utils/watermarking_results.txt

========== WATERMARKING RESULTS ==========

==> Common N-grams:
  A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.: {'brown fox': [(2, 3)], 'dog': [(9, 9)], 'small': [(12, 12)]}
  Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.: {'brown fox': [(3, 4)], 'dog': [(9, 9)], 'small': [(12, 12)]}
  The quick brown fox jumps over small cat the lazy dog everyday again and again.: {'brown fox': [(2, 3)], 'dog': [(10, 10)], 'small': [(6, 6)]}

==> Selected Sentences:
  A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
  Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.

==> Masking Results:

-- Masking Strategy: random --
Original:
  A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
Masked:
  A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
-----
Original:
  Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
Masked:
  Repeatedly, the [MASK] brown fox leaps over an [MASK] dog and its small [MASK] .
-----
Original:
  The quick brown fox jumps over small cat the lazy dog everyday again and again.
Masked:
  The [MASK] brown fox jumps over [MASK] [MASK] the lazy dog everyday again and again .
-----

-- Masking Strategy: pseudorandom --
Original:
  A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
Masked:
  A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
-----
Original:
  Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
Masked:
  [MASK] the rapid brown fox [MASK] over an inactive dog and its small [MASK] .
-----
Original:
  The quick brown fox jumps over small cat the lazy dog everyday again and again.
Masked:
  The [MASK] brown fox jumps over [MASK] cat the lazy [MASK] everyday again and again .
-----

-- Masking Strategy: entropy --
Original:
  A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
Masked:
  A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
-----
Original:
  Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
Masked:
  [MASK] the rapid brown fox leaps over an [MASK] dog and its small [MASK] .
-----
Original:
  The quick brown fox jumps over small cat the lazy dog everyday again and again.
Masked:
  The [MASK] brown fox jumps over small cat the [MASK] dog everyday again and again .
-----

==> Sampling Results:

-- Sampling Strategy: inverse_transform --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A massive brown fox frequently leaps over the neighborhood dog, who is small, on a regular basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      Repeatedly, the [MASK] brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      Repeatedly, the little brown fox leaps over an adult dog and its small body .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] [MASK] the lazy dog everyday again and again .
    Sampled:
      The large brown fox jumps over the bucks the lazy dog everyday again and again .
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A big brown fox frequently leaps over the white dog, who is small, on a regular basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox [MASK] over an inactive dog and its small [MASK] .
    Sampled:
      There the rapid brown fox jumps over an inactive dog and its small owner .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] cat the lazy [MASK] everyday again and again .
    Sampled:
      The gray brown fox jumps over the cat the lazy brown everyday again and again .
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A huge brown fox frequently leaps over the guard dog, who is small, on a consistent basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      Suddenly the rapid brown fox leaps over an imaginary dog and its small tail .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over small cat the [MASK] dog everyday again and again .
    Sampled:
      The big brown fox jumps over small cat the black dog everyday again and again .
    -----

-- Sampling Strategy: exponential_minimum --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A hunting brown fox frequently leaps over the domestic dog, who is small, on a large basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      Repeatedly, the [MASK] brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      Repeatedly, the smaller brown fox leaps over an unfortunate dog and its small collar .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] [MASK] the lazy dog everyday again and again .
    Sampled:
      The night brown fox jumps over he bird the lazy dog everyday again and again .
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A male brown fox frequently leaps over the opposing dog, who is small, on a game basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox [MASK] over an inactive dog and its small [MASK] .
    Sampled:
      Only the rapid brown fox sits over an inactive dog and its small slave .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] cat the lazy [MASK] everyday again and again .
    Sampled:
      The noisy brown fox jumps over he cat the lazy to everyday again and again .
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A hunting brown fox frequently leaps over the domestic dog, who is small, on a game basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      With the rapid brown fox leaps over an enthusiastic dog and its small target .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over small cat the [MASK] dog everyday again and again .
    Sampled:
      The brave brown fox jumps over small cat the grey dog everyday again and again .
    -----

-- Sampling Strategy: greedy --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      Repeatedly, the [MASK] brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      Repeatedly, the great brown fox leaps over an old dog and its small owner .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] [MASK] the lazy dog everyday again and again .
    Sampled:
      The big brown fox jumps over the rabbit the lazy dog everyday again and again .
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox [MASK] over an inactive dog and its small [MASK] .
    Sampled:
      Suddenly the rapid brown fox jumps over an inactive dog and its small owner .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over [MASK] cat the lazy [MASK] everyday again and again .
    Sampled:
      The big brown fox jumps over the cat the lazy brown everyday again and again .
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Masked:
      A [MASK] brown fox frequently leaps over the [MASK] dog, who is small, on a [MASK] basis .
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Masked:
      [MASK] the rapid brown fox leaps over an [MASK] dog and its small [MASK] .
    Sampled:
      Suddenly the rapid brown fox leaps over an old dog and its small owner .
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Masked:
      The [MASK] brown fox jumps over small cat the [MASK] dog everyday again and again .
    Sampled:
      The big brown fox jumps over small cat the small dog everyday again and again .
    -----

==> Re-paraphrasing Results:

-- Sampling Strategy: inverse_transform --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A massive brown fox frequently leaps over the neighborhood dog, who is small, on a regular basis .
    Re-paraphrased (first 3 examples):
      1. The small dog in the neighborhood is frequently jumped by a massive brown fox.
      2. A large brown fox frequently jumps over the small dog that lives nearby.
      3. The neighborhood dog, which is small, is frequently jumped by a massive brown fox.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Repeatedly, the little brown fox leaps over an adult dog and its small body .
    Re-paraphrased (first 3 examples):
      1. The small brown fox repeatedly jumps over an adult dog and its tiny body.
      2. Repeatedly, the small brown fox jumps over an adult dog and its tiny body.
      3. On numerous occasions, the small brown fox leaps over an adult dog and its tiny body.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The large brown fox jumps over the bucks the lazy dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every day, the big brown fox jumps over the lazy dog's body.
      2. The oversized brown fox jumps over the lazy dog's body on a regular basis.
      3. A persistent action is the jumping of the large brown fox over the lazy dog's body.
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A big brown fox frequently leaps over the white dog, who is small, on a regular basis .
    Re-paraphrased (first 3 examples):
      1. The small white dog is frequently jumped by a large brown fox.
      2. It is common for a large brown fox to jump over the small white dog.
      3. A large brown fox often jumps over the small white dog.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      There the rapid brown fox jumps over an inactive dog and its small owner .
    Re-paraphrased (first 3 examples):
      1. A speedy brown fox leaps over a doggy and its small master.
      2. The swift brown fox leaps over an idle dog and its small owner.
      3. An agile brown fox swiftly leaps over a dour dog and its small master.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The gray brown fox jumps over the cat the lazy brown everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every day, the gray brown fox jumps over the lazy brown cat.
      2. On a regular basis, the gray brown fox jumps over the lazy brown cat.
      3. The gray brown fox repeatedly jumps over the lazy brown cat.
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A huge brown fox frequently leaps over the guard dog, who is small, on a consistent basis .
    Re-paraphrased (first 3 examples):
      1. The guard dog, which is small, is frequently jumped over by a massive brown fox.
      2. A small guard dog is regularly jumped by a massive brown fox.
      3. Every so often a large brown fox jumps over the small guard dog.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Suddenly the rapid brown fox leaps over an imaginary dog and its small tail .
    Re-paraphrased (first 3 examples):
      1. The swift brown fox instinctively jumps over an imaginary dog and its tiny tail.
      2. Suddenly, the swift brown fox jumps over an imaginary dog and its tiny tail.
      3. In an instant, the swift brown fox jumps over a make-believe dog and its tiny tail.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The big brown fox jumps over small cat the black dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. The big brown fox repeatedly jumps over the small cat and black dog.
      2. Every day, the large brown fox jumps over a small cat and black dog.
      3. On a regular basis, the large brown fox jumps over the little cat and black dog.
    -----

-- Sampling Strategy: exponential_minimum --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A hunting brown fox frequently leaps over the domestic dog, who is small, on a large basis .
    Re-paraphrased (first 3 examples):
      1. The domestic dog, despite its size, is frequently leapt over by a brown fox engaged in hunting.
      2. A brown fox used for hunting is known to jump over the small domestic dog on large ground.
      3. The small domestic dog is frequently jumped over by a hunting brown fox on 'large grounds'.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Repeatedly, the smaller brown fox leaps over an unfortunate dog and its small collar .
    Re-paraphrased (first 3 examples):
      1. The small brown fox repeatedly jumps over an unfortunate dog and its tiny collar.
      2. Repeatedly, the smaller brown fox jumps over an unfortunate dog and its small collar.
      3. On a regular basis, the smaller brown fox jumps over an unfortunate dog and its small collar.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The night brown fox jumps over he bird the lazy dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. The bird the lazy dog is frequently jumped over by the night brown fox.
      2. Every so often, the brown fox of the night jumps over the bird's lazy dog.
      3. On a regular basis, the brown fox of night jumps over the lazy dog bird.
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A male brown fox frequently leaps over the opposing dog, who is small, on a game basis .
    Re-paraphrased (first 3 examples):
      1. On occasion, a male brown fox jumps over the small dog that is on the other side as part of its game.
      2. The male brown fox is known to jump over the small dog in game on a regular basis.
      3. During game, a male brown fox frequently jumps over the small dog that is on the same side.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Only the rapid brown fox sits over an inactive dog and its small slave .
    Re-paraphrased (first 3 examples):
      1. An inactive dog and its small slave are accompanied by only one swift brown fox.
      2. The only creature that sits on top of an inactive dog and its small slave is a swift brown fox.
      3. A slow brown fox is the sole entity leaning against an inactive dog and its small slave.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The noisy brown fox jumps over he cat the lazy to everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every once in a while, the noisy brown fox jumps over his lazy lazy cat.
      2. Each time he touches the lazy cat, the brown fox, who is loud, jumps over it.
      3. The shrieking brown fox jumps over his lazy lazy owner on a regular basis.
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A hunting brown fox frequently leaps over the domestic dog, who is small, on a game basis .
    Re-paraphrased (first 3 examples):
      1. The small domestic dog is frequently jumped over by a hunting brown fox when it's playing.
      2. A brown fox, which is often used for hunting purposes, jumps over a small domestic dog when it comes in contact with the game.
      3. For hunting purposes, a brown fox often jumps over the small domestic dog.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      With the rapid brown fox leaps over an enthusiastic dog and its small target .
    Re-paraphrased (first 3 examples):
      1. The swift brown fox leaps over a lively dog and its tiny prey.
      2. A speedy brown fox leaps over a playful dog and its small prey.
      3. An eager dog and its small prey are swiftly spooked by the fast-moving brown fox.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The brave brown fox jumps over small cat the grey dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every day, the courageous brown fox jumps over a small cat and grey dog.
      2. The fearless brown fox repeatedly jumps over the small cat and grey dog.
      3. The courageous brown fox repeatedly jumps over the grey dog and small cat.
    -----

-- Sampling Strategy: greedy --

  Masking Strategy: random
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    Re-paraphrased (first 3 examples):
      1. The nearest dog is frequently swarmed by a big brown fox.
      2. It is common for a large brown fox to jump over the nearest dog, even though it is small.
      3. A large brown fox is known to jump over the nearest dog, which is a small canine.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Repeatedly, the great brown fox leaps over an old dog and its small owner .
    Re-paraphrased (first 3 examples):
      1. The great brown fox repeatedly jumps over an elderly dog and its small owner.
      2. On numerous occasions, the great brown fox jumps over an elderly dog and its small owner.
      3. An elderly dog and its small owner are repeatedly jumped by the great brown fox.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The big brown fox jumps over the rabbit the lazy dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every day, the large brown fox jumps over the lazy dog and falls back down.
      2. On a regular basis, the large brown fox jumps over the lazy dog and rabbit.
      3. Each time the unruly rabbit and the lazy dog are spotted, the big brown fox jumps over them.
    -----

  Masking Strategy: pseudorandom
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    Re-paraphrased (first 3 examples):
      1. The nearest dog is frequently swarmed by a big brown fox.
      2. It is common for a large brown fox to jump over the nearest dog, even though it is small.
      3. A large brown fox is known to jump over the nearest dog, which is a small canine.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Suddenly the rapid brown fox jumps over an inactive dog and its small owner .
    Re-paraphrased (first 3 examples):
      1. A speedy brown fox leaps over a doggy and its small owner without any prior thought.
      2. In an instant, the swift brown fox leaps over a doddery dog and its small owner.
      3. The swift brown fox leaps over an idle dog and its small owner without warning.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The big brown fox jumps over the cat the lazy brown everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every now and then, the large brown fox jumps over the lazy brown cat.
      2. On a regular basis, the large brown fox jumps over the lazy brown cat.
      3. The large brown fox repeatedly jumps over the lazy brown cat.
    -----

  Masking Strategy: entropy
    Original:
      A quick brown fox frequently leaps over the lazy dog, who is small, on a daily basis.
    Sampled:
      A large brown fox frequently leaps over the nearest dog, who is small, on a regular basis .
    Re-paraphrased (first 3 examples):
      1. The nearest dog is frequently swarmed by a big brown fox.
      2. It is common for a large brown fox to jump over the nearest dog, even though it is small.
      3. A large brown fox is known to jump over the nearest dog, which is a small canine.
    -----
    Original:
      Repeatedly, the rapid brown fox leaps over an inactive dog and its small friend.
    Sampled:
      Suddenly the rapid brown fox leaps over an old dog and its small owner .
    Re-paraphrased (first 3 examples):
      1. The brown fox, which is fast and agile, suddenly jumps over an elderly dog and its small owner.
      2. A speedy brown fox suddenly jumps over an old dog and its small owner.
      3. In an instant, the swift brown fox leaps over a small owner and an elderly dog.
    -----
    Original:
      The quick brown fox jumps over small cat the lazy dog everyday again and again.
    Sampled:
      The big brown fox jumps over small cat the small dog everyday again and again .
    Re-paraphrased (first 3 examples):
      1. Every day, the big brown fox jumps over a small dog and cat.
      2. The big brown fox repeatedly jumps over the little cat and dog.
      3. Every now and then, the big brown fox jumps over a small dog or cat.
    -----