RonanMcGovern commited on
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Add new SentenceTransformer model.

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1_Pooling/config.json ADDED
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+ {
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+ "word_embedding_dimension": 384,
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+ "pooling_mode_cls_token": false,
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+ "pooling_mode_mean_tokens": true,
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+ "pooling_mode_max_tokens": false,
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+ "pooling_mode_mean_sqrt_len_tokens": false,
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+ "pooling_mode_weightedmean_tokens": false,
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+ "pooling_mode_lasttoken": false,
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+ "include_prompt": true
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+ }
README.md ADDED
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+ ---
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+ base_model: sentence-transformers/multi-qa-MiniLM-L6-cos-v1
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+ datasets: []
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+ language: []
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+ library_name: sentence-transformers
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+ pipeline_tag: sentence-similarity
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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:211
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+ - loss:MultipleNegativesRankingLoss
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+ widget:
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+ - source_sentence: How long is the initial period of extra time in the drop-off procedure?
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+ sentences:
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+ - required in drawn matches, the following drop - off procedure is used to determine
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+ a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players
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+ and within 60 seconds take up a position to restart play from the halfway line,
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+ defending the same end of the field as at the end of play. 24. 1. 2 the drop -
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+ off commences with a tap from the centre of the halfway line by the team that
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+ did not commence the match with possession. 24. 1. 3 the drop - off will commence
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+ with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading
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+ at the expiration of the two ( 2 ) minute period of extra time then that team
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+ will be declared the winner and match complete. 24. 1. 5 should neither team be
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+ leading at the expiration of two ( 2 ) minutes, a signal is given and the match
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+ will pause at the next touch or dead ball. each team will then remove another
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+ player from the field of play. 24. 1. 6 the match will recommence immediately
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+ after the players have left the field at the same place where it paused ( i. e.
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+ the team retains possession at the
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+ - made but must be included in relevant competition, event or tournament conditions
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+ 1. 2 line markings should be 4cm in width but must be no less than 2. 5cm. line
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+ markings are to be laid out as shown in appendix 1 - the field of play. sidelines
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+ extend seven ( 7 ) metres beyond the try lines to join the dead ball lines and
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+ define the in - goal areas which measure fifty ( 50 ) metres wide by seven ( 7
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+ ) metres in length. 1. 3 the interchange areas are located no closer than one
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+ ( 1 ) metre from each sideline. 1. 4 suitably sized markers, cones or corner posts
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+ of a distinguishing colour and made from safe and pliable material should be positioned
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+ at the intersections of the sideline and halfway line and the sideline and the
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+ try line. 1. 4. 1 markers, cones or corner posts placed on the junction of the
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+ sideline and try line are deemed to be in the field of play. 1. 4. 2 all other
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+ markers or cones are deemed to be out of the field of play. 1. 5 the standard
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+ playing surface is grass. other surfaces including synthetic grass may be used
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+ but shall be subject to nta approved standards. 1. 6 the field of play
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+ - required in drawn matches, the following drop - off procedure is used to determine
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+ a winner. 24. 1. 1 each team will reduce their on - field team to four ( 4 ) players
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+ and within 60 seconds take up a position to restart play from the halfway line,
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+ defending the same end of the field as at the end of play. 24. 1. 2 the drop -
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+ off commences with a tap from the centre of the halfway line by the team that
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+ did not commence the match with possession. 24. 1. 3 the drop - off will commence
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+ with a two ( 2 ) minute period of extra time. 24. 1. 4 should a team be leading
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+ at the expiration of the two ( 2 ) minute period of extra time then that team
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+ will be declared the winner and match complete. 24. 1. 5 should neither team be
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+ leading at the expiration of two ( 2 ) minutes, a signal is given and the match
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+ will pause at the next touch or dead ball. each team will then remove another
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+ player from the field of play. 24. 1. 6 the match will recommence immediately
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+ after the players have left the field at the same place where it paused ( i. e.
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+ the team retains possession at the
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+ - source_sentence: What happens to the touch count if a player from the defending
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+ team deliberately makes contact with the ball in flight, propelling it towards
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+ the defending team's dead ball line and an attacking player drops the ball?
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+ sentences:
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+ - '##s as zero ( 0 ) touch. 12. 2 if a player from the defending team deliberately
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+ makes contact with the ball in flight and the ball is retrieved by an attacking
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+ player, without touching the ground, play continues and the next touch is zero
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+ ( 0 ) touch. 12. 3 if a player from the defending team deliberately makes contact
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+ with the ball in flight, propelling it forward and an attacking player, in an
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+ attempt to regain possession, drops the ball, the attacking team retains possession
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+ and the fit playing rules - 5th edition 10 copyright © touch football australia
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+ 2020 touch count restarts as zero ( 0 ) touch. 12. 4 if a player from the defending
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+ team deliberately makes contact with the ball in flight, propelling it towards
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+ the defending team ’ s dead ball line and an attacking player, in an attempt to
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+ regain possession drops the ball, a change of possession occurs. 12. 5 if a player
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+ from the defending team unintentionally makes contact with the ball in flight
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+ and the ball goes to ground, a change of possession occurs. 12. 6 if a player
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+ from the defending team unintentionally makes contact with the ball in flight
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+ and the ball is retrieved by an attacking player, play and the touch count continues.'
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+ - made but must be included in relevant competition, event or tournament conditions
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+ 1. 2 line markings should be 4cm in width but must be no less than 2. 5cm. line
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+ markings are to be laid out as shown in appendix 1 - the field of play. sidelines
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+ extend seven ( 7 ) metres beyond the try lines to join the dead ball lines and
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+ define the in - goal areas which measure fifty ( 50 ) metres wide by seven ( 7
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+ ) metres in length. 1. 3 the interchange areas are located no closer than one
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+ ( 1 ) metre from each sideline. 1. 4 suitably sized markers, cones or corner posts
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+ of a distinguishing colour and made from safe and pliable material should be positioned
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+ at the intersections of the sideline and halfway line and the sideline and the
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+ try line. 1. 4. 1 markers, cones or corner posts placed on the junction of the
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+ sideline and try line are deemed to be in the field of play. 1. 4. 2 all other
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+ markers or cones are deemed to be out of the field of play. 1. 5 the standard
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+ playing surface is grass. other surfaces including synthetic grass may be used
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+ but shall be subject to nta approved standards. 1. 6 the field of play
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+ - ( 4 ) defending players are in an onside position or unless directed to so by
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+ the referee. where the number of players on the field from the defending team
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+ falls below four ( 4 ), all players must be in an onside position for a tap to
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+ be taken unless directed to do so by the referee. ruling = the player will be
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+ directed to return to the mark and to take the tap again. 7. 7 the tap to commence
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+ or recommence play must be performed without delay. ruling = a penalty to the
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+ non - offending team at the centre of the halfway line. 8 match duration 8. 1
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+ a match is 40 minutes in duration, consisting of two ( 2 ) x 20 minute halves
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+ with a half time break. 8. 1. 1 there is no time off for injury during a match.
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+ 8. 2 local competition and tournament conditions may vary the duration of a match.
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+ 8. 3 when time expires, play is to continue until the next touch or dead ball
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+ and end of play is signaled by the referee. 8. 3. 1 should a penalty be awarded
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+ during this period, the penalty is to be taken. 8. 4 if a match is abandoned in
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+ any circumstances other than those referred to in
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+ - source_sentence: What happens if an attacking player fails to perform a rollball
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+ on the mark?
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+ sentences:
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+ - 'ball goes to ground, a change of possession occurs. 12. 6 if a player from the
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+ defending team unintentionally makes contact with the ball in flight and the ball
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+ is retrieved by an attacking player, play and the touch count continues. 12. 7
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+ a player from the attacking team cannot pass the ball into a defending player
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+ intentionally seeking a rebound or a restart of the touch count. ruling = a penalty
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+ to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking
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+ player is to position on the mark, face the opponent ’ s try line, make a genuine
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+ attempt to stand parallel to the sidelines, place the ball on the ground between
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+ the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or
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+ 13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or
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+ 13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending
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+ team at the point of the infringement. 13. 2 a player must perform the rollball
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+ on the mark. ruling = a penalty to the defending team at the point of the infringement.
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+ 13. 3 a player must not perform a voluntary rollball'
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+ - dead ball and end of play is signaled by the referee. 8. 3. 1 should a penalty
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+ be awarded during this period, the penalty is to be taken. 8. 4 if a match is
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+ abandoned in any circumstances other than those referred to in clause 24. 1. 6
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+ the nta or nta competition provider in its sole discretion shall determine the
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+ result of the match. 9 possession 9. 1 the team with the ball is entitled to six
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+ ( 6 ) touches prior to a change of possession. 9. 2 on the change of possession
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+ due to an intercept, the first touch will be zero ( 0 ) touch. 9. 3 following
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+ the sixth touch or a loss of possession due to any other means, the ball must
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+ be returned to the mark without delay. ruling = a deliberate delay in the changeover
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+ procedure will result in a penalty awarded to the non - offending team ten ( 10
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+ ) metres forward of the mark for the change of possession. 9. 4 if the ball is
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+ dropped or passed and goes to ground during play, a change of possession results.
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+ ruling = the mark for the change of possession is where the ball makes initial
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+ contact with the ground. 9. 5 if the ball, while still under the control of the
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+ half
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+ - ( 7 ) metre line. 10. 7 the half may pass or run with the ball but cannot get
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+ touched while in possession of the ball. ruling = a change of possession occurs
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+ at the point of the touch, or if in - goal the nearest point on the seven ( 7
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+ ) metre line. 10. 8 if a touch is made in the in - goal area before the ball is
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+ grounded, the player in possession is to perform a rollball seven ( 7 ) metres
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+ from the team ’ s attacking try line, provided it is not the sixth touch and the
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+ player is not half. 10. 9 if a player in possession is touched while on or behind
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+ their defending try line, the touch counts and once the referee sets the mark
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+ seven ( 7 ) metres directly forward of the contact point from the defending team
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+ ’ s try line, a rollball is performed. 10. 10 if a player in possession intentionally
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+ makes a touch on an offside defender who is making every effort to retire and
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+ remain out of play, the touch counts. fit playing rules - 5th edition copyright
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+ © touch football australia 2020 9 10. 11 if a touch is made on a player in possession
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+ while the player is juggling the ball in an attempt to maintain control of it,
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+ - source_sentence: What is the result of a match if it is abandoned in circumstances
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+ other than those specified in clause 24.1.6?
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+ sentences:
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+ - 'touch football australia 2020 11 13. 5. 5 when possession changes after the half
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+ is touched or when the half places the ball on or over the try line ; or 13. 5.
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+ 6 in replacement of a penalty tap ; or 13. 5. 7 when so directed by the referee.
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+ 13. 6 a player is to perform a rollball seven ( 7 ) metres in - field under the
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+ following circumstances : 13. 6. 1 when a change of possession takes place due
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+ to a player in possession making contact with the sideline or any ground outside
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+ the field of play, prior to a touch being made ; or 13. 6. 2 when the ball not
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+ in possession of a player makes contact with the sideline or any ground outside
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+ the field of play. 13. 7 a player may not perform a tap in replacement of a rollball.
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+ ruling = the offending team must return to the mark and perform the rollball.
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+ 13. 8 an attacking player, other than the player performing the rollball, may
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+ receive the ball at the rollball and shall do so without delay. that player is
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+ referred to as the half. 13. 9 the half may control the ball with a foot prior
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+ to picking up the ball. 13. 10 a player'
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+ - a rollball. half time the break in play between the two halves of a match. imminent
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+ about to occur, it is almost certain to occur. infringement the action of a player
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+ contrary to the rules of the game. in - goal area the area in the field of play
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+ bounded by the sidelines, the try lines and the dead ball lines. there are two
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+ ( 2 ), one ( 1 ) at each end of the field of play. see appendix 1. interchange
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+ the act of an on - field player leaving the field of play to be replaced by an
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+ off - field player entering the field of play. interchange area a marked rectangle
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+ for each team on opposite sides of the field of play usually measuring 20 metres
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+ long by no more than five ( 5 ) metres wide, extending ten ( 10 ) metres either
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+ side of the halfway line and not less than one ( 1 ) metre from the sideline.
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+ it is the area in which all off - field players must remain until an interchange
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+ is initiated. see appendix 1. kick strike or propel forcibly with the foot, a
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+ blow or forceful thrust with the foot to the ball. a tap to commence or recommence
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+ play or a penalty tap is not defined as a kick. line markings
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+ - dead ball and end of play is signaled by the referee. 8. 3. 1 should a penalty
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+ be awarded during this period, the penalty is to be taken. 8. 4 if a match is
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+ abandoned in any circumstances other than those referred to in clause 24. 1. 6
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+ the nta or nta competition provider in its sole discretion shall determine the
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+ result of the match. 9 possession 9. 1 the team with the ball is entitled to six
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+ ( 6 ) touches prior to a change of possession. 9. 2 on the change of possession
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+ due to an intercept, the first touch will be zero ( 0 ) touch. 9. 3 following
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+ the sixth touch or a loss of possession due to any other means, the ball must
191
+ be returned to the mark without delay. ruling = a deliberate delay in the changeover
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+ procedure will result in a penalty awarded to the non - offending team ten ( 10
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+ ) metres forward of the mark for the change of possession. 9. 4 if the ball is
194
+ dropped or passed and goes to ground during play, a change of possession results.
195
+ ruling = the mark for the change of possession is where the ball makes initial
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+ contact with the ground. 9. 5 if the ball, while still under the control of the
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+ half
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+ - source_sentence: What is the ruling if an attacking player intentionally passes
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+ the ball to a defending player seeking a rebound or restart of the touch count?
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+ sentences:
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+ - 'ball goes to ground, a change of possession occurs. 12. 6 if a player from the
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+ defending team unintentionally makes contact with the ball in flight and the ball
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+ is retrieved by an attacking player, play and the touch count continues. 12. 7
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+ a player from the attacking team cannot pass the ball into a defending player
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+ intentionally seeking a rebound or a restart of the touch count. ruling = a penalty
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+ to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking
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+ player is to position on the mark, face the opponent ’ s try line, make a genuine
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+ attempt to stand parallel to the sidelines, place the ball on the ground between
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+ the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or
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+ 13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or
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+ 13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending
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+ team at the point of the infringement. 13. 2 a player must perform the rollball
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+ on the mark. ruling = a penalty to the defending team at the point of the infringement.
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+ 13. 3 a player must not perform a voluntary rollball'
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+ - . see appendix 1. kick strike or propel forcibly with the foot, a blow or forceful
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+ thrust with the foot to the ball. a tap to commence or recommence play or a penalty
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+ tap is not defined as a kick. line markings markings of the field of play. see
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+ appendix 1. link the player beside the wing player. mark ( for a tap ) the centre
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+ of the halfway line for the commencement or recommencement of play, or the position
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+ where a penalty tap is awarded as a result of an infringement. mark ( for a touch
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+ ) the position in the field of play where the player in possession was at the
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+ time the touch was made. fit playing rules - 5th edition 2 copyright © touch football
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+ australia 2020 middle the player inside the link player. nta national touch association
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+ as defined in the fit constitution. obstruction a deliberate attempt by either
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+ an attacking or defending player to gain an unfair advantage by interfering with
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+ the opposition to prevent them from gaining a rightful advantage. offside ( attacker
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+ ) an attacking player in a position forward of the ball. offside ( defender )
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+ a defending player in a position closer than seven ( 7 ) metres from the mark
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+ of the rollball ; or ten ( 10 ) metres from the mark
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+ - or passed and goes to ground during play, a change of possession results. ruling
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+ = the mark for the change of possession is where the ball makes initial contact
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+ with the ground. 9. 5 if the ball, while still under the control of the half,
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+ contacts the ground in the in - goal area, possession is lost. ruling = play will
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+ restart with a rollball at the nearest point on the seven ( 7 ) metre line. fit
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+ playing rules - 5th edition 8 copyright © touch football australia 2020 9. 6 if
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+ a player mishandles the ball and even if in an effort to gain control, the ball
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+ is accidentally knocked forward into any other player, a change of possession
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+ results. 10 the touch 10. 1 a touch may be made by either a defending player or
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+ a player in possession. 10. 2 a defending player may not claim a touch if contact
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+ has not been made. if a player claims a touch has been made, but the referee is
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+ unsure the touch will count. ruling = a penalty to the attacking team at the point
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+ of the infringement and the offending player sent to the sin bin. 10. 3 players
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+ of both defending and attacking teams are to use the minimum force necessary to
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+ make a touch. players must ensure that the
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+ ---
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+
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+ # SentenceTransformer based on sentence-transformers/multi-qa-MiniLM-L6-cos-v1
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+
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+ This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/multi-qa-MiniLM-L6-cos-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1). It maps sentences & paragraphs to a 384-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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+
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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:** [sentence-transformers/multi-qa-MiniLM-L6-cos-v1](https://huggingface.co/sentence-transformers/multi-qa-MiniLM-L6-cos-v1) <!-- at revision 2430568290bb832d22ad5064f44dd86cf0240142 -->
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+ - **Maximum Sequence Length:** 512 tokens
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+ - **Output Dimensionality:** 384 tokens
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+ - **Similarity Function:** Cosine Similarity
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+ <!-- - **Training Dataset:** Unknown -->
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+ <!-- - **Language:** Unknown -->
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+ <!-- - **License:** Unknown -->
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+
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+ ### Model Sources
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+
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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': 512, 'do_lower_case': False}) with Transformer model: BertModel
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+ (1): Pooling({'word_embedding_dimension': 384, '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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+ ```
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+
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+ ## Usage
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+
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+ ### Direct Usage (Sentence Transformers)
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+
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+ First install the Sentence Transformers library:
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+
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+ ```bash
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+ pip install -U sentence-transformers
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+ ```
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+
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+ Then you can load this model and run inference.
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+ ```python
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+ from sentence_transformers import SentenceTransformer
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+
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+ # Download from the 🤗 Hub
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+ model = SentenceTransformer("Trelis/multi-qa-MiniLM-L6-cos-v1-ft-pairs-2-cos-epoch-s20")
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+ # Run inference
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+ sentences = [
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+ 'What is the ruling if an attacking player intentionally passes the ball to a defending player seeking a rebound or restart of the touch count?',
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+ 'ball goes to ground, a change of possession occurs. 12. 6 if a player from the defending team unintentionally makes contact with the ball in flight and the ball is retrieved by an attacking player, play and the touch count continues. 12. 7 a player from the attacking team cannot pass the ball into a defending player intentionally seeking a rebound or a restart of the touch count. ruling = a penalty to the defending team at the point of the pass. 13 the rollball 13. 1 the attacking player is to position on the mark, face the opponent ’ s try line, make a genuine attempt to stand parallel to the sidelines, place the ball on the ground between the feet in a controlled manner and : 13. 1. 1 step forward over the ball ; or 13. 1. 2 roll the ball back between the feet no more than one ( 1 ) metre ; or 13. 1. 3 pass a foot over the ball. ruling = a change of possession to the defending team at the point of the infringement. 13. 2 a player must perform the rollball on the mark. ruling = a penalty to the defending team at the point of the infringement. 13. 3 a player must not perform a voluntary rollball',
299
+ '. see appendix 1. kick strike or propel forcibly with the foot, a blow or forceful thrust with the foot to the ball. a tap to commence or recommence play or a penalty tap is not defined as a kick. line markings markings of the field of play. see appendix 1. link the player beside the wing player. mark ( for a tap ) the centre of the halfway line for the commencement or recommencement of play, or the position where a penalty tap is awarded as a result of an infringement. mark ( for a touch ) the position in the field of play where the player in possession was at the time the touch was made. fit playing rules - 5th edition 2 copyright © touch football australia 2020 middle the player inside the link player. nta national touch association as defined in the fit constitution. obstruction a deliberate attempt by either an attacking or defending player to gain an unfair advantage by interfering with the opposition to prevent them from gaining a rightful advantage. offside ( attacker ) an attacking player in a position forward of the ball. offside ( defender ) a defending player in a position closer than seven ( 7 ) metres from the mark of the rollball ; or ten ( 10 ) metres from the mark',
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+ ]
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+ embeddings = model.encode(sentences)
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+ print(embeddings.shape)
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+ # [3, 384]
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+
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+ # Get the similarity scores for the embeddings
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+ 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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+ <!--
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+ ### Direct Usage (Transformers)
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+
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+ <details><summary>Click to see the direct usage in Transformers</summary>
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+
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+ </details>
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+ -->
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+
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+ <!--
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+ ### Downstream Usage (Sentence Transformers)
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+
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+ You can finetune this model on your own dataset.
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+
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+ <details><summary>Click to expand</summary>
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+
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+ </details>
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+ -->
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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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+ <!--
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+ ## Bias, Risks and Limitations
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+
338
+ *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
339
+ -->
340
+
341
+ <!--
342
+ ### Recommendations
343
+
344
+ *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
345
+ -->
346
+
347
+ ## Training Details
348
+
349
+ ### Training Hyperparameters
350
+ #### Non-Default Hyperparameters
351
+
352
+ - `eval_strategy`: steps
353
+ - `per_device_train_batch_size`: 32
354
+ - `per_device_eval_batch_size`: 32
355
+ - `learning_rate`: 2e-05
356
+ - `num_train_epochs`: 2
357
+ - `lr_scheduler_type`: cosine
358
+ - `warmup_ratio`: 0.3
359
+
360
+ #### All Hyperparameters
361
+ <details><summary>Click to expand</summary>
362
+
363
+ - `overwrite_output_dir`: False
364
+ - `do_predict`: False
365
+ - `eval_strategy`: steps
366
+ - `prediction_loss_only`: True
367
+ - `per_device_train_batch_size`: 32
368
+ - `per_device_eval_batch_size`: 32
369
+ - `per_gpu_train_batch_size`: None
370
+ - `per_gpu_eval_batch_size`: None
371
+ - `gradient_accumulation_steps`: 1
372
+ - `eval_accumulation_steps`: None
373
+ - `learning_rate`: 2e-05
374
+ - `weight_decay`: 0.0
375
+ - `adam_beta1`: 0.9
376
+ - `adam_beta2`: 0.999
377
+ - `adam_epsilon`: 1e-08
378
+ - `max_grad_norm`: 1.0
379
+ - `num_train_epochs`: 2
380
+ - `max_steps`: -1
381
+ - `lr_scheduler_type`: cosine
382
+ - `lr_scheduler_kwargs`: {}
383
+ - `warmup_ratio`: 0.3
384
+ - `warmup_steps`: 0
385
+ - `log_level`: passive
386
+ - `log_level_replica`: warning
387
+ - `log_on_each_node`: True
388
+ - `logging_nan_inf_filter`: True
389
+ - `save_safetensors`: True
390
+ - `save_on_each_node`: False
391
+ - `save_only_model`: False
392
+ - `restore_callback_states_from_checkpoint`: False
393
+ - `no_cuda`: False
394
+ - `use_cpu`: False
395
+ - `use_mps_device`: False
396
+ - `seed`: 42
397
+ - `data_seed`: None
398
+ - `jit_mode_eval`: False
399
+ - `use_ipex`: False
400
+ - `bf16`: False
401
+ - `fp16`: False
402
+ - `fp16_opt_level`: O1
403
+ - `half_precision_backend`: auto
404
+ - `bf16_full_eval`: False
405
+ - `fp16_full_eval`: False
406
+ - `tf32`: None
407
+ - `local_rank`: 0
408
+ - `ddp_backend`: None
409
+ - `tpu_num_cores`: None
410
+ - `tpu_metrics_debug`: False
411
+ - `debug`: []
412
+ - `dataloader_drop_last`: False
413
+ - `dataloader_num_workers`: 0
414
+ - `dataloader_prefetch_factor`: None
415
+ - `past_index`: -1
416
+ - `disable_tqdm`: False
417
+ - `remove_unused_columns`: True
418
+ - `label_names`: None
419
+ - `load_best_model_at_end`: False
420
+ - `ignore_data_skip`: False
421
+ - `fsdp`: []
422
+ - `fsdp_min_num_params`: 0
423
+ - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
424
+ - `fsdp_transformer_layer_cls_to_wrap`: None
425
+ - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
426
+ - `deepspeed`: None
427
+ - `label_smoothing_factor`: 0.0
428
+ - `optim`: adamw_torch
429
+ - `optim_args`: None
430
+ - `adafactor`: False
431
+ - `group_by_length`: False
432
+ - `length_column_name`: length
433
+ - `ddp_find_unused_parameters`: None
434
+ - `ddp_bucket_cap_mb`: None
435
+ - `ddp_broadcast_buffers`: False
436
+ - `dataloader_pin_memory`: True
437
+ - `dataloader_persistent_workers`: False
438
+ - `skip_memory_metrics`: True
439
+ - `use_legacy_prediction_loop`: False
440
+ - `push_to_hub`: False
441
+ - `resume_from_checkpoint`: None
442
+ - `hub_model_id`: None
443
+ - `hub_strategy`: every_save
444
+ - `hub_private_repo`: False
445
+ - `hub_always_push`: False
446
+ - `gradient_checkpointing`: False
447
+ - `gradient_checkpointing_kwargs`: None
448
+ - `include_inputs_for_metrics`: False
449
+ - `eval_do_concat_batches`: True
450
+ - `fp16_backend`: auto
451
+ - `push_to_hub_model_id`: None
452
+ - `push_to_hub_organization`: None
453
+ - `mp_parameters`:
454
+ - `auto_find_batch_size`: False
455
+ - `full_determinism`: False
456
+ - `torchdynamo`: None
457
+ - `ray_scope`: last
458
+ - `ddp_timeout`: 1800
459
+ - `torch_compile`: False
460
+ - `torch_compile_backend`: None
461
+ - `torch_compile_mode`: None
462
+ - `dispatch_batches`: None
463
+ - `split_batches`: None
464
+ - `include_tokens_per_second`: False
465
+ - `include_num_input_tokens_seen`: False
466
+ - `neftune_noise_alpha`: None
467
+ - `optim_target_modules`: None
468
+ - `batch_eval_metrics`: False
469
+ - `eval_on_start`: False
470
+ - `batch_sampler`: batch_sampler
471
+ - `multi_dataset_batch_sampler`: proportional
472
+
473
+ </details>
474
+
475
+ ### Training Logs
476
+ | Epoch | Step | Training Loss | loss |
477
+ |:------:|:----:|:-------------:|:------:|
478
+ | 0.2857 | 2 | 1.9902 | 1.6592 |
479
+ | 0.5714 | 4 | 2.0653 | 1.5674 |
480
+ | 0.8571 | 6 | 1.7624 | 1.4603 |
481
+ | 1.1429 | 8 | 1.9255 | 1.3945 |
482
+ | 1.4286 | 10 | 1.3696 | 1.3618 |
483
+ | 1.7143 | 12 | 1.5989 | 1.3467 |
484
+ | 2.0 | 14 | 1.6238 | 1.3442 |
485
+
486
+
487
+ ### Framework Versions
488
+ - Python: 3.10.12
489
+ - Sentence Transformers: 3.0.1
490
+ - Transformers: 4.42.3
491
+ - PyTorch: 2.1.1+cu121
492
+ - Accelerate: 0.31.0
493
+ - Datasets: 2.17.1
494
+ - Tokenizers: 0.19.1
495
+
496
+ ## Citation
497
+
498
+ ### BibTeX
499
+
500
+ #### Sentence Transformers
501
+ ```bibtex
502
+ @inproceedings{reimers-2019-sentence-bert,
503
+ title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
504
+ author = "Reimers, Nils and Gurevych, Iryna",
505
+ booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
506
+ month = "11",
507
+ year = "2019",
508
+ publisher = "Association for Computational Linguistics",
509
+ url = "https://arxiv.org/abs/1908.10084",
510
+ }
511
+ ```
512
+
513
+ #### MultipleNegativesRankingLoss
514
+ ```bibtex
515
+ @misc{henderson2017efficient,
516
+ title={Efficient Natural Language Response Suggestion for Smart Reply},
517
+ 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},
518
+ year={2017},
519
+ eprint={1705.00652},
520
+ archivePrefix={arXiv},
521
+ primaryClass={cs.CL}
522
+ }
523
+ ```
524
+
525
+ <!--
526
+ ## Glossary
527
+
528
+ *Clearly define terms in order to be accessible across audiences.*
529
+ -->
530
+
531
+ <!--
532
+ ## Model Card Authors
533
+
534
+ *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
535
+ -->
536
+
537
+ <!--
538
+ ## Model Card Contact
539
+
540
+ *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
541
+ -->
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