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YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2 is a automatic speech recognition model from espnet. Use it when you need speech turned into text. It is set up for espnet. The card lists the license as cc-by-4.0.
This model was trained by YushiUeda using swbdsentiment recipe in espnet.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- espnet
- License
- cc-by-4.0
- Access
- Public
- Created
- Mar 22, 2022
- Updated
- Sep 19, 2026
- SHA
- a47f267a
Datasets
Model card
From the Hugging Face model README
Usage
import librosa
from espnet2.bin.asr_inference import Speech2Text
speech2text = Speech2Text.from_pretrained(model_tag="espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2")
# librosa resamples and mixes to one channel, so any file works; 16000 is
# what nearly every espnet recogniser is trained on - check this model's
# config if its audio is not 16 kHz
speech, rate = librosa.load("audio.wav", sr=16000, mono=True)
text, *_ = speech2text(speech)[0]
print(text)
ESPnet2 ASR model
espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
This model was trained by YushiUeda using swbd_sentiment recipe in espnet.
Demo: How to use in ESPnet2
cd espnet
git checkout 17089cb2cf5f1275132163f6327defbcc1b1bc1b
pip install -e .
cd egs2/swbd_sentiment/asr1
./run.sh --skip_data_prep false --skip_train true --download_model espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer_wav2vec2_2
ASR config
<details><summary>expand</summary>config: conf/tuning/train_asr_conformer_wav2vec2_2.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_conformer_wav2vec2_2_raw_en_word
ngpu: 1
seed: 2022
num_workers: 2
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 43183
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 70
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
- - valid
- acc
- max
keep_nbest_models: 10
nbest_averaging_interval: 10
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 2
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: 100
use_matplotlib: true
use_tensorboard: true
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
pretrain_path: null
init_param: []
ignore_init_mismatch: false
freeze_param:
- frontend.upstream
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 6000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_word/train/speech_shape
- exp/asr_stats_raw_en_word/train/text_shape.word
valid_shape_file:
- exp/asr_stats_raw_en_word/valid/speech_shape
- exp/asr_stats_raw_en_word/valid/text_shape.word
batch_type: numel
valid_batch_type: null
fold_length:
- 80000
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
train_data_path_and_name_and_type:
- - dump/raw/train/wav.scp
- speech
- sound
- - dump/raw/train/text
- text
- text
valid_data_path_and_name_and_type:
- - dump/raw/dev/wav.scp
- speech
- sound
- - dump/raw/dev/text
- text
- text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adam
optim_conf:
lr: 0.002
weight_decay: 1.0e-05
scheduler: warmuplr
scheduler_conf:
warmup_steps: 5000
token_list:
- <blank>
- <unk>
- i
- and
- the
- you
- that
- it
- a
- Neutral
- to
- uh
- '''s'
- of
- know
- Positive
- they
- in
- we
- '''t'
- have
- but
- so
- was
- like
- Negative
- yeah
- is
- just
- um
- well
- do
- for
- think
- don
- there
- or
- 'on'
- '''re'
- my
- what
- really
- be
- with
- not
- if
- are
- one
- he
- '''ve'
- because
- '''m'
- about
- all
- get
- can
- had
- out
- at
- them
- when
- this
- as
- oh
- lot
- up
- people
- some
- then
- would
- go
- right
- mean
- now
- time
- kind
- got
- going
- good
- she
- things
- more
- were
- from
- something
- been
- 'no'
- see
- me
- too
- an
- your
- much
- little
- guess
- how
- where
- our
- very
- here
- their
- thing
- two
- '''ll'
- other
- did
- years
- work
- even
- has
- any
- way
- probably
- those
- could
- say
- real
- back
- '''d'
- year
- down
- home
- than
- want
- didn
- into
- pretty
- okay
- who
- take
- huh
- school
- said
- make
- over
- kids
- never
- always
- put
- by
- her
- stuff
- went
- doing
- three
- these
- 'yes'
- which
- around
- only
- big
- maybe
- 'off'
- anything
- day
- t
- sure
- actually
- come
- money
- him
- different
- everything
- still
- used
- many
- five
- will
- sort
- nice
- us
- last
- his
- thought
- every
- most
- getting
- first
- feel
- bit
- need
- children
- same
- course
- also
- new
- care
- family
- hum
- long
- through
- before
- use
- done
- should
- house
- old
- let
- does
- car
- being
- problem
- doesn
- four
- seems
- though
- pay
- look
- whole
- great
- husband
- haven
- try
- live
- trying
- ever
- why
- read
- better
- find
- far
- keep
- ago
- sometimes
- watch
- interesting
- quite
- area
- hard
- talking
- else
- another
- part
- bad
- having
- twenty
- whatever
- place
- couple
- usually
- 'true'
- high
- texas
- seen
- fact
- s
- enough
- after
- own
- college
- while
- country
- hundred
- somebody
- few
- either
- times
- week
- away
- gonna
- type
- job
- six
- dollars
- tell
- might
- remember
- again
- came
- give
- started
- start
- ten
- made
- play
- able
- dallas
- enjoy
- working
- once
- c
- someone
- life
- least
- v
- everybody
- since
- fun
- both
- talk
- wouldn
- ones
- news
- anyway
- wasn
- person
- heard
- believe
- am
- th
- buy
- may
- point
- call
- night
- y
- almost
- bye
- isn
- system
- wanted
- called
- took
- state
- wife
- child
- half
- women
- goes
- next
- yet
- especially
- love
- looking
- parents
- gone
- such
- gets
- understand
- together
- movie
- until
- w
- days
- end
- saying
- idea
- saw
- music
- mother
- thirty
- couldn
- makes
- stay
- change
- m
- basically
- wonderful
- problems
- guy
- worked
- spend
- help
- lived
- credit
- whether
- seem
- eight
- n
- best
- world
- run
- hear
- bought
- young
- each
- months
- seven
- places
- supposed
- city
- matter
- coming
- exactly
- d
- small
- summer
- comes
- certain
- company
- less
- thinking
- won
- during
- b
- thousand
- agree
- show
- daughter
- sounds
- myself
- funny
- water
- o
- month
- dog
- fifty
- paper
- gotten
- found
- taking
- today
- certainly
- boy
- friends
- number
- mine
- program
- food
- son
- p
- older
- name
- air
- movies
- government
- moved
- schools
- outside
- deal
- close
- tried
- paying
- eat
- drive
- hours
- nine
- rather
- cars
- crime
- important
- war
- living
- between
- business
- anymore
- reason
- weeks
- public
- vote
- situation
- recently
- nothing
- easy
- sit
- pick
- taxes
- turn
- full
- percent
- making
- friend
- book
- happen
- minutes
- middle
- town
- watching
- paid
- eighty
- tax
- several
- listen
- set
- talked
- north
- takes
- reading
- definitely
- law
- jury
- kinds
- married
- u
- enjoyed
- says
- without
- works
- learn
- everyone
- drug
- major
- side
- cost
- room
- education
- morning
- computer
- involved
- mostly
- aren
- health
- l
- anybody
- along
- amount
- man
- against
- weather
- often
- under
- age
- forty
- insurance
- favorite
- hope
- card
- must
- happened
- lives
- left
- drugs
- expensive
- american
- miles
- yourself
- hour
- already
- plano
- cards
- decided
- large
- difference
- ahead
- fifteen
- camping
- told
- although
- second
- r
- woman
- twelve
- knew
- guys
- cut
- neat
- fish
- mind
- wrong
- unless
- sense
- instead
- leave
- wear
- class
- hand
- top
- walk
- bring
- past
- f
- running
- e
- absolutely
- weekend
- line
- books
- question
- team
- wish
- exercise
- interested
- areas
- baby
- states
- liked
- somewhere
- father
- experience
- phone
- case
- men
- lots
- cat
- society
- taken
- changed
- game
- worth
- seventy
- gun
- h
- wonder
- hit
- group
- service
- kept
- shows
- gosh
- early
- interest
- trouble
- control
- themselves
- ha
- finally
- using
- god
- dad
- cook
- hot
- difficult
- nursing
- front
- terms
- growing
- late
- kid
- looked
- felt
- rain
- teach
- tend
- realize
- weren
- sixty
- except
- needs
- social
- budget
- figure
- recycling
- lake
- wanna
- looks
- wh
- forth
- mom
- concerned
- south
- grew
- topic
- ways
- death
- christmas
- regular
- wait
- imagine
- television
- east
- trees
- check
- fairly
- hate
- general
- catch
- dinner
- built
- ready
- fine
- sister
- story
- playing
- starting
- homes
- office
- awful
- radio
- needed
- companies
- changes
- programs
- fishing
- nineteen
- ask
- tough
- cans
- easier
- yard
- cold
- ought
- street
- later
- door
- wants
- students
- national
- space
- across
- brother
- free
- local
- tha
- level
- happens
- sitting
- newspaper
- move
- countries
- store
- subject
- girl
- beautiful
- turned
- soon
- income
- putting
- church
- university
- dress
- information
- lately
- degree
- york
- vacation
- pollution
- totally
- winter
- america
- ah
- ours
- cats
- spent
- happy
- played
- consider
- cases
- spring
- california
- longer
- teacher
- oil
- send
- lost
- sports
- garden
- teachers
- families
- particular
- buying
- amazing
- likes
- football
- united
- teaching
- hey
- benefits
- brought
- gave
- party
- worry
- throw
- testing
- given
- bunch
- near
- nobody
- community
- driving
- open
- personal
- sell
- force
- chance
- wow
- test
- baseball
- within
- biggest
- quality
- building
- example
- seeing
- power
- afford
- support
- caught
- inside
- plan
- seemed
- ninety
- younger
- learned
- generation
- charge
- punishment
- rest
- dogs
- become
- clean
- short
- privacy
- g
- calls
- plus
- particularly
- decide
- terrible
- twice
- fall
- extra
- period
- choice
- hold
- ended
- hadn
- main
- guilty
- depends
- save
- excellent
- price
- strange
- feeling
- size
- trial
- military
- boys
- per
- bet
- judge
- parts
- noticed
- anywhere
- fan
- head
- center
- glad
- clothes
- rate
- stop
- eleven
- white
- stand
- suppose
- guns
- grade
- watched
- bigger
- scary
- issue
- special
- dollar
- green
- its
- jobs
- means
- black
- worse
- knows
- plastic
- low
- spending
- picked
- golf
- gas
- single
- neighborhood
- necessarily
- alone
- cooking
- newspapers
- pull
- fast
- completely
- road
- student
- crimes
- houses
- paint
- medical
- learning
- fair
- restaurant
- miss
- lawn
- giving
- washington
- doctor
- word
- killed
- recycle
- light
- cash
- visit
- familiar
- grass
- itself
- season
- chicken
- rid
- president
- stayed
- normally
- whenever
- machine
- graduate
- eighteen
- capital
- shouldn
- virginia
- private
- field
- magazines
- kill
- market
- apartment
- anyone
- waiting
- asked
- classes
- break
- crazy
- helps
- aware
- sunday
- hm
- speak
- term
- sound
- property
- sad
- comfortable
- waste
- channel
- evening
- cover
- heavy
- carry
- everyday
- systems
- gives
- wa
- answer
- higher
- unfortunately
- minute
- future
- serious
- snow
- available
- smaller
- handle
- ground
- behind
- huge
- west
- plant
- allowed
- wind
- peace
- costs
- cause
- serve
- rent
- lucky
- gee
- build
- english
- telling
- lose
- individual
- gardening
- busy
- order
- raised
- basic
- basis
- rock
- training
- happening
- opinion
- heart
- follow
- mainly
- history
- walking
- ye
- average
- towards
- houston
- games
- travel
- decision
- environment
- respect
- list
- hopefully
- grow
- others
- sorry
- san
- taught
- weight
- bags
- hurt
- finding
- attention
- hasn
- computers
- raise
- aerobics
- quick
- shot
- personally
- bedroom
- similar
- loved
- sixties
- park
- helping
- feet
- industry
- write
- generally
- weird
- record
- benefit
- pool
- mail
- pennsylvania
- glass
- notice
- calling
- process
- land
- originally
- richardson
- cities
- afraid
- utah
- entire
- colorado
- ball
- boat
- grandmother
- possible
- folks
- helped
- strong
- keeping
- bill
- keeps
- thank
- camp
- third
- types
- eventually
- obviously
- yesterday
- apparently
- instance
- pet
- central
- club
- flowers
- trash
- trip
- classical
- europe
- changing
- perhaps
- self
- color
- foot
- video
- based
- station
- saturday
- french
- normal
- fire
- '''clock'
- issues
- starts
- piece
- hobby
- quit
- prison
- parent
- oldest
- bush
- coverage
- police
- forget
- girls
- occasionally
- bank
- shape
- beginning
- moving
- sent
- vietnam
- nights
- current
- salary
- himself
- stories
- mountains
- aluminum
- luck
- invasion
- tape
- florida
- bed
- laws
- research
- mess
- hoping
- players
- tired
- thirteen
- magazine
- expect
- sleep
- words
- language
- push
- position
- hobbies
- background
- plants
- inches
- easily
- stopped
- murder
- shoot
- maryland
- hardly
- bills
- attitude
- pro
- civil
- sometime
- human
- wanting
- goodness
- security
- doctors
- kitchen
- somehow
- penalty
- county
- eating
- simply
- die
- bike
- reunion
- project
- typical
- j
- however
- total
- mexico
- base
- economy
- restaurants
- responsibility
- jail
- lower
- died
- tested
- safe
- voting
- elderly
- sh
- listening
- sudden
- numbers
- career
- stick
- born
- wondering
- poor
- painting
- active
- professional
- supposedly
- li
- lady
- reasons
- cool
- sixteen
- yep
- excuse
- horrible
- political
- red
- science
- federal
- besides
- shop
- opportunity
- ride
- planning
- degrees
- writing
- mexican
- engineering
- surprised
- bother
- share
- graduated
- account
- financial
- hands
- activities
- seventies
- step
- thanks
- bag
- role
- england
- limit
- willing
- hospital
- view
- band
- teams
- tonight
- groups
- advantage
- heat
- department
- turns
- tree
- telephone
- became
- brand
- criminal
- blue
- dry
- warm
- weekends
- grown
- stores
- rights
- garbage
- junior
- everywhere
- prices
- metric
- ran
- equipment
- till
- cross
- considered
- track
- moment
- figured
- americans
- met
- worst
- ridiculous
- grocery
- yours
- neighbor
- piano
- sold
- cowboys
- selling
- savings
- grandchildren
- nowadays
- add
- plays
- conversation
- lunch
- straight
- sentence
- floor
- dead
- fourteen
- meet
- ideas
- foods
- israel
- fix
- ourselves
- swimming
- upset
- sign
- sewing
- wood
- recipe
- van
- upon
- standard
- box
- win
- wall
- offer
- products
- otherwise
- pounds
- stations
- ex
- staying
- drop
- body
- carolina
- sales
- meal
- ice
- basketball
- mixed
- careful
- possibly
- sick
- farm
- retired
- compared
- western
- hearing
- finished
- separate
- mentioned
- soviet
- truck
- river
- defense
- oklahoma
- harder
- k
- re
- stuck
- cable
- trade
- favor
- positive
- related
- smoke
- effect
- various
- bottom
- awhile
- kindergarten
- beat
- court
- beach
- baltimore
- choose
- allow
- brown
- hang
- known
- sorts
- bathroom
- scared
- popular
- extremely
- politics
- hair
- policy
- wha
- saint
- covered
- ca
- sisters
- boston
- lakes
- forever
- fight
- downtown
- visa
- sauce
- garage
- lines
- suit
- whereas
- speech
- direction
- animals
- corps
- fit
- majority
- chinese
- dark
- painted
- milk
- concern
- dump
- nature
- safety
- shoes
- star
- questions
- switch
- clear
- trips
- management
- beyond
- depending
- sing
- iraq
- pressure
- cute
- runs
- windows
- salad
- board
- chicago
- population
- legal
- super
- '''all'
- puts
- slow
- pets
- forward
- thousands
- style
- debt
- becoming
- mo
- pop
- violent
- italian
- earlier
- cheap
- weapons
- coast
- austin
- traveling
- passed
- x
- speaking
- points
- prefer
- threat
- further
- master
- table
- broken
- random
- row
- northern
- simple
- appreciate
- district
- train
- continue
- rangers
- pittsburgh
- truth
- value
- quickly
- raising
- pass
- tennis
- flower
- bass
- engine
- becomes
- variety
- jeans
- exciting
- organization
- spread
- sat
- incredible
- somewhat
- loan
- engineer
- doubt
- southern
- monday
- backyard
- forced
- papers
- express
- saving
- owned
- recent
- toward
- fortunate
- liberal
- shopping
- rough
- brothers
- worried
- meals
- scouts
- vacations
- hunting
- lawyers
- wisconsin
- bucks
- act
- voice
- helpful
- wide
- retirement
- cannot
- picture
- picking
- suspect
- spare
- held
- election
- study
- report
- begin
- antonio
- drove
- opposed
- league
- ju
- se
- solution
- closer
- character
- finish
- knowing
- million
- common
- services
- thinks
- player
- violence
- wrote
- highway
- reasonable
- afternoon
- series
- developed
- effort
- christian
- fantastic
- saved
- seventeen
- barbecue
- sun
- conditioning
- ohio
- babies
- arlington
- hole
- visited
- rural
- herself
- knowledge
- kn
- plans
- instruments
- above
- border
- bible
- losing
- china
- events
- leaving
- written
- taste
- friday
- schedule
- anytime
- showed
- aspect
- range
- earth
- rice
- broke
- tent
- excited
- roles
- situations
- rooms
- spot
- laid
- duty
- bottles
- russia
- fighting
- pound
- letter
- convenient
- thi
- storm
- original
- wild
- showing
- percentage
- required
- grandparents
- extent
- economic
- voted
- canada
- trust
- healthy
- dealing
- face
- hired
- discuss
- larger
- pleased
- eye
- constantly
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- enamel
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- favorable
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- advancing
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- cheaply
- brunch
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- workday
- chows
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- harming
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- rubbed
- terrified
- louder
- lid
- collie
- mechanism
- inspected
- cheated
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- uninformed
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- revered
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- disciplinarian
- nutri
- stairs
- elevator
- powerhouse
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- photo
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- congested
- incarcerating
- foreground
- snatched
- astro
- minivan
- subaru
- ticking
- rack
- upgrade
- retail
- campgrounds
- bearable
- dipper
- addict
- sportsmanship
- describes
- strasbourg
- missile
- bounce
- goll
- humiliating
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- tithe
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- paws
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- communicating
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- keel
- tuba
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- turntable
- dual
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- preventing
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- piddly
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- winners
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- expansion
- attendance
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- inhumane
- overtaken
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- tag
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- accurately
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- terrifies
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- breath
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- churchill
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- withstood
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- southwestern
- cincinnati
- roaring
- perpetual
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- pampered
- dinosaur
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- ventured
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- plunked
- cooperated
- adjusting
- decades
- valued
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- popularity
- isolation
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- isolate
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- dough
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- oppose
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- nuggets
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- steeper
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- framers
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- nevertheless
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- teased
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- hesitate
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- unsupervised
- morton
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- offended
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- loser
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- barber
- verses
- robber
- dachshunds
- spaniels
- anthropology
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- objectivity
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- ordinarily
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- calendars
- decoration
- passage
- continuity
- percentages
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- highlights
- patience
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- stung
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- displayed
- freaks
- backs
- buicks
- convertible
- vintage
- setter
- feathers
- conducted
- ethically
- patrol
- kidnapped
- pun
- exceedingly
- albany
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- rapist
- investigation
- pamper
- waits
- assistantship
- newlyweds
- hopping
- annually
- journals
- figurines
- sanded
- 4h
- refinish
- hormones
- lip
- fender
- sparingly
- lime
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- upscale
- gum
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- sponge
- mate
- averaged
- harvard
- successfully
The model card is truncated. Read the rest on Hugging Face.
- Task
- Automatic Speech Recognition
- Library
- espnet
- License
- cc-by-4.0
- Languages
- en
- Created
- Mar 22, 2022
- Updated
- Sep 19, 2026