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\ Touch Football Australia.Attacking Try Line\nThe line on or over which a player\ |
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\ has to place the ball to \nscore a Try.Attacking Team\nThe Team which has or\ |
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\ is gaining Possession.Behind\nA position or direction towards a Team’s Defending\ |
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\ Try Line.Change of Possession\nThe act of moving control of the ball from one\ |
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\ Team to the other.Dead/Dead Ball\nWhen the ball is out of play including the\ |
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\ period following a Try and \nuntil the match is recommenced and when the ball\ |
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\ goes to ground \nand/or outside the boundaries of the Field of Play prior to\ |
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\ the \nsubsequent Rollball.Dead Ball Line\nThe end boundaries of the Field of\ |
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\ Play.There is one at each end of \nthe Field of Play.See Appendix 1.Defending\ |
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\ Try Line\nThe line which a Team has to defend to prevent a Try.Defending Team\n\ |
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The Team without or which is losing Possession." |
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- "12.5\tIf a player from the Defending Team unintentionally makes contact with\ |
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\ the ball \nin flight and the ball goes to ground, a Change of Possession occurs.12.6\t\ |
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If a player from the Defending Team unintentionally makes contact with the \n\ |
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ball in flight and the ball is retrieved by an attacking player, play and the\ |
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\ Touch \nCount continues.12.7\tA player from the Attacking Team cannot pass the\ |
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\ ball into a defending player \nintentionally seeking a rebound or a restart\ |
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\ of the Touch count.Ruling = A Penalty to the Defending Team at the point of\ |
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\ the pass.13 The Rollball \n \n13.1\tThe attacking player is to position on\ |
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\ the Mark, face the opponent’s Try Line, \nmake a genuine attempt to stand parallel\ |
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\ to the Sidelines, place the ball on the \nground between the feet in a controlled\ |
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\ manner and:\n13.1.1\tstep Forward over the ball; or\n13.1.2\troll the ball back\ |
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\ between the feet no more than one (1) metre; or\n13.1.3\tpass a foot over the\ |
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\ ball." |
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- "Ruling = A Penalty to the non-offending Team at the point of the Infringement.16.3\t\ |
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An attacking player in support of the player in Possession may move as \nnecessary\ |
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\ to achieve a supporting position but must not grab, hold, push or \notherwise\ |
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\ deliberately interfere with a defending player attempting to make a \nTouch\n\ |
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Ruling = A Penalty to the non-offending Team at the point of the Infringement\ |
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\ or on the \nseven (7) metre line if the Infringement occurs in the In-Goal\ |
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\ Area.16.4\tPlayers in the Defending Team may not obstruct or interfere with\ |
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\ an attacking \nplayer.Ruling = A Penalty to the non-offending Team at the point\ |
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\ of the Infringement or on the \nseven (7) metre line if the Infringement occurs\ |
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\ in the In-Goal Area.16.5\tShould a supporting, attacking player cause an apparent\ |
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\ and involuntary or \naccidental Obstruction and the player in Possession ceases\ |
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\ movement to allow \na Touch to be made, the Touch is to count." |
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- source_sentence: Where is a penalty awarded to the attacking team if a defending |
|
|
player interferes with them after a touch? |
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sentences: |
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- "Ruling = A Penalty to the non-offending Team at the point of the Infringement.16.3\t\ |
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An attacking player in support of the player in Possession may move as \nnecessary\ |
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\ to achieve a supporting position but must not grab, hold, push or \notherwise\ |
|
|
\ deliberately interfere with a defending player attempting to make a \nTouch\n\ |
|
|
Ruling = A Penalty to the non-offending Team at the point of the Infringement\ |
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\ or on the \nseven (7) metre line if the Infringement occurs in the In-Goal\ |
|
|
\ Area.16.4\tPlayers in the Defending Team may not obstruct or interfere with\ |
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\ an attacking \nplayer.Ruling = A Penalty to the non-offending Team at the point\ |
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\ of the Infringement or on the \nseven (7) metre line if the Infringement occurs\ |
|
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\ in the In-Goal Area.16.5\tShould a supporting, attacking player cause an apparent\ |
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|
\ and involuntary or \naccidental Obstruction and the player in Possession ceases\ |
|
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\ movement to allow \na Touch to be made, the Touch is to count." |
|
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- "16.5\tShould a supporting, attacking player cause an apparent and involuntary\ |
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\ or \naccidental Obstruction and the player in Possession ceases movement to\ |
|
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\ allow \na Touch to be made, the Touch is to count.16.6\tIf the Referee causes\ |
|
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\ Obstruction on either an attacking player or a defending \nplayer including\ |
|
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\ when the ball makes contact with the Referee, play should \npause and recommence\ |
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\ with a Rollball at the Mark where the interference \noccurred and the Touch\ |
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\ count remains unchanged.17 Interchange \n17.1\tPlayers may Interchange at\ |
|
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\ any time.17.2\tThere is no limit to the number of times a player may Interchange.17.3\t\ |
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Interchange players must remain in their Interchange Area for the duration of\ |
|
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\ \nthe match.17.4\tInterchanges may only occur after the player leaving the Field\ |
|
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\ of Play has \nentered the Interchange Area.17.5\tPlayers leaving or entering\ |
|
|
\ the Field of Play shall not hinder or obstruct play.Ruling = A Penalty to the\ |
|
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\ non-offending Team at the point of the Infringement." |
|
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- "11.2\tA player in Possession may not intentionally kick, pass, flick, knock,\ |
|
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\ throw, \nhand-off or otherwise propel the ball in a Forward direction over an\ |
|
|
\ opposition \nplayer and regain Possession.Ruling = A Penalty will be awarded\ |
|
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\ to the Defending Team at the Mark where the ball was \npropelled Forward.12 \ |
|
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\ Ball Touched in Flight \n \n12.1\tIf a player from the Defending Team deliberately\ |
|
|
\ makes contact with the ball in \nflight and the ball goes to ground, the Attacking\ |
|
|
\ Team retains the ball and the \nTouch Count restarts as zero (0) Touch.12.2\t\ |
|
|
If a player from the Defending Team deliberately makes contact with the ball \n\ |
|
|
in flight and the ball is retrieved by an attacking player, without touching the\ |
|
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\ \nground, play continues and the next Touch is zero (0) Touch." |
|
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- source_sentence: When does a player cease to be the Half? |
|
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sentences: |
|
|
- "Ruling = A Penalty to the non-offending Team at the point of the Infringement.17.6\t\ |
|
|
Players entering the Field of Play must take up an Onside position before \nbecoming\ |
|
|
\ involved in play.FIT Playing Rules - 5th Edition\n14\nCOPYRIGHT © Touch Football\ |
|
|
\ Australia 2020\nRuling = A Penalty to the non-offending Team at the point of\ |
|
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\ the Infringement.17.7\tWhen an intercept has occurred or a line break made,\ |
|
|
\ players are not permitted \nto Interchange until the next Touch has been made\ |
|
|
\ or ball becomes Dead.Ruling A = If a player enters the Field of Play and prevents\ |
|
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\ the scoring of a Try, a Penalty Try \nwill be awarded and the offending player\ |
|
|
\ sent to the Sin Bin.Ruling B = If a player enters the Field of Play but does\ |
|
|
\ not impede the scoring of a Try the \noffending player will be sent to the Sin\ |
|
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\ Bin.17.8\tFollowing a Try, players may Interchange at will, without having to\ |
|
|
\ wait for the \nplayer to enter the Interchange Area, but must do so prior to\ |
|
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\ the Tap being taken \nto recommence play." |
|
|
- "18.7\tA player may perform a Rollball instead of a Penalty Tap and the player\ |
|
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\ who \nreceives the ball does not become the Half.18.8\tIf the Defending Team\ |
|
|
\ is penalised three (3) times upon entering their Seven \nMetre Zone during a\ |
|
|
\ single Possession, the last offending player will be given an \nExclusion until\ |
|
|
\ the end of that Possession.18.9\tA Penalty Try is awarded if any action by a\ |
|
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\ player, Team official or spectator, \ndeemed by the Referee to be contrary to\ |
|
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\ the Rules or spirit of the game clearly \nprevents the Attacking Team from scoring\ |
|
|
\ a Try.FIT Playing Rules - 5th Edition\nCOPYRIGHT © Touch Football Australia\ |
|
|
\ 2020\n15\n19 Advantage \n19.1\tWhere a Defending Team player is Offside at\ |
|
|
\ a Tap or Rollball and attempts \nto interfere with play, the Referee will allow\ |
|
|
\ Advantage or award a Penalty, \nwhichever is of greater Advantage to the Attacking\ |
|
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\ Team." |
|
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- "13.10\tA player ceases to be the Half once the ball is passed to another player.13.11\t\ |
|
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Defending players are not to interfere with the performance of the Rollball or\ |
|
|
\ the \nHalf.Ruling = A Penalty to the Attacking Team at a point ten (10) metres\ |
|
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\ directly Forward of the \nInfringement.13.12\tPlayers of the Defending Team\ |
|
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\ must not move Forward of the Onside position \nuntil the Half has made contact\ |
|
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\ with the ball, unless directed to do so by the \nReferee or in accordance with\ |
|
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\ 13.12.1.13.12.1\tWhen the Half is not within one (1) metre of the Rollball,\ |
|
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\ Onside players \nof the Defending Team may move Forward as soon as the player\ |
|
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\ \nperforming the Rollball releases the ball.If the Half is not in position and\ |
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\ \na defending player moves Forward and makes contact with the ball, a \nChange\ |
|
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\ of Possession results." |
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datasets: |
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- Trelis/touch-rugby-modernbert-pairs |
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pipeline_tag: sentence-similarity |
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library_name: sentence-transformers |
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--- |
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|
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# SentenceTransformer based on nomic-ai/modernbert-embed-base |
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This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base) on the [touch-rugby-modernbert-pairs](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs) dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. |
|
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## Model Details |
|
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|
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### Model Description |
|
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- **Model Type:** Sentence Transformer |
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- **Base model:** [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base) <!-- at revision d556a88e332558790b210f7bdbe87da2fa94a8d8 --> |
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- **Maximum Sequence Length:** 8192 tokens |
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- **Output Dimensionality:** 768 dimensions |
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- **Similarity Function:** Cosine Similarity |
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- **Training Dataset:** |
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- [touch-rugby-modernbert-pairs](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs) |
|
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Documentation:** [Sentence Transformers Documentation](https://sbert.net) |
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|
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) |
|
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- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) |
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|
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### Full Model Architecture |
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|
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|
``` |
|
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SentenceTransformer( |
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(0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: ModernBertModel |
|
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(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) |
|
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(2): Normalize() |
|
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) |
|
|
``` |
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## Usage |
|
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### Direct Usage (Sentence Transformers) |
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First install the Sentence Transformers library: |
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|
```bash |
|
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pip install -U sentence-transformers |
|
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``` |
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Then you can load this model and run inference. |
|
|
```python |
|
|
from sentence_transformers import SentenceTransformer |
|
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|
|
|
# Download from the 🤗 Hub |
|
|
model = SentenceTransformer("dujun/modernbert-embed-base-dj-ft-v2") |
|
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# Run inference |
|
|
sentences = [ |
|
|
'When does a player cease to be the Half?', |
|
|
'13.10\tA player ceases to be the Half once the ball is passed to another player.13.11\tDefending players are not to interfere with the performance of the Rollball or the \nHalf.Ruling = A Penalty to the Attacking Team at a point ten (10) metres directly Forward of the \nInfringement.13.12\tPlayers of the Defending Team must not move Forward of the Onside position \nuntil the Half has made contact with the ball, unless directed to do so by the \nReferee or in accordance with 13.12.1.13.12.1\tWhen the Half is not within one (1) metre of the Rollball, Onside players \nof the Defending Team may move Forward as soon as the player \nperforming the Rollball releases the ball.If the Half is not in position and \na defending player moves Forward and makes contact with the ball, a \nChange of Possession results.', |
|
|
'18.7\tA player may perform a Rollball instead of a Penalty Tap and the player who \nreceives the ball does not become the Half.18.8\tIf the Defending Team is penalised three (3) times upon entering their Seven \nMetre Zone during a single Possession, the last offending player will be given an \nExclusion until the end of that Possession.18.9\tA Penalty Try is awarded if any action by a player, Team official or spectator, \ndeemed by the Referee to be contrary to the Rules or spirit of the game clearly \nprevents the Attacking Team from scoring a Try.FIT Playing Rules - 5th Edition\nCOPYRIGHT © Touch Football Australia 2020\n15\n19\u2002 Advantage \n19.1\tWhere a Defending Team player is Offside at a Tap or Rollball and attempts \nto interfere with play, the Referee will allow Advantage or award a Penalty, \nwhichever is of greater Advantage to the Attacking Team.', |
|
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] |
|
|
embeddings = model.encode(sentences) |
|
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print(embeddings.shape) |
|
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# [3, 768] |
|
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|
|
|
# Get the similarity scores for the embeddings |
|
|
similarities = model.similarity(embeddings, embeddings) |
|
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print(similarities.shape) |
|
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# [3, 3] |
|
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``` |
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<!-- |
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|
### Direct Usage (Transformers) |
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<details><summary>Click to see the direct usage in Transformers</summary> |
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</details> |
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--> |
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<!-- |
|
|
### Downstream Usage (Sentence Transformers) |
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|
You can finetune this model on your own dataset. |
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<details><summary>Click to expand</summary> |
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</details> |
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--> |
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<!-- |
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### Out-of-Scope Use |
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|
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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--> |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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## Training Details |
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### Training Dataset |
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#### touch-rugby-modernbert-pairs |
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* Dataset: [touch-rugby-modernbert-pairs](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs) at [7cb0ae2](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs/tree/7cb0ae2222504ad98d6ca368b68a657ba2b33e22) |
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* Size: 274 training samples |
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* Columns: <code>question</code> and <code>related_chunk</code> |
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* Approximate statistics based on the first 274 samples: |
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| | question | related_chunk | |
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|:--------|:-----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------| |
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| type | string | string | |
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| details | <ul><li>min: 10 tokens</li><li>mean: 18.51 tokens</li><li>max: 36 tokens</li></ul> | <ul><li>min: 147 tokens</li><li>mean: 230.74 tokens</li><li>max: 319 tokens</li></ul> | |
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* Samples: |
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| question | related_chunk | |
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|:------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| <code>Where does a change of possession occur if a touch is made in In-Goal?</code> | <code>Ruling = A Penalty to the non-offending Team at the point of the Infringement.10.4 If the ball is accidentally knocked from the hands of a player in Possession <br>during a Touch, the Touch counts and the Attacking Team retains Possession.10.5 The defending player must not deliberately knock the ball from the hands of a <br>player in Possession during a Touch.Ruling = A Penalty to the Attacking Team at the point of the Infringement.10.6 A player must not pass or otherwise deliver the ball after a Touch has been <br>made.Ruling = A Penalty to the Defending Team at the point of the Infringement, or if In-Goal the <br>nearest point on the seven (7) metre line.10.7 The Half may pass or run with the ball but cannot get Touched while in <br>Possession of the ball.Ruling = A Change of Possession occurs at the point of the Touch, or if In-Goal the nearest <br>point on the seven (7) metre line.</code> | |
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| <code>What section details the field of play in the Touch Rugby Rules 5th Edition?</code> | <code>FIT Playing Rules - 5th Edition<br>COPYRIGHT © Touch Football Australia 2020<br>Appendix 1 – Field of Play<br>Contents<br>01 I<br>The Field of Play<br>5<br>02 I<br>Player Registration<br>5<br>03 I<br>The Ball<br>6<br>04 I<br>Playing Uniform<br>6<br>05 I<br>Team Composition<br>6<br>06 I<br>Team Coach and Team Officials<br>7<br>07<br>I<br>Commencement and Recommencement of Play<br>7<br>08<br>I<br>Match Duration<br>8<br>09 I<br>Possession<br>8<br>10<br>I<br>The Touch<br>9<br>11<br>I<br>Passing<br>10<br>12<br>I<br>Ball Touched in Flight<br>10<br>13<br>I<br>The Rollball<br>11<br>14<br>I<br>Scoring<br>13<br>15<br>I<br>Offside<br>13<br>16<br>I<br>Obstruction<br>14<br>17<br>I<br>Interchange<br>14<br>18<br>I<br>Penalty<br>15<br>19<br>I<br>Advantage<br>16<br>20<br>I<br>Misconduct<br>16<br>21<br>I<br>Forced Interchange<br>16<br>22<br>I<br>Sin Bin<br>16<br>23<br>I<br>Dismissal<br>17</code> | |
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| <code>What is one of the Referee's responsibilities before the match commences?</code> | <code>An approach may only be made during a break in play or at <br>the discretion of the Referee.FIT Playing Rules - 5th Edition<br>18<br>COPYRIGHT © Touch Football Australia 2020<br>HALFWAY LINE<br>SIN BIN AREAS<br>IN-GOAL AREA<br>TRY LINE<br>7 M ZONE<br>DEAD BALL LINE<br>PERIMETER<br>INTERCHANGE<br>AREA<br>20M<br>10M<br>10M<br>1M<br>5M<br>7 M<br>7 M<br>7 M<br>7 M<br>50M<br>3M<br>70M<br>INTERCHANGE<br>AREA<br> Appendix 1 – Field of Play<br>FIT Playing Rules - 5th Edition<br>COPYRIGHT © Touch Football Australia 2020<br>19<br>FEDERATION OF INTERNATIONAL TOUCH</code> | |
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* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters: |
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```json |
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{ |
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"scale": 20.0, |
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"similarity_fct": "cos_sim" |
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} |
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``` |
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### Evaluation Dataset |
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#### touch-rugby-modernbert-pairs |
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* Dataset: [touch-rugby-modernbert-pairs](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs) at [7cb0ae2](https://huggingface.co/datasets/Trelis/touch-rugby-modernbert-pairs/tree/7cb0ae2222504ad98d6ca368b68a657ba2b33e22) |
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* Size: 31 evaluation samples |
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* Columns: <code>question</code> and <code>related_chunk</code> |
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* Approximate statistics based on the first 31 samples: |
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| | question | related_chunk | |
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|:--------|:-----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------| |
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| type | string | string | |
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| details | <ul><li>min: 12 tokens</li><li>mean: 19.52 tokens</li><li>max: 33 tokens</li></ul> | <ul><li>min: 170 tokens</li><li>mean: 234.45 tokens</li><li>max: 304 tokens</li></ul> | |
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* Samples: |
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| question | related_chunk | |
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|:----------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |
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| <code>Where must a player's identifying number be displayed?</code> | <code>3.2 The ball shall be inflated to the manufacturers’ recommended air pressure.3.3 The Referee shall immediately pause the match if the size and shape of the ball <br>no longer complies with clauses 3.1 or 3.2 to allow for the ball to replaced or the <br>issue rectified.3.4 The ball must not be hidden under player attire.4 Playing Uniform <br>4.1 Participating players are to be correctly attired in matching Team uniforms<br>4.2 Playing uniforms consist of shirt, singlet or other item as approved by the NTA <br>or NTA competition provider, shorts and/or tights and socks.4.3 All players are to wear a unique identifying number not less than 16cm in height, <br>clearly displayed on the rear of the playing top.4.3.1 Identifying numbers must feature no more than two (2) digits.4.4 Hats or caps are permitted to be worn during a match provided they are safe <br>and meet any NTA regulations.</code> | |
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| <code>Besides penalties, what other consequences might result from continuous rule breaches?</code> | <code>20 Misconduct <br>20.1 Misconduct warranting Penalty, Forced Interchange, Sin Bin or Dismissal <br>includes:<br>20.1.1 Continuous or regular breaches of the Rules;<br>20.1.2 Swearing towards another player, Referee, spectator or other match <br>official;<br>20.1.3 Disputing decisions of Referees or other match official(s);<br>20.1.4 Using more than the necessary physical force to make a Touch;<br>20.1.5 Poor sportsmanship;<br>20.1.6 Tripping, striking, or otherwise assaulting another player, Referee, <br>spectator or other match official; or<br>20.1.7 Any other action that is contrary to the spirit of the game.21 Forced Interchange <br>21.1 Where the Referee deems it necessary to implement a Forced Interchange <br>following an Infringement, the Referee is to stop the match, direct the ball to <br>be placed on the Mark, advise the offending player of the reason for the Forced <br>Interchange, direct that player to return to the Interchange Area, display the <br>relevant signal and award a Penalty to the non-offending Team.</code> | |
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| <code>Can a Rollball be performed after a Touch has been made?</code> | <code>Ruling = A Penalty to the Defending Team at the point of the Infringement.13.5 A player may only perform a Rollball at the Mark under the following <br>circumstances:<br>13.5.1 when a Touch has been made; or<br>13.5.2 when Possession changes following the sixth Touch; or<br>13.5.3 when Possession changes due to the ball being dropped or passed and <br>goes to the ground; or<br>13.5.4 when Possession changes due to an Infringement by an attacking player <br>at a Penalty, a Tap or a Rollball; or<br>FIT Playing Rules - 5th Edition<br>COPYRIGHT © Touch Football Australia 2020<br>11<br>13.5.5 when Possession changes after the Half is Touched or when the Half <br>places the ball on or over the Try Line; or<br>13.5.6 in replacement of a Penalty Tap; or<br>13.5.7 when so directed by the Referee.</code> | |
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* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters: |
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```json |
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{ |
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"scale": 20.0, |
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"similarity_fct": "cos_sim" |
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} |
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``` |
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### Training Hyperparameters |
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#### Non-Default Hyperparameters |
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- `eval_strategy`: steps |
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- `per_device_train_batch_size`: 32 |
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- `per_device_eval_batch_size`: 32 |
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- `learning_rate`: 5e-06 |
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- `num_train_epochs`: 1 |
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- `lr_scheduler_type`: constant |
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- `warmup_ratio`: 0.3 |
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#### All Hyperparameters |
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<details><summary>Click to expand</summary> |
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- `overwrite_output_dir`: False |
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- `do_predict`: False |
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- `eval_strategy`: steps |
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- `prediction_loss_only`: True |
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- `per_device_train_batch_size`: 32 |
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- `per_device_eval_batch_size`: 32 |
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- `per_gpu_train_batch_size`: None |
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- `per_gpu_eval_batch_size`: None |
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- `gradient_accumulation_steps`: 1 |
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- `eval_accumulation_steps`: None |
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- `torch_empty_cache_steps`: None |
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- `learning_rate`: 5e-06 |
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- `weight_decay`: 0.0 |
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- `adam_beta1`: 0.9 |
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- `adam_beta2`: 0.999 |
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- `adam_epsilon`: 1e-08 |
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- `max_grad_norm`: 1.0 |
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- `num_train_epochs`: 1 |
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- `max_steps`: -1 |
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- `lr_scheduler_type`: constant |
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- `lr_scheduler_kwargs`: {} |
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- `warmup_ratio`: 0.3 |
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- `warmup_steps`: 0 |
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- `log_level`: passive |
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- `log_level_replica`: warning |
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- `log_on_each_node`: True |
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- `logging_nan_inf_filter`: True |
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- `save_safetensors`: True |
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- `save_on_each_node`: False |
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- `save_only_model`: False |
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- `restore_callback_states_from_checkpoint`: False |
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- `no_cuda`: False |
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- `use_cpu`: False |
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- `use_mps_device`: False |
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- `seed`: 42 |
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- `data_seed`: None |
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- `jit_mode_eval`: False |
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- `use_ipex`: False |
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- `bf16`: False |
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- `fp16`: False |
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- `fp16_opt_level`: O1 |
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- `half_precision_backend`: auto |
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- `bf16_full_eval`: False |
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- `fp16_full_eval`: False |
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- `tf32`: None |
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- `local_rank`: 0 |
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- `ddp_backend`: None |
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- `tpu_num_cores`: None |
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- `tpu_metrics_debug`: False |
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- `debug`: [] |
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- `dataloader_drop_last`: False |
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- `dataloader_num_workers`: 0 |
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- `dataloader_prefetch_factor`: None |
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- `past_index`: -1 |
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- `disable_tqdm`: False |
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- `remove_unused_columns`: True |
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- `label_names`: None |
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- `load_best_model_at_end`: False |
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- `ignore_data_skip`: False |
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- `fsdp`: [] |
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- `fsdp_min_num_params`: 0 |
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- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} |
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- `tp_size`: 0 |
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- `fsdp_transformer_layer_cls_to_wrap`: None |
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- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} |
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- `deepspeed`: None |
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- `label_smoothing_factor`: 0.0 |
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- `optim`: adamw_torch |
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- `optim_args`: None |
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- `adafactor`: False |
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- `group_by_length`: False |
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- `length_column_name`: length |
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- `ddp_find_unused_parameters`: None |
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- `ddp_bucket_cap_mb`: None |
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- `ddp_broadcast_buffers`: False |
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- `dataloader_pin_memory`: True |
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- `dataloader_persistent_workers`: False |
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- `skip_memory_metrics`: True |
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- `use_legacy_prediction_loop`: False |
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- `push_to_hub`: False |
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- `resume_from_checkpoint`: None |
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- `hub_model_id`: None |
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- `hub_strategy`: every_save |
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- `hub_private_repo`: None |
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- `hub_always_push`: False |
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- `gradient_checkpointing`: False |
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- `gradient_checkpointing_kwargs`: None |
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- `include_inputs_for_metrics`: False |
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- `include_for_metrics`: [] |
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- `eval_do_concat_batches`: True |
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- `fp16_backend`: auto |
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- `push_to_hub_model_id`: None |
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- `push_to_hub_organization`: None |
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- `mp_parameters`: |
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- `auto_find_batch_size`: False |
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- `full_determinism`: False |
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- `torchdynamo`: None |
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- `ray_scope`: last |
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- `ddp_timeout`: 1800 |
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- `torch_compile`: False |
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- `torch_compile_backend`: None |
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- `torch_compile_mode`: None |
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- `include_tokens_per_second`: False |
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- `include_num_input_tokens_seen`: False |
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- `neftune_noise_alpha`: None |
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- `optim_target_modules`: None |
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- `batch_eval_metrics`: False |
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- `eval_on_start`: False |
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- `use_liger_kernel`: False |
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- `eval_use_gather_object`: False |
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- `average_tokens_across_devices`: False |
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- `prompts`: None |
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- `batch_sampler`: batch_sampler |
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- `multi_dataset_batch_sampler`: proportional |
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</details> |
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### Training Logs |
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| Epoch | Step | Training Loss | Validation Loss | |
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|:-----:|:----:|:-------------:|:---------------:| |
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| 0.2 | 1 | - | 2.7507 | |
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| 0.4 | 2 | 3.6185 | 2.7254 | |
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| 0.6 | 3 | - | 2.7059 | |
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| 0.8 | 4 | 3.4585 | 2.6828 | |
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| 1.0 | 5 | - | 2.6653 | |
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### Framework Versions |
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- Python: 3.11.11 |
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- Sentence Transformers: 4.1.0 |
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- Transformers: 4.51.3 |
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- PyTorch: 2.7.0+cu126 |
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- Accelerate: 1.7.0 |
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- Datasets: 2.17.1 |
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- Tokenizers: 0.21.1 |
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## Citation |
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### BibTeX |
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#### Sentence Transformers |
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```bibtex |
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@inproceedings{reimers-2019-sentence-bert, |
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title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", |
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author = "Reimers, Nils and Gurevych, Iryna", |
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booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", |
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month = "11", |
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year = "2019", |
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publisher = "Association for Computational Linguistics", |
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url = "https://arxiv.org/abs/1908.10084", |
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} |
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``` |
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#### MultipleNegativesRankingLoss |
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```bibtex |
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@misc{henderson2017efficient, |
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title={Efficient Natural Language Response Suggestion for Smart Reply}, |
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author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil}, |
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year={2017}, |
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eprint={1705.00652}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CL} |
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} |
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``` |
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## Glossary |
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*Clearly define terms in order to be accessible across audiences.* |
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