espnet audio automatic-speech-recognition en dataset:swbd_sentiment arxiv:1804.00015 license:cc-by-4.0 region:us
---
datasets:
- swbd_sentiment
language: en
license: cc-by-4.0
tags:
- espnet
- audio
- automatic-speech-recognition
---

## ESPnet2 ASR model 

### `espnet/YushiUeda_swbd_sentiment_asr_train_asr_conformer`

This model was trained by YushiUeda using swbd_sentiment recipe in [espnet](https://github.com/espnet/espnet/).

### Demo: How to use in ESPnet2

```bash
cd espnet
git checkout e5c0e0dbdab7e56ea9bf0a852bac10a1d99acf64
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
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Thu Mar  3 21:34:18 EST 2022`
- python version: `3.7.11 (default, Jul 27 2021, 14:32:16)  [GCC 7.5.0]`
- espnet version: `espnet 0.10.7a1`
- pytorch version: `pytorch 1.9.0+cu102`
- Git hash: `3b53aedc654fd30a828689c2139a1e130adac077`
  - Commit date: `Fri Feb 25 00:13:16 2022 -0500`

## Using Conformer based encoder and Transformer based decoder with spectral augmentation and predicting transcript along with sentiment
- ASR config: [conf/tuning/train_asr_conformer.yaml](conf/tuning/train_asr_conformer.yaml)
- token_type: word
- labels: Positive, Neutral, Negative

|dataset|Snt|Intent Classification Macro F1 (%)| Weighted F1 (%)| Micro F1 (%)|
|---|---|---|---|---|
|decode_asr_asr_model_valid.acc.ave_10best/valid|2415|61.0|65.0|65.6|
|decode_asr_asr_model_valid.acc.ave_10best/test|2438|61.4|64.4|64.6|

## ASR config

<details><summary>expand</summary>

```
config: conf/train_asr.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_raw_en_word
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: 4
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 42025
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: 50
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: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 3
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
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: []
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 40000000
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: 0.0025
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 40000
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
- perfect
- stupid
- square
- mix
- meat
- semester
- necessary
- mandatory
- burning
- fly
- mothers
- aids
- checked
- bedrooms
- fresh
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- pretechnology
- shelled
- duplicates
- regulat
- regulators
- regulator
- lever
- pulley
- chev
- oi
- resur
- ourse
- hesitating
- russ
- noons
- flaw
- gasket
- fury
- exceptionally
- surfaced
- repeatedly
- escapes
- pragmatic
- consti
- opponents
- laural
- squeaked
- andrews
- clou
- crept
- firewood
- maples
- dogwoods
- lowell
- unu
- periodicals
- historic
- interes
- lawful
- scanners
- attempted
- thoroughness
- mag
- announcers
- tele
- ivan
- rodriguez
- ballplayers
- routing
- enthusiast
- ducted
- gettin
- brussels
- sprouts
- kale
- pony
- grazing
- pears
- extinguishers
- depleter
- extinguisher
- timed
- contaminants
- probe
- ionization
- miller
- temptation
- squareness
- buckles
- fea
- lettering
- vin
- vinyl
- balloons
- recy
- commented
- nudge
- decomposable
- flips
- emptying
- regressive
- defen
- kate
- curves
- raphael
- atchafalaya
- sausa
- alvarez
- applebee
- nonstructured
- torture
- nur
- fai
- glorious
- esoteric
- producer
- hairspray
- batch
- partic
- preteen
- unlikely
- dynamic
- raunchy
- horrifyingly
- poppins
- differed
- eclipses
- belie
- lebaron
- peeling
- gears
- oklahoman
- beatings
- proy
- condoms
- stupidity
- truthful
- faded
- marker
- reflective
- adheres
- sealing
- dings
- variance
- prop
- pressuring
- primed
- bragging
- sickening
- shitty
- drags
- burners
- putts
- teeing
- lodging
- dialers
- provision
- specify
- dialing
- prised
- weir
- overloads
- hoosiers
- crossing
- delancey
- thrillers
- backless
- ani
- nick
- nite
- dragnet
- bald
- marlo
- collier
- brigham
- estonia
- agriculture
- foodwise
- rioting
- secede
- proportionately
- hinders
- tubs
- brougham
- trunks
- shy
- gadgetry
- '6'
- interiors
- veered
- revolving
- reverting
- envy
- exhausts
- hairy
- gettingest
- daught
- bertinelli
- dysfunctional
- childfaring
- miracles
- bette
- midler
- redbook
- previewing
- postage
- unauthorized
- mayors
- discredit
- ps
- productions
- chariots
- gladiator
- fluent
- batches
- subtitle
- subtitled
- gems
- supernatural
- accusing
- migh
- mondays
- thrust
- lifters
- drills
- rocking
- referee
- abrasive
- maintaining
- posed
- refusing
- coins
- conversions
- dormitory
- unused
- ramp
- hydraulic
- disposer
- escapement
- incorporating
- leonard
- nimoy
- trekkie
- luke
- spock
- mccoy
- admiral
- hobbled
- vulcans
- doohan
- scotty
- addams
- averaging
- decrease
- munich
- snows
- chattanooga
- lori
- coldness
- membered
- unemp
- fetus
- complications
- slobs
- equation
- nameless
- malformed
- sincere
- deliberations
- dismissed
- indicted
- revenge
- subsequent
- provoked
- provocation
- qualifies
- mitigating
- contender
- linguini
- hawaiian
- luau
- angie
- shellfish
- clam
- cheeses
- nachos
- resurrection
- lutheran
- scanned
- cooperating
- toss
- inmate
- interpretation
- blanks
- executioner
- bamorghini
- skyhawk
- dominican
- nantes
- castles
- vineyard
- consignment
- goodwill
- crushes
- sewer
- res
- unoccupied
- assassinated
- menace
- perspec
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- vantage
- weighted
- reflect
- subservient
- integration
- ith
- frien
- drudgery
- montpe
- mont
- monteplier
- montpelier
- everett
- yack
- tromping
- unlimited
- wedge
- fairway
- flus
- startling
- '286'
- turret
- scien
- simulators
- plugged
- upgrades
- custer
- '386'
- trenches
- trencher
- stunt
- cul
- sac
- rearranged
- clancy
- novell
- netware
- ark
- ladonna
- peck
- bourne
- ultimatum
- enveloped
- amsterdam
- holland
- harpsichordist
- forte
- warrington
- cheating
- harry
- heroic
- mayfield
- corrupts
- lig
- hatteras
- imaging
- legalese
- himsnelf
- koop
- scarcity
- highland
- jogs
- gyms
- inequities
- stimulate
- deductor
- bentsen
- drunks
- lafferty
- infringe
- snuffed
- snuff
- compares
- gilmore
- accomplishes
- william
- thrice
- mating
- sows
- suckling
- hernia
- carcass
- cloves
- pineapples
- cranberries
- hominy
- barb
- automatics
- avis
- crashed
- lens
- porsche
- turbo
- carrera
- mys
- mushrooming
- percentagewise
- folderol
- lifeguard
- jarring
- flui
- watchers
- pokes
- blamed
- ceases
- intravenous
- cell
- quests
- subsidies
- slashed
- entitlement
- trades
- beauticians
- unending
- spiral
- consumers
- unf
- ailments
- magerick
- celtic
- transplanted
- rolando
- harper
- plaint
- straighter
- dayer
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- logan
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- professorship
- distressing
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- treasury
- refunds
- halt
- spying
- scaled
- loading
- challenger
- stat
- mirv
- roomy
- cargo
- recommends
- volvos
- wagons
- conscientiously
- emiss
- hypothesize
- muncie
- terre
- haute
- triggering
- verify
- drivable
- emerges
- overgrazed
- reclaimed
- prettiest
- palm
- paintbrush
- septic
- hummingbirds
- hummingbird
- pooped
- annuals
- countrified
- supermarket
- coaster
- afterburners
- gliding
- oomph
- subs
- gambled
- insulating
- spec
- verandas
- genes
- drapes
- guppies
- platies
- fishies
- glacier
- playgrounds
- wilderness
- scaries
- rayburn
- curling
- nominal
- fulfill
- synagogue
- geriatrics
- app
- degenerative
- communiky
- enhance
- assist
- text
- biogra
- daniels
- prince
- phillip
- criticizing
- miniseries
- scarlett
- spectacular
- torrents
- ligh
- horizontally
- arid
- crisp
- sleigh
- brighton
- springtime
- skie
- hammered
- subtly
- brianna
- lib
- submerged
- loosening
- leaks
- tar
- gravel
- plastered
- drywalled
- plastering
- terri
- exasperating
- swelling
- squirming
- swells
- shrinks
- retains
- highlight
- captive
- legos
- technic
- lego
- stare
- engagements
- sousa
- refreshments
- rehearsal
- donations
- municipal
- conduct
- nitny
- altoona
- lockhaven
- nighttimes
- ama
- emerson
- maceboast
- circuitry
- vacationer
- wausau
- unduly
- sunglasses
- grip
- durable
- faulty
- recliner
- pinto
- sequoias
- redwoods
- bryce
- tetons
- sequoia
- driveways
- snowmen
- snowballs
- marketed
- acceleration
- suspension
- lumbar
- sma
- bur
- skyrocketing
- govern
- exclude
- ballgame
- warrant
- rounds
- brats
- eff
- nativity
- facings
- casings
- relieve
- strase
- reliever
- relieving
- sander
- cabinet
- equipments
- dado
- rotary
- sicknesses
- bryan
- mamas
- packards
- solburns
- frown
- niggardly
- chintzy
- megs
- mirroring
- epidemic
- immunizations
- rays
- mumps
- rubella
- inaccuracy
- defined
- issued
- hypocritical
- stings
- laundering
- contr
- governed
- discomfort
- stea
- holster
- spontaneous
- headquarters
- bitterest
- fluctuations
- texts
- doen
- rosie
- '''neil'
- thomases
- trimmer
- clump
- tithing
- homeowner
- computerization
- stale
- subroutine
- libra
- clara
- beastie
- triggered
- pledged
- fren
- ally
- organi
- trombone
- weathers
- facetious
- directors
- spells
- compulsive
- childr
- fluffs
- toppings
- brea
- torque
- underdrive
- sportier
- beetle
- coolers
- bonneville
- secondaries
- quadrajet
- compulsion
- elevation
- variations
- hilltops
- mines
- hamster
- cruelty
- parakeet
- parakreet
- burmese
- deactivated
- infatuated
- jobbies
- visualize
- boggling
- slid
- clamped
- kisses
- everywh
- brag
- gramm
- overturning
- renegotiate
- kickbacks
- valdez
- defi
- batted
- hangs
- threats
- emit
- che
- churning
- remembrance
- networking
- conformance
- wyatt
- extremey
- bennigan
- vincent
- chefalia
- whataburger
- zillion
- mercado
- juarez
- tallest
- ewaldes
- cont
- stoneleigh
- chews
- yapping
- collies
- roughest
- hollered
- battling
- obedience
- squats
- vaca
- pilgrims
- medieval
- relics
- bemerton
- newness
- turin
- muffins
- requests
- helman
- tart
- zing
- cele
- layering
- fluffier
- joins
- jennifer
- unselfish
- tutoring
- affiliated
- aimlessly
- perky
- shins
- hyper
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- earphones
- timbuktu
- onna
- lieutenant
- biologist
- sliding
- tremors
- variedly
- bakers
- aprons
- sweatshirt
- wigs
- lamb
- bunnies
- symbols
- milky
- polytechnochloride
- mought
- trashmore
- lifts
- riverview
- tranged
- strongest
- recessionary
- stagnate
- unteachable
- prominent
- chide
- remaining
- backbone
- newborns
- fullest
- firewh
- daffodil
- jung
- aquinas
- libretto
- rossini
- mahler
- dutchen
- trumpets
- elixir
- floated
- swapped
- tyme
- tempco
- trooper
- gisland
- carribean
- unpacking
- lotto
- alcatraz
- hairdresser
- crui
- janice
- furry
- eaves
- rafter
- cactuses
- furrows
- wrung
- plink
- construe
- thinkings
- bue
- buechele
- grieves
- gullible
- manufactures
- borden
- bib
- overalls
- oshman
- evaluated
- unfor
- linguistic
- austria
- niagara
- coasts
- carolinas
- leisurely
- modesto
- cheeseburgers
- incapable
- hygienic
- inoperable
- oxygen
- banish
- relocated
- realtor
- listings
- precautions
- integrate
- cooperatives
- reallocate
- reorganize
- accelerate
- transient
- commish
- tenderhearted
- galaxies
- crud
- mutations
- feazure
- ballooned
- reclamation
- merits
- axiom
- fiends
- sensitivity
- aboveboard
- evaluating
- veggies
- unarmed
- resembling
- tallow
- scalloped
- weighing
- strap
- squeaker
- closing
- mullin
- squeakers
- marquee
- bluish
- hydrogen
- sulfide
- h2s
- ramps
- vaccine
- preventable
- syringes
- needles
- feared
- ruf
- riffraff
- haves
- nots
- earhout
- bulletproof
- vest
- hedge
- tollbooth
- hatcher
- taverns
- sailboats
- ancle
- lounge
- cocktail
- sailer
- cruiser
- hull
- spars
- rigging
- gusts
- wearisome
- flaky
- markups
- arming
- stra
- quail
- swedish
- munch
- intermission
- doughy
- frosts
- iceberg
- schoolteacher
- altrusa
- upholstery
- garl
- jupiter
- musically
- auditions
- repertory
- outlet
- auditory
- lear
- educationally
- verified
- chording
- pianist
- min
- ec
- subbranch
- emigrated
- beware
- entrepreneurial
- ventures
- banked
- stored
- footsteps
- postcards
- notify
- notifying
- steals
- hides
- subsequently
- corrective
- leers
- downright
- outright
- shu
- newest
- apathetic
- absol
- prolong
- roofing
- retool
- zigzag
- kan
- untalented
- washed
- salvageable
- gluing
- feds
- interrupting
- faults
- caucasian
- educ
- thei
- officed
- deputy
- pruned
- gladiolas
- amaryllis
- conf
- plantings
- sprout
- narcissus
- psychic
- rerun
- activate
- rusted
- rusts
- fenders
- repainted
- acco
- dreary
- expen
- salting
- weinstocks
- wad
- hilt
- dolphene
- feelt
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- wheelchairs
- emjoy
- anheimer
- tela
- kindly
- innovated
- endeavors
- adam
- particulars
- abusive
- evolutionary
- duplication
- imagers
- allocate
- optimally
- squawk
- evolution
- insurers
- entity
- burnable
- ticketed
- charities
- braved
- suede
- cardigan
- appointments
- unlined
- toasty
- lightweight
- fireplaces
- dense
- ethanol
- smokestacks
- mowers
- wedded
- organism
- nutritionally
- bamba
- szechuan
- pancho
- binders
- assignments
- developments
- cashew
- avoiding
- suey
- disburse
- squeeze
- sq
- faculties
- pauper
- brokerage
- anticipation
- cherished
- commodity
- famuel
- slopes
- biness
- furlough
- promoted
- nec
- shasta
- salmon
- sk
- walleye
- fighters
- fillet
- foil
- seekers
- scrutiny
- tarrant
- bobsy
- accu
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- mistrials
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- unsettling
- senile
- graying
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- casse
- gabrielli
- bankrupted
- cello
- viola
- composers
- boutiques
- darling
- chanting
- canseco
- ramming
- vinny
- utility
- outweighing
- sundance
- smithsonian
- crosswords
- planners
- artists
- bazo
- faron
- spiro
- gyro
- dulcimer
- jarreau
- contorted
- bonnie
- rait
- grammy
- unedu
- sprayer
- routers
- cookie
- varnish
- smoother
- hayloft
- franklin
- gradual
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- downside
- blythe
- tonkin
- macintoshes
- graphical
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- gestures
- vocabulary
- compilers
- consultation
- interactive
- discriminating
- correlate
- funnest
- gentler
- panicked
- sassy
- westmin
- westminster
- infra
- mondale
- situa
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- disrepair
- dashboard
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- beefing
- patrols
- visibility
- lifted
- cumberland
- cobb
- thefts
- superficial
- cracked
- electrically
- manufactured
- bordering
- elects
- aerodyne
- aerob
- brace
- publicize
- killings
- duri
- commentators
- blurbs
- bog
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- newscasts
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- melanie
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- fayetteville
- waynesboro
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- fre
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- tremen
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init: null
input_size: null
ctc_conf:
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joint_net_conf: null
model_conf:
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use_preprocessor: true
token_type: word
bpemodel: null
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
frontend: default
frontend_conf:
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specaug: specaug
specaug_conf:
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normalize: utterance_mvn
normalize_conf: {}
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encoder: conformer
encoder_conf:
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postencoder: null
postencoder_conf: {}
decoder: transformer
decoder_conf:
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required:
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version: 0.10.7a1
distributed: true
```

</details>



### Citing ESPnet

```BibTex
@inproceedings{watanabe2018espnet,
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  title={{ESPnet}: End-to-End Speech Processing Toolkit},
  year={2018},
  booktitle={Proceedings of Interspeech},
  pages={2207--2211},
  doi={10.21437/Interspeech.2018-1456},
  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
}




```

or arXiv:

```bibtex
@misc{watanabe2018espnet,
  title={ESPnet: End-to-End Speech Processing Toolkit}, 
  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
  year={2018},
  eprint={1804.00015},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
```
