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The track appears on the compilation album Kraftworks.
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The Massachusetts Division of Fisheries and Wildlife has stocked the Jones River with trout.
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The most common playing format for poker tournaments is the freezeout format.
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Rafting became less important after the construction of the Murg Valley Railway.
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My life is ridiculously tempestuous at times.
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The township is rural with the population living mostly around the lakes.
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She owns a home in Wellington, Florida.
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Presumably, it was first inhabited by the Frentani, an Italic population.
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In principle, each division is to encompass a different type of competition.
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Northeast Texas is in the Bible belt, creating a strong fundamentalist Christian sentiment.
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The local broad is Belaugh Broad.
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He also served as a trustee of the London Mosque fund until his death.
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It is the second smallest county in Montana by area.
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Mr. Culver Fortna is the international program director.
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A use of the horseman's pick was to tear men from their mounts.
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The Daleks now attack the city, so it is time for action.
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The engine does not use titanium valves or connecting rods.
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For the full history, see list of Southern Conference men's basketball champions.
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It is so named because it was designed and implemented at Dartmouth College.
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The blue route makes one large circle.
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He was elected head of the Ecuadorian Radical Liberal Party.
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Crosskill planned several additional subdivisions, some of which were wildly optimistic.
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The song Lahiri Lahiri was shot in Ennore, a suburb of Chennai.
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The restaurants are known as Blake's Lotaburger.
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This benefits the colluding firms at the cost of efficiency to society.
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Fessenden began his research on audio transmissions while still on Cobb Island.
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In Tibetan Buddhism, what is considered Buddhavacana is collected in the Kangyur.
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The level of complexity used is completely up to the players.
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He lives close to the streams in the humid mountain forests.
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Let me give just one example.
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They reproduce asexually or they can also sprout from jellyfish.
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Finally, can art influence reality?
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The three men left the villa together.
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I mentor junior developers and train them to be confident.
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Some amiable gardener sells them.
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Any one might forget, he said with a reassuring smile.
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All names were seen in the package at least once in this era.
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Stanton is a professing Christian.
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He was reportedly despondent because his wife and children were leaving him.
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She described her experiences in my summer in a Mormon village.
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I can only repeat myself that this was not the plan.
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An led was indicating the proximity detector was working properly.
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Add the tune to my epic classical playlist.
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According to Sabino Metta, a behavioral psychologist, the phobic reaction is a learned behavior.
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He yells to her that he is Don Juan triumphant.
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Berbatov's next goal came against Liverpool in the penultimate game of the season.
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Gustafson insists on making the money drop himself.
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The main farmhouse, said to be an outstanding Indian influence house has been demolished.
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Bill Pickering, a member of the Liberal Party.
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Multiple layers of fabric are often used.
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Koby laughed in an interview after the game about the incident.
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He often wrote articles in newspapers to publicise his thoughts.
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This worked for two reasons.
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It supports Victoria's rural industries and tourism.
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They may have a fairly strong smell to them attributed to the remaining pupa.
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The station gets its name from the neighborhood located on the north coast.
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[ "LOC" ]
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I am coming a messenger from Venus ..
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It looked like the nose of a skeleton.
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The fruit is a capsule that contains two hairy black seeds.
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A memorable match, Turkey, Czech Republic was played in this stadium.
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Hammill was K. Evans was brain. Ellis was fury, and Potter was Mozart.
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Mclaughlin's hometown is Belmond Iowa.
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He was a devoted protector of the Georgian language and culture from russification.
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[ "NORP" ]
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I give him the slip.
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He s taller than I am.
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We have meant well.
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O, let us be joyful.
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The college also has a dedicated building for its landscape and horticulture Technology department.
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The driver was arrested at the scene.
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It has an extensive collection railroad rolling stock and artifacts.
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She later started a career in beach volleyball.
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Kulawit part of the municipality of Atimonan to the west.
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The town serves as the cultural centre of the Hungarian Slovenes.
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Local sport and weather reports also aired on an sporadic basis.
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He crosses the river and approaches Mephisto's castle.
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This was the last fight on Henderson's Strikeforce contract.
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They do not respond rapidly to glucose exhibiting impaired glucose tolerance.
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[]
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The Japanese edition includes two bonus tracks Over my shoulder and Titanic.
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The title comes from the first track performed by Baker Knight and the Knightmares.
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Dye lasers were the first laser sources used in laser guide star applications.
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His Catholic perspective was integral to his philosophy.
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Such arrangements must be worked out beforehand between the employer and employee.
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Governor's office a felony.
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The mejorana is traditionally carved out of a single block of wood.
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He uses Crown King sport cricket gear.
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I don't think he meant to get so close and he was apologetic.
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After a brief exile, he accepted the amnesty and returned to Hungary.
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By this time, Jang's name had become known widely throughout Asia.
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Munn was born and raised in Columbia, South Carolina, to Russell and Nadine Munn.
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The couple vowed to take the subject up in court.
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[]
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He is the middle child of three. He had two sisters.
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Throughout his life, Mack frequently returned to Canada.
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They subsequently declared that event to be the first science fiction convention.
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[ 53 ]
[ "ORDINAL" ]
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The name of the band was The Stone Gods.
[ "The", "name", "of", "the", "band", "was", "The", "Stone", "Gods." ]
[ 0, 1.0836, 1.4648, 1.6053, 1.7458, 2.1872, 2.5484, 2.7691, 3.2306 ]
[ 1.0836, 1.4648, 1.6053, 1.7458, 2.1872, 2.5484, 2.7691, 3.2306, 4.876 ]
[ 25 ]
[ 39 ]
[ "WORK_OF_ART" ]
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Picnic baskets are standard equipment at many picnics.
[ "Picnic", "baskets", "are", "standard", "equipment", "at", "many", "picnics." ]
[ 0, 1.0647, 1.8882, 2.2498, 2.7921, 3.3546, 3.5755, 3.8969 ]
[ 1.0647, 1.8882, 2.2498, 2.7921, 3.3546, 3.5755, 3.8969, 5.524 ]
[]
[]
[]
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At the time, it was the only English language daily newspaper in Taiwan.
[ "At", "the", "time,", "it", "was", "the", "only", "English", "language", "daily", "newspaper", "in", "Taiwan." ]
[ 0, 1.1627, 1.323, 1.764, 1.9445, 2.2251, 2.4456, 2.7864, 3.2675, 3.7686, 4.1094, 5.0515, 5.292 ]
[ 1.1627, 1.323, 1.764, 1.9445, 2.2251, 2.4456, 2.7864, 3.2675, 3.7686, 4.1094, 5.0515, 5.292, 7.036 ]
[ 29, 46, 65 ]
[ 36, 51, 71 ]
[ "LANGUAGE", "DATE", "GPE" ]
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They identify as two persons and are recognised as two persons legally and socially.
[ "They", "identify", "as", "two", "persons", "and", "are", "recognised", "as", "two", "persons", "legally", "and", "socially." ]
[ 0, 0.9214, 1.6224, 1.8227, 2.063, 2.9443, 3.3248, 3.4851, 4.2862, 4.5866, 4.8871, 5.5881, 6.1889, 6.4093 ]
[ 0.9214, 1.6224, 1.8227, 2.063, 2.9443, 3.3248, 3.4851, 4.2862, 4.5866, 4.8871, 5.5881, 6.1889, 6.4093, 8.332 ]
[ 17, 51 ]
[ 20, 54 ]
[ "CARDINAL", "CARDINAL" ]
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He is a judge on Persian talent show.
[ "He", "is", "a", "judge", "on", "Persian", "talent", "show." ]
[ 0, 1.325, 1.6462, 1.847, 2.4091, 2.8307, 3.5936, 4.0754 ]
[ 1.325, 1.6462, 1.847, 2.4091, 2.8307, 3.5936, 4.0754, 6.364 ]
[ 17 ]
[ 24 ]
[ "NORP" ]
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And I'm not giving that up to be president of the United States.
[ "And", "I'm", "not", "giving", "that", "up", "to", "be", "president", "of", "the", "United", "States." ]
[ 0, 1.3221, 1.6226, 2.0032, 2.4239, 2.7644, 3.0649, 3.2652, 3.806, 4.7475, 4.9879, 5.1682, 5.6289 ]
[ 1.3221, 1.6226, 2.0032, 2.4239, 2.7644, 3.0649, 3.2652, 3.806, 4.7475, 4.9879, 5.1682, 5.6289, 7.612 ]
[ 46 ]
[ 63 ]
[ "GPE" ]
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It could either have bumper mounted towing point or frame, rail mounted towing point.
[ "It", "could", "either", "have", "bumper", "mounted", "towing", "point", "or", "frame,", "rail", "mounted", "towing", "point." ]
[ 0, 1.402, 1.6823, 2.163, 2.5635, 3.0842, 3.7251, 4.1857, 5.0069, 5.6678, 6.2085, 6.5289, 7.0897, 7.4702 ]
[ 1.402, 1.6823, 2.163, 2.5635, 3.0842, 3.7251, 4.1857, 5.0069, 5.6678, 6.2085, 6.5289, 7.0897, 7.4702, 8.812 ]
[]
[]
[]

Speech Recognition Alignment Dataset

This dataset is a variation of several widely-used ASR datasets, encompassing Librispeech, MuST-C, TED-LIUM, VoxPopuli, Common Voice, and GigaSpeech. The difference is this dataset includes:

  • Precise alignment between audio and text.
  • Text that has been punctuated and made case-sensitive.
  • Identification of named entities in the text.

Usage

First, install the latest version of the 🤗 Datasets package:

pip install --upgrade pip
pip install --upgrade datasets[audio]

The dataset can be downloaded and pre-processed on disk using the load_dataset function:

from datasets import load_dataset

# Available dataset: 'libris','mustc','tedlium','voxpopuli','commonvoice','gigaspeech'
dataset = load_dataset("nguyenvulebinh/asr-alignment", "libris")

# take the first sample of the validation set
sample = dataset["train"][0]

It can also be streamed directly from the Hub using Datasets' streaming mode. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk:

from datasets import load_dataset

dataset = load_dataset("nguyenvulebinh/asr-alignment", "libris", streaming=True)
# take the first sample of the validation set
sample = next(iter(dataset["train"]))

Citation

If you use this data, please consider citing the ICASSP 2024 Paper: SYNTHETIC CONVERSATIONS IMPROVE MULTI-TALKER ASR:

@INPROCEEDINGS{synthetic-multi-asr-nguyen,
  author={Nguyen, Thai-Binh and Waibel, Alexander},
  booktitle={ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)}, 
  title={SYNTHETIC CONVERSATIONS IMPROVE MULTI-TALKER ASR}, 
  year={2024},
  volume={},
  number={},
}

License

This dataset is licensed in accordance with the terms of the original dataset.

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