BART: Abstractive Summarization

BART base blue_res:  {'bleu': 0.1133575031096052, 'precisions': [0.29523809523809524, 0.11650485436893204, 0.07920792079207921, 0.06060606060606061], 'brevity_penalty': 1.0, 'length_ratio': 1.2209302325581395, 'translation_length': 105, 'reference_length': 86}
BART base rouge_res:  {'rouge1': 0.3522702104097453, 'rouge2': 0.125288950531669, 'rougeL': 0.20310077519379843, 'rougeLsum': 0.20310077519379843}
BART base bertscore_res:  {'precision': [0.8616010546684265, 0.8683019876480103], 'recall': [0.8689004182815552, 0.8693030476570129], 'f1': [0.8652353882789612, 0.8688021898269653], 'hashcode': 'roberta-large_L17_no-idf_version=0.3.12(hug_trans=4.25.1)'}

BART base blue_res:  {'bleu': 0.09913951389093098, 'precisions': [0.36923076923076925, 0.19047619047619047, 0.09836065573770492, 0.05084745762711865], 'brevity_penalty': 0.7239181662133051, 'length_ratio': 0.7558139534883721, 'translation_length': 65, 'reference_length': 86}
BART base rouge_res:  {'rouge1': 0.33152958152958156, 'rouge2': 0.17022493328250093, 'rougeL': 0.2316017316017316, 'rougeLsum': 0.2316017316017316}
BART base bertscore_res:  {'precision': [0.8862956762313843, 0.8611895442008972], 'recall': [0.8729070425033569, 0.856441080570221], 'f1': [0.8795503973960876, 0.8588087558746338], 'hashcode': 'roberta-large_L17_no-idf_version=0.3.12(hug_trans=4.25.1)'}

Ever noticed how plane seats appear to be getting smaller and smaller? With increasing numbers of people taking to the skies, some experts are questioning if having such packed out planes is putting passengers at risk. They say that the shrinking space on aeroplanes is not only uncomfortable - it's putting our health and safety in danger. More than squabbling over the arm rest, shrinking space on planes putting our health and safety in danger? This week, a U.S consumer advisory group set up by the Department of Transportation said at a public hearing that while the government is happy to set standards for animals flying on planes, it doesn't stipulate a minimum amount of space for humans. 'In a world where animals have more rights to space and food than humans,' said Charlie Leocha, consumer representative on the committee. 'It is time that the DOT and FAA take a stand for humane treatment of passengers.' But could crowding on planes lead to more serious issues than fighting for space in the overhead lockers, crashing elbows and seat back kicking? Tests conducted by the FAA use planes with a 31 inch pitch, a standard which on some airlines has decreased . Many economy seats on United Airlines have 30 inches of room, while some airlines offer as little as 28 inches . Cynthia Corbertt, a human factors researcher with the Federal Aviation Administration, that it conducts tests on how quickly passengers can leave a plane. But these tests are conducted using planes with 31 inches between each row of seats, a standard which on some airlines has decreased, reported the Detroit News. The distance between two seats from one point on a seat to the same point on the seat behind it is known as the pitch. While most airlines stick to a pitch of 31 inches or above, some fall below this. While United Airlines has 30 inches of space, Gulf Air economy seats have between 29 and 32 inches, Air Asia offers 29 inches and Spirit Airlines offers just 28 inches. British Airways has a seat pitch of 31 inches, while easyJet has 29 inches, Thomson's short haul seat pitch is 28 inches, and Virgin Atlantic's is 30-31.

Experts question if packed out planes are putting passengers at risk .
U.S consumer advisory group says minimum space must be stipulated .
Safety tests conducted on planes with more leg room than airlines offer .

The shrinking space on planes is putting our health and safety in danger. Last week, a consumer group set up a public hearing. They are questioning if having such packed out seats is putting passengers at risk.

A U.S consumer group set up by the Department of Transportation said it will hold a public hearing this week. They are questioning whether having such packed seats is putting passengers at risk.

U.S consumer advisory group set up by the Department of Transportation at a public hearing that.
while the DOT is happy with standards for animals flying on planes, it doesn't provide a fair amount of space for humans.
'In a world where humans have more rights to space than humans,' said the committee.
United Airlines has 30 inches of room, Gulf Air has 29 inches, Asia offers 29 inches and Spirit Airlines offers 28 inches.

Consumer advisory group set up by the Department of Transportation.
Said that while the government is trying to set standards for animals on planes,.
it doesn't stipulate the amount of space humans have.
'In a world where animals have more rights to food and space than humans,' they said.

| Name  | Type                         | Params
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0 | model | BartForConditionalGeneration | 139 M 
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139 M     Trainable params
0         Non-trainable params
139 M     Total params
557.682   Total estimated model params size (MB)

You and me forever cruising city lights
You and me with the city lights
I'm in the middle of the night, I'm forever cruising
You and me on the beach, cruising city lights

new_song = generate_lyrics(seed_line = "You and me forever cruising city lights", num_lines = 8, model_ = model,noise_percent = 0.25, multiple_lines = False, max_line_history = 1)

You and me forever cruising city lights
You and you and you
I’m the only one that’s ever seen the lights
You're the only one that can save me forever
You and you and you
I’m the only one that’s ever seen the lights
You're the only one that can save me forever
And you and you

You and me forever cruising city lights
You and me, we just cruising city lights
You and me, you and me
And I don’t need you, I just need you
We just cruising city lights
You and me
I need you, I just need you
We just wanna see the city lights

| Name  | Type                         | Params
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0 | model | BartForConditionalGeneration | 406 M 
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406 M     Trainable params
0         Non-trainable params
406 M     Total params
1,625.162 Total estimated model params size (MB)