
## ESPnet2 ASR model 

### `espnet/fsc_challenge_slu_2pass_conformer`

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

### Demo: How to use in ESPnet2

Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
if you haven't done that already.

```bash
cd espnet
git checkout 3b54bfe52a294cdfce668c20d777bfa65f413745
pip install -e .
cd egs2/fsc_challenge/slu1
./run.sh --skip_data_prep false --skip_train true --download_model espnet/fsc_challenge_slu_2pass_conformer
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Wed Jan 19 10:05:40 EST 2022`
- python version: `3.8.11 (default, Aug  3 2021, 15:09:35)  [GCC 7.5.0]`
- espnet version: `espnet 0.10.3a3`
- pytorch version: `pytorch 1.9.0+cu102`
- Git hash: `97b9dad4dbca71702cb7928a126ec45d96414a3f`
  - Commit date: `Mon Sep 13 22:55:04 2021 +0900`

## asr_train_asr_hubert_transformer_adam_specaug_deliberation_raw_en_word
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|inference_asr_model_valid.acc.ave_5best/spk_test|3349|17937|97.1|1.2|1.7|0.4|3.3|7.1|
|inference_asr_model_valid.acc.ave_5best/utt_test|4204|22540|80.5|12.4|7.0|3.0|22.5|55.2|
|inference_asr_model_valid.acc.ave_5best/valid|2597|13782|97.5|1.0|1.6|0.2|2.7|5.5|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|inference_asr_model_valid.acc.ave_5best/spk_test|3349|152191|98.4|0.5|1.1|0.2|1.8|7.1|
|inference_asr_model_valid.acc.ave_5best/utt_test|4204|191435|89.3|5.4|5.3|2.7|13.4|55.2|
|inference_asr_model_valid.acc.ave_5best/valid|2597|117282|98.6|0.4|1.0|0.2|1.6|5.5|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|

## ASR config

<details><summary>expand</summary>

```
config: conf/tuning/train_asr_hubert_transformer_adam_specaug_deliberation.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_hubert_transformer_adam_specaug_deliberation_raw_en_word
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 3
dist_backend: nccl
dist_init_method: env://
dist_world_size: null
dist_rank: null
local_rank: 0
dist_master_addr: null
dist_master_port: null
dist_launcher: null
multiprocessing_distributed: false
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 80
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - train
    - loss
    - min
-   - valid
    - loss
    - min
-   - train
    - acc
    - max
-   - valid
    - acc
    - max
keep_nbest_models: 5
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
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:
- ../../fsc_challenge/asr1/exp/asr_train_asr_hubert_transformer_adam_specaug_raw_en_word/valid.acc.ave_5best.pth:encoder:encoder
ignore_init_mismatch: false
freeze_param:
- encoder
- postdecoder.model
- frontend.upstream
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 1000000
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
- exp/asr_stats_raw_en_word/train/transcript_shape.word
valid_shape_file:
- exp/asr_stats_raw_en_word/valid/speech_shape
- exp/asr_stats_raw_en_word/valid/text_shape.word
- exp/asr_stats_raw_en_word/valid/transcript_shape.word
batch_type: folded
valid_batch_type: null
fold_length:
- 80000
- 150
- 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
-   - dump/raw/train/transcript
    - transcript
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/valid/wav.scp
    - speech
    - sound
-   - dump/raw/valid/text
    - text
    - text
-   - dump/raw/valid/transcript
    - transcript
    - 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: 0.0002
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 25000
token_list:
- <blank>
- <unk>
- the
- turn
- lights
- in
- up
- 'on'
- down
- temperature
- heat
- switch
- kitchen
- volume
- 'off'
- increase_volume_none
- bedroom
- washroom
- decrease_volume_none
- language
- bathroom
- decrease
- my
- to
- increase
- decrease_heat_washroom
- increase_heat_washroom
- music
- heating
- bring
- increase_heat_none
- too
- decrease_heat_none
- me
- change_language_none_none
- activate_lights_washroom
- set
- activate_lights_kitchen
- activate_music_none
- lamp
- deactivate_music_none
- increase_heat_bedroom
- i
- increase_heat_kitchen
- sound
- get
- decrease_heat_kitchen
- loud
- activate_lights_bedroom
- deactivate_lights_bedroom
- decrease_heat_bedroom
- need
- deactivate_lights_kitchen
- bring_newspaper_none
- newspaper
- bring_shoes_none
- shoes
- bring_socks_none
- socks
- activate_lights_none
- deactivate_lights_none
- louder
- go
- deactivate_lights_washroom
- change_language_Chinese_none
- chinese
- could
- you
- bring_juice_none
- juice
- deactivate_lamp_none
- make
- activate_lamp_none
- it
- stop
- play
- change
- quiet
- change_language_Korean_none
- korean
- some
- practice
- change_language_German_none
- german
- ok
- now
- main
- change_language_English_none
- english
- its
- hear
- pause
- this
- thats
- lower
- far
- audio
- please
- fetch
- phones
- a
- different
- start
- resume
- softer
- couldnt
- anything
- quieter
- put
- video
- is
- low
- max
- phone
- mute
- reduce
- use
- languages
- allow
- device
- system
- <sos/eos>
transcript_token_list:
- <blank>
- <unk>
- the
- turn
- in
- lights
- up
- down
- 'on'
- temperature
- heat
- kitchen
- switch
- 'off'
- volume
- bedroom
- language
- to
- washroom
- bathroom
- my
- increase
- decrease
- music
- heating
- bring
- me
- too
- i
- set
- sound
- get
- and
- lamp
- loud
- a
- need
- you
- shoes
- socks
- newspaper
- it
- light
- louder
- chinese
- could
- go
- make
- juice
- some
- main
- stop
- change
- quiet
- practice
- english
- german
- now
- play
- korean
- okay
- it's
- room
- that's
- of
- hear
- is
- different
- wash
- this
- lower
- fetch
- audio
- please
- far
- pause
- start
- use
- two
- phone
- low
- softer
- put
- bed
- video
- couldn't
- languages
- max
- quieter
- allow
- system
- mute
- phone's
- reduce
- resume
- anything
- device
- washer
- ten
- that
- which
- paper
- phones
- they
- so
- him
- news
- um
- from
- he
- out
- crease
- your
- ah
- better
- but
- late
- value
- k
- washing
- turned
- don't
- then
- o
- whites
- hating
- any
- said
- buy
- lies
- by
- watch
- give
- one
- done
- them
- hit
- place
- jews
- mites
- send
- for
- thing
- night
- not
- languish
- after
- was
- decreased
- lots
- pass
- dream
- bad
- life
- do
- search
- case
- increased
- corian
- we
- swish
- valium
- lamb
- or
- right
- row
- germans
- their
- 'no'
- soft
- time
- like
- own
- swiss
- can
- song
- nights
- lines
- eating
- bottom
- us
- are
- churn
- hate
- load
- top
- em
- take
- what's
- ok
- chain
- lates
- here
- with
- quite
- lice
- at
- lap
- am
- heap
- lampon
- temper
- tough
- hitting
- zone
- john
- three
- may
- vine
- bath
- keep
- into
- burn
- light's
- map
- meat
- eat
- sat
- new
- day
- white
- r
- what
- sheet
- line
- town
- through
- watchroom
- sign
- brain
- tan
- south
- kitten
- sit
- such
- should
- back
- rights
- shows
- knees
- choose
- meet
- likes
- sarks
- say
- frame
- boss
- land
- bar
- bites
- plays
- might
- our
- washerm
- bit
- she
- kit
- his
- tip
- she's
- fire
- free
- find
- bringing
- mics
- priest
- they're
- heats
- run
- shears
- fish
- stone
- tone
- there
- picture
- sent
- t
- bitum
- sweet
- sun
- ring
- love
- i'll
- pin
- vi
- try
- have
- bather
- be
- temp
- zoom
- all
- earn
- bethroom
- sucks
- fit
- as
- lives
- break
- sick
- arm
- thee
- miss
- basroom
- viam
- turns
- found
- dumb
- ladder
- trend
- vime
- viome
- if
- bathroomites
- tom
- during
- bat
- they'll
- wish
- way
- four
- about
- cheese
- mean
- nice
- ocean
- page
- turning
- still
- souths
- thy
- stand
- ding
- while
- who
- white's
- step
- switchy
- made
- mason
- see
- ashroom
- vice
- switched
- la
- ton
- washering
- favor
- via
- i'm
- betum
- create
- you're
- played
- green
- blank
- bassroom
- rim
- nap
- oh
- lay
- grease
- ice
- ball
- kitchens
- x
- nine
- her
- bridge
- pies
- pepper
- attempture
- rain
- wastrom
- peace
- b
- push
- bound
- lawyer
- these
- let
- fast
- star
- drone
- sauce
- practise
- veteran
- paul's
- fall
- temporary
- chop
- key
- bow
- daylights
- loader
- water
- twitch
- chains
- lion
- getting
- pars
- code
- fly
- makes
- offs
- lie
- jim
- tear
- sacks
- fine
- print
- five
- tap
- ye
- mind
- foot
- kiss
- fat
- writes
- will
- switcher
- de
- baton
- man
- yeah
- piece
- vol
- saw
- come
- m
- when
- talk
- round
- niece
- musing
- open
- throw
- bathing
- viim
- know
- head
- teacher
- 'true'
- term
- lord
- orshroom
- trace
- feature
- sock
- seas
- sweets
- layup
- slang
- stream
- drum
- d
- plan
- chun
- sell
- left
- leg
- settling
- men
- bathter
- 'false'
- stay
- chapter
- jane
- son
- rates
- q
- christie
- awesome
- tongue
- chaff
- there's
- outer
- clouder
- past
- red
- chair
- lab
- shares
- enough
- fund
- license
- semi-phones
- bones
- sown
- ups
- needs
- can't
- kitchenites
- drop
- let's
- french
- tempter
- source
- beth
- trying
- volumes
- slides
- atherm
- app
- battle
- drawing
- 'yes'
- trees
- twenty
- pleas
- large
- worship
- oz
- deep
- bathrooms
- loudest
- trim
- playing
- saudi
- volley
- its
- bite
- wall
- heater
- bond
- sand
- catch
- loss
- tender
- long
- dam
- heen
- might's
- fits
- sue
- eight
- pray
- sail
- sounds
- ain't
- lang
- spatroom
- part
- pitch
- matron
- jump
- wrong
- kills
- why
- band
- name
- ply
- piper
- thrown
- roll
- would
- self
- same
- js
- wash-rame
- bed-room
- lot's
- swits
- favour
- meter
- assume
- math
- heed
- stitch
- dawn
- gorian
- radio
- thumb
- pressure
- store
- dot
- meal
- seat
- welsh
- chin
- swift
- bing
- waste
- vassum
- making
- bend
- boil
- plain
- decrees
- square
- tomb
- finger
- temperatures
- speak
- pep
- bait
- stepper
- corey
- allium
- cloud
- state
- dan
- stole
- christy
- fight
- marshroom
- plate
- shown
- big
- bathrobe
- torn
- debate
- chande
- heaving
- switz
- batter
- wash-room
- trap
- ram
- jarman
- friend's
- tipture
- lampos
- flouter
- brand
- bass
- brit
- dome
- decree
- foam
- link
- sax
- seeking
- gain
- values
- beat
- watching
- dark
- creates
- midroom
- months
- camp
- forium
- compared
- race
- shines
- tempre
- pair
- weight
- read
- decays
- lump
- worse
- bus
- truth
- mice
- door
- sub
- draw
- cruci
- tar
- tend
- batting
- ms
- means
- buying
- late's
- legs
- therm
- mike
- linguish
- blaze
- mine
- peren
- walden
- arc
- cruise
- walling
- lakes
- passer
- russian
- rock
- funds
- curry
- patch
- per
- wait
- how
- days
- mamp
- paz
- just
- bringches
- must
- nor
- sing
- u
- blower
- clay
- heated
- resound
- fights
- wamp
- hearing
- basserm
- brewing
- produce
- sorry
- wound
- had
- food
- other
- quick
- an
- face
- flights
- fun
- downs
- wine
- vion
- wampoff
- lake
- lane
- last
- soften
- i'd
- check
- lowered
- heam
- ink
- twist
- think
- die
- crack
- degree
- washington
- friend
- doors
- number
- gave
- button
- tears
- lash
- many
- raised
- show
- action
- age
- engage
- says
- join
- under
- till
- save
- follow
- brings
- shot
- worst
- trainees
- night's
- bear
- rome
- l
- s
- roam
- da
- pasta
- spring
- languished
- tier
- bone
- pete
- next
- leads
- dick
- rate
- dig
- good
- six
- fought
- mesic
- beto
- fitch
- chimpashire
- carrying
- depritus
- laws
- youth
- ethroom
- baffer
- rule
- wing
- langus
- loudy
- re
- jeers
- pull
- lessons
- lighter
- took
- jew
- layout
- fats
- wit
- nace
- d's
- temple
- drawn
- person
- wastrong
- codio
- crank
- chunny
- inglace
- increases
- raleum
- z
- drones
- slide
- wet
- saucer
- embracer
- c
- bracher
- bathrum
- template
- musics
- radios
- glyta
- inglease
- sad
- shawn
- deeps
- nerve
- sobs
- blame
- best
- wandstrom
- rostrum
- sogs
- sayings
- itchen
- churnies
- ocana
- fom's
- witch
- clamp
- liked
- manguish
- lusher
- saying
- folium
- foium
- bae
- vendor
- edram
- bendroom
- bisium
- acainos
- walk
- slight
- pauses
- alm
- palima
- temperating
- loaded
- fifty
- banner
- thank
- hearts
- croom
- alima
- sats
- doing
- list
- masats
- mesus
- christa
- feet
- quote
- tandy
- bitroom
- chand
- fitjan
- west
- lampow
- lords
- press
- chili
- bedcom
- fin
- wasolates
- pastor
- breathe
- stout
- font's
- perian
- chich
- chitty
- bought
- indication
- fonts
- gen
- vash
- ashram
- india
- avashroom
- chrome
- home
- aria
- newspad
- steppad
- barthrome
- chant
- software
- chandy
- shui
- chandi
- keitelates
- belt
- trujandelaits
- indika
- chen
- shindy
- shoot
- district
- stum
- codeio
- debesh
- chandle
- digit
- prim
- size
- sodio
- roshroom
- vohima
- suppose
- shiny
- versus
- lowing
- doubt
- bake
- semithones
- waffroom
- crucial
- chippeture
- ray
- decreesadio
- kenchet
- decreesadi
- meta
- mang
- baum
- ate
- washram
- jacries
- premium
- sops
- tempure
- built
- zoo
- pring
- lowers
- opum
- dipture
- tetch
- basper
- peak
- bassorm
- pas
- switchofta
- lover
- flap
- incretes
- bastroom
- tikris
- didn't
- sweater
- bastom
- lets
- lampoff
- bedrim
- jumites
- bassum
- vaim
- badger
- lengths
- promise
- batroom
- dog
- bedrooms
- satio
- involve
- quiner
- samayum
- sulo
- fused
- butte
- decrysovalium
- subtuse
- silo
- tread
- fetchment
- lime
- stuff
- kin
- switzerland
- eaten
- sex
- sublinguisha
- seling
- singhush
- fitchmus
- ox
- seven
- mingle
- shakorean
- foams
- keeps
- setmingwich
- quorian
- swer
- smingh
- someites
- washroomites
- posse
- seeding
- haste
- rosh
- toff
- vein
- seating
- chemi
- sis
- debt
- lamish
- jinnies
- gennies
- linguishu
- tarn
- gym
- eats
- dough
- fedium
- isaac
- bender
- does
- healing
- speed
- adam
- noun
- aldio
- etch
- amp
- sangus
- southern
- vodroom
- sanch
- post
- beddo
- things
- sounded
- tick
- toverty
- view
- weshroom
- comparator
- fordom
- keys
- templar
- worker
- tiki
- odio
- geo
- fordium
- mode
- mindless
- fishermen
- lua
- pierto
- voting
- brad
- europe
- grade
- shrieks
- cures
- stub
- decase
- ufoium
- geophonia
- moved
- villium
- drews
- compare
- vodal
- dumpier
- sorts
- cases
- bosh
- modes
- souls
- rose
- pedro
- mash
- shanja
- druce
- benise
- draws
- minces
- laguish
- throughdome
- sweetzer
- compato
- science
- dumper
- breathing
- yong
- vanquish
- chorean
- bell
- word
- sentence
- strain
- washern
- lava
- basom
- smith
- less
- sons
- sights
- sides
- vying
- allowed
- cough
- drew
- knee
- bastin
- sot
- stopping
- blee
- kisa
- agenda
- va
- outset
- belights
- tingway
- lada
- sus
- germ
- bedroomed
- length
- phoned
- rezone
- lands
- knitting
- submit
- broom
- touch
- hook
- maths
- chaffelites
- kinch
- june
- limp
- namp
- basser
- gitchen
- dreamly
- bash
- upped
- boff
- mines
- zik
- chikurian
- ab
- ut
- hamperture
- pawn
- okena
- kain
- coose
- fon's
- truck
- battery
- washm
- likesov
- cherp
- scripture
- small
- welding
- samphon
- slaying
- baldium
- berumita
- slamp
- helium
- habiture
- saldom
- vatum
- blushham
- apedial
- sums
- flipper
- langworth
- id
- itch
- isherm
- washerms
- odds
- bedium
- heights
- kent
- bethrym
- atham
- hos
- induce
- bathtub
- lamped
- bellium
- iter
- usherm
- stu
- rathroom
- mees
- resumed
- barchy
- betterim
- trello
- flowing
- butcher
- hooker
- mashes
- mu
- site
- riz
- maty
- handing
- hand
- predium
- iton
- kate
- newspip
- lifeton
- printing
- shiz
- hidanu
- bother
- weights
- jigs
- glotter
- templates
- lamper
- heata
- boshroom
- mounter
- tipperger
- washrooms
- imager
- washman
- vayum
- methroom
- lossroom
- waft
- shrum
- meshes
- fringes
- amma
- keching
- redees
- crane
- barthroom
- yim
- lara
- speech
- barther
- tea
- fra
- chorium
- trines
- starks
- firm's
- wallian
- rushing
- lau
- scott
- fotherine
- volleying
- arthur
- hesing
- kna
- path
- meant
- mutes
- y
- young
- knows
- kitchened
- washherm
- washher
- kori
- tipperture
- ballium
- rizo
- though
- topperture
- tapature
- douce
- inblies
- query
- law
- semi
- turnouts
- turneth
- bassom
- flay
- damager
- vassorm
- cree
- vassar
- faster
- julo
- rub
- septa
- lost
- sal
- core
- piney
- desamla
- bat's
- third
- poshroom
- hunt
- kickin
- william
- mackt
- cheer
- wardium
- funny
- wat
- trough
- ecogen
- cannot
- forget
- lighted
- engine
- bind
- edwin
- mitoff
- plensic
- trump
- setling
- semi-divise
- again
- over
- chat
- endogen
- mainling
- increci
- blease
- fishing
- washerb
- downed
- bedder
- mython
- volium
- byton
- mayam
- basium
- bathium
- wilder
- cape
- viion
- fet
- dusk
- betterm
- file
- spatorm
- spedroom
- starts
- nightcloth
- decris
- borrow
- vian
- baimhap
- track
- church
- batherine
- washerroom
- dirt
- nam
- trip
- gin
- brian
- sup
- swisher
- parse
- chainius
- lat
- sly
- duna
- shum
- heal
- rice
- tiny
- only
- tied
- tinder
- board
- later
- gate
- violin
- tonight
- pager
- move
- latin
- warrior
- major
- magnum
- each
- bitter
- none
- tempreja
- michaws
- thirteen
- little
- cease
- bytron
- oita
- neot
- bank
- armage
- hang
- wandhi
- rantage
- went
- orsh
- aloud
- delete
- stroll
- side
- browser
- washa
- ramp
- hinting
- grieve
- marked
- terran
- embrace
- breeze
- lambas
- emasek
- got
- blindness
- stun
- jama
- bitumhida
- he's
- polite
- ned
- drumhim
- langest
- heem
- midenings
- papo
- inglies
- form
- papu
- larries
- clean
- lepicha
- beja
- very
- coria
- deal
- mittron
- damn
- baja
- timey
- aima
- going
- ainting
- don
- adore
- bullock
- pain
- audience
- dotion
- viving
- notion
- bytro
- worry
- talks
- byte
- dance
- vosham
- because
- tree
- ming
- matox
- modern
- invasia
- makeness
- hawks
- natom
- arms
- pay
- hinder
- latum
- bench
- hoofs
- king
- dampentering
- north
- boo
- petations
- donna
- kabbatum
- temprejo
- chairman
- mr
- names
- standard
- batu
- ridge
- using
- couldying
- never
- matter
- ninety
- powder
- interviews
- stir
- changes
- bap
- jomo
- courier
- crop
- void
- safe
- tamies
- were
- network
- dambraja
- once
- glight
- mightum
- royal
- gordian
- viewers
- cajanaton
- stood
- wind
- treat
- lean
- teach
- matam
- tarsh
- incase
- dembation
- clang
- beta
- lyphon
- sang
- dia
- richer
- bedoleitone
- dampeja
- pinosh
- mishik
- oft
- hi
- live
- trumpet
- butch
- blights
- seth
- kids
- herb
- bettern
- pathroom
- shroom
- ifridio
- san
- sroom
- sanna
- christ
- clap
- worshroom
- cruce
- crisadio
- adi
- iam
- quarter
- throne
- heatsy
- lace
- shallize
- pratt
- beast
- slash
- paulster
- brazil
- priested
- trust
- slice
- kind
- jules
- being
- tying
- gets
- jewels
- jills
- arcs
- jajarman
- fesh
- crate
- grown
- brained
- porian
- shills
- grew
- bare
- keechin'
- toss
- reduced
- var
- libraries
- slanguish
- catching
- rawroom
- passa
- laugh
- dip
- vima
- plight
- clider
- tank
- prat
- securion
- cause
- care
- bent
- thyum
- odd
- washed
- twitched
- mangling
- valiumt
- pop
- nicogen
- switching
- federm
- washerrm
- stolen
- sub-language
- heane
- vap
- babin
- karan
- mezek
- towen
- ek
- full
- saver
- kill
- plates
- vien
- eck
- fi
- myer
- muzak
- vampoline
- bytes
- fars
- pratise
- pat
- decreases
- ison
- flight
- blies
- waffron
- debates
- double
- taping
- earth
- greece
- capture
- corium
- plake
- blush
- tech
- than
- fuff
- alter
- strengths
- dial
- betch
- chanda
- bartminate
- fiz
- outalates
- bitumlets
- sister
- rich
- washamlets
- nigusa
- digly
- eighty
- grace
- approach
- cachen
- mats
- embrature
- impression
- donate
- nispepa
- debrature
- mistakes
- misshik
- printer
- damperture
- seam
- degre
- embreter
- stretch
- ready
- ting
- embedded
- indawashroom
- kitar
- greeted
- embrids
- matterm
- mythic
- buff
- fifth
- cachan
- lova
- house
- style
- netson
- wassum
- fister
- wasmite
- version
- fistum
- debator
- soon
- gender
- buttermate
- fisterlets
- bridger
- waitum
- crisset
- embritter
- content
- itself
- korian
- mailing
- dears
- chimp
- lambon
- sarts
- chippers
- chimpature
- lods
- chine
- koreen
- ease
- mat's
- lightsigned
- viin
- vaya
- kinship
- sorrow
- corin
- near
- chimpshire
- annie
- viium
- loier
- wise
- tifeture
- mizek
- fiber
- timbers
- suck
- juiced
- thou
- linguids
- aaron
- air
- apt
- art
- erin
- slowy
- bedger
- relights
- seveji
- edgerm
- wide
- broadroom
- bet
- betel
- bats
- bazo
- venro
- turnatives
- bid
- washerll
- washerable
- attempts
- masaks
- mix
- andy
- rep
- rut
- ani
- sec
- loan
- gurin
- advice
- simus
- encryst
- lagwit
- swisser
- journeys
- kid
- bedma
- temptary
- father's
- files
- liners
- fleets
- paid
- limo
- washerel
- signature
- basil
- baroom
- lip
- lampong
- coming
- mekita
- kitchelettes
- soul
- lizone
- we'll
- eyes
- drink
- detention
- debatero
- every
- timster
- klater
- rent
- dell
- plea
- blow
- riya
- bashroom
- stopped
- junes
- myton
- sart
- tart
- cloth
- reso
- musiclotter
- zet
- loads
- attempter
- washham
- carinian
- decrysty
- further
- turos
- suits
- lampost
- audiovian
- meshirs
- tim
- emmy
- dempature
- look
- cooking
- dating
- shis
- ether
- reason
- volio
- byzal
- decrous
- stating
- bether
- equal
- edron
- curse
- semiphones
- tell
- dom
- lad
- glassor
- enphusiatic
- keton
- flash
- wasn't
- sweeter
- dry
- sunlights
- portion
- rigging
- level
- auto
- whips
- lesson
- killers
- internalized
- substituting
- metro
- tumblena
- holy
- folio
- silence
- worm
- dvo
- immute
- doesn't
- direction
- tiquisidom
- village
- magic
- whether
- fatalouts
- hot
- thoughts
- swipe
- resem
- wife
- shoe
- wiped
- wipes
- kits
- battering
- sweats
- readase
- jesus
- switchs
- g's
- faium
- wits
- al
- scream
- taine
- wids
- sweat
- mease
- sees
- lieout
- salter
- taints
- founds
- traced
- sailed
- bathtering
- nail
- ing
- loose
- hates
- taint
- languids
- watering
- bleed
- vium
- sam
- liout
- professor
- paying
- cogate
- mushrooms
- interpreter
- library
- words
- unrate
- insist
- work
- western
- belenn
- gangs
- bodier
- training
- money
- veil
- patron
- jonatha
- mars
- mainland
- wasuporian
- who's
- starting
- peretry
- filtering
- transformative
- written
- suit
- defeat
- nana
- menasa
- edbraphone
- goes
- der
- reperator
- segmaphone
- nagostuperium
- rating
- competitive
- betty
- hasan
- ventro
- tantam
- davos
- suttape
- loudness
- random
- volimex
- posta
- repellent
- study
- taste
- sample
- boiling
- lysome
- boy
- states
- lars
- factor
- point
- nicer
- sounder
- boliam
- poly
- boom
- bowling
- body
- chakawaliman
- misploder
- borium
- thousand
- stoke
- islam
- table
- basic
- temporator
- quarters
- middle
- easter
- antos
- tools
- painters
- trans
- world
- sense
- dieting
- oaks
- raising
- been
- mashaws
- transfer
- temples
- <sos/eos>
two_pass: false
pre_postencoder_norm: false
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: true
model_conf:
    transcript_token_list:
    - <blank>
    - <unk>
    - the
    - turn
    - in
    - lights
    - up
    - down
    - 'on'
    - temperature
    - heat
    - kitchen
    - switch
    - 'off'
    - volume
    - bedroom
    - language
    - to
    - washroom
    - bathroom
    - my
    - increase
    - decrease
    - music
    - heating
    - bring
    - me
    - too
    - i
    - set
    - sound
    - get
    - and
    - lamp
    - loud
    - a
    - need
    - you
    - shoes
    - socks
    - newspaper
    - it
    - light
    - louder
    - chinese
    - could
    - go
    - make
    - juice
    - some
    - main
    - stop
    - change
    - quiet
    - practice
    - english
    - german
    - now
    - play
    - korean
    - okay
    - it's
    - room
    - that's
    - of
    - hear
    - is
    - different
    - wash
    - this
    - lower
    - fetch
    - audio
    - please
    - far
    - pause
    - start
    - use
    - two
    - phone
    - low
    - softer
    - put
    - bed
    - video
    - couldn't
    - languages
    - max
    - quieter
    - allow
    - system
    - mute
    - phone's
    - reduce
    - resume
    - anything
    - device
    - washer
    - ten
    - that
    - which
    - paper
    - phones
    - they
    - so
    - him
    - news
    - um
    - from
    - he
    - out
    - crease
    - your
    - ah
    - better
    - but
    - late
    - value
    - k
    - washing
    - turned
    - don't
    - then
    - o
    - whites
    - hating
    - any
    - said
    - buy
    - lies
    - by
    - watch
    - give
    - one
    - done
    - them
    - hit
    - place
    - jews
    - mites
    - send
    - for
    - thing
    - night
    - not
    - languish
    - after
    - was
    - decreased
    - lots
    - pass
    - dream
    - bad
    - life
    - do
    - search
    - case
    - increased
    - corian
    - we
    - swish
    - valium
    - lamb
    - or
    - right
    - row
    - germans
    - their
    - 'no'
    - soft
    - time
    - like
    - own
    - swiss
    - can
    - song
    - nights
    - lines
    - eating
    - bottom
    - us
    - are
    - churn
    - hate
    - load
    - top
    - em
    - take
    - what's
    - ok
    - chain
    - lates
    - here
    - with
    - quite
    - lice
    - at
    - lap
    - am
    - heap
    - lampon
    - temper
    - tough
    - hitting
    - zone
    - john
    - three
    - may
    - vine
    - bath
    - keep
    - into
    - burn
    - light's
    - map
    - meat
    - eat
    - sat
    - new
    - day
    - white
    - r
    - what
    - sheet
    - line
    - town
    - through
    - watchroom
    - sign
    - brain
    - tan
    - south
    - kitten
    - sit
    - such
    - should
    - back
    - rights
    - shows
    - knees
    - choose
    - meet
    - likes
    - sarks
    - say
    - frame
    - boss
    - land
    - bar
    - bites
    - plays
    - might
    - our
    - washerm
    - bit
    - she
    - kit
    - his
    - tip
    - she's
    - fire
    - free
    - find
    - bringing
    - mics
    - priest
    - they're
    - heats
    - run
    - shears
    - fish
    - stone
    - tone
    - there
    - picture
    - sent
    - t
    - bitum
    - sweet
    - sun
    - ring
    - love
    - i'll
    - pin
    - vi
    - try
    - have
    - bather
    - be
    - temp
    - zoom
    - all
    - earn
    - bethroom
    - sucks
    - fit
    - as
    - lives
    - break
    - sick
    - arm
    - thee
    - miss
    - basroom
    - viam
    - turns
    - found
    - dumb
    - ladder
    - trend
    - vime
    - viome
    - if
    - bathroomites
    - tom
    - during
    - bat
    - they'll
    - wish
    - way
    - four
    - about
    - cheese
    - mean
    - nice
    - ocean
    - page
    - turning
    - still
    - souths
    - thy
    - stand
    - ding
    - while
    - who
    - white's
    - step
    - switchy
    - made
    - mason
    - see
    - ashroom
    - vice
    - switched
    - la
    - ton
    - washering
    - favor
    - via
    - i'm
    - betum
    - create
    - you're
    - played
    - green
    - blank
    - bassroom
    - rim
    - nap
    - oh
    - lay
    - grease
    - ice
    - ball
    - kitchens
    - x
    - nine
    - her
    - bridge
    - pies
    - pepper
    - attempture
    - rain
    - wastrom
    - peace
    - b
    - push
    - bound
    - lawyer
    - these
    - let
    - fast
    - star
    - drone
    - sauce
    - practise
    - veteran
    - paul's
    - fall
    - temporary
    - chop
    - key
    - bow
    - daylights
    - loader
    - water
    - twitch
    - chains
    - lion
    - getting
    - pars
    - code
    - fly
    - makes
    - offs
    - lie
    - jim
    - tear
    - sacks
    - fine
    - print
    - five
    - tap
    - ye
    - mind
    - foot
    - kiss
    - fat
    - writes
    - will
    - switcher
    - de
    - baton
    - man
    - yeah
    - piece
    - vol
    - saw
    - come
    - m
    - when
    - talk
    - round
    - niece
    - musing
    - open
    - throw
    - bathing
    - viim
    - know
    - head
    - teacher
    - 'true'
    - term
    - lord
    - orshroom
    - trace
    - feature
    - sock
    - seas
    - sweets
    - layup
    - slang
    - stream
    - drum
    - d
    - plan
    - chun
    - sell
    - left
    - leg
    - settling
    - men
    - bathter
    - 'false'
    - stay
    - chapter
    - jane
    - son
    - rates
    - q
    - christie
    - awesome
    - tongue
    - chaff
    - there's
    - outer
    - clouder
    - past
    - red
    - chair
    - lab
    - shares
    - enough
    - fund
    - license
    - semi-phones
    - bones
    - sown
    - ups
    - needs
    - can't
    - kitchenites
    - drop
    - let's
    - french
    - tempter
    - source
    - beth
    - trying
    - volumes
    - slides
    - atherm
    - app
    - battle
    - drawing
    - 'yes'
    - trees
    - twenty
    - pleas
    - large
    - worship
    - oz
    - deep
    - bathrooms
    - loudest
    - trim
    - playing
    - saudi
    - volley
    - its
    - bite
    - wall
    - heater
    - bond
    - sand
    - catch
    - loss
    - tender
    - long
    - dam
    - heen
    - might's
    - fits
    - sue
    - eight
    - pray
    - sail
    - sounds
    - ain't
    - lang
    - spatroom
    - part
    - pitch
    - matron
    - jump
    - wrong
    - kills
    - why
    - band
    - name
    - ply
    - piper
    - thrown
    - roll
    - would
    - self
    - same
    - js
    - wash-rame
    - bed-room
    - lot's
    - swits
    - favour
    - meter
    - assume
    - math
    - heed
    - stitch
    - dawn
    - gorian
    - radio
    - thumb
    - pressure
    - store
    - dot
    - meal
    - seat
    - welsh
    - chin
    - swift
    - bing
    - waste
    - vassum
    - making
    - bend
    - boil
    - plain
    - decrees
    - square
    - tomb
    - finger
    - temperatures
    - speak
    - pep
    - bait
    - stepper
    - corey
    - allium
    - cloud
    - state
    - dan
    - stole
    - christy
    - fight
    - marshroom
    - plate
    - shown
    - big
    - bathrobe
    - torn
    - debate
    - chande
    - heaving
    - switz
    - batter
    - wash-room
    - trap
    - ram
    - jarman
    - friend's
    - tipture
    - lampos
    - flouter
    - brand
    - bass
    - brit
    - dome
    - decree
    - foam
    - link
    - sax
    - seeking
    - gain
    - values
    - beat
    - watching
    - dark
    - creates
    - midroom
    - months
    - camp
    - forium
    - compared
    - race
    - shines
    - tempre
    - pair
    - weight
    - read
    - decays
    - lump
    - worse
    - bus
    - truth
    - mice
    - door
    - sub
    - draw
    - cruci
    - tar
    - tend
    - batting
    - ms
    - means
    - buying
    - late's
    - legs
    - therm
    - mike
    - linguish
    - blaze
    - mine
    - peren
    - walden
    - arc
    - cruise
    - walling
    - lakes
    - passer
    - russian
    - rock
    - funds
    - curry
    - patch
    - per
    - wait
    - how
    - days
    - mamp
    - paz
    - just
    - bringches
    - must
    - nor
    - sing
    - u
    - blower
    - clay
    - heated
    - resound
    - fights
    - wamp
    - hearing
    - basserm
    - brewing
    - produce
    - sorry
    - wound
    - had
    - food
    - other
    - quick
    - an
    - face
    - flights
    - fun
    - downs
    - wine
    - vion
    - wampoff
    - lake
    - lane
    - last
    - soften
    - i'd
    - check
    - lowered
    - heam
    - ink
    - twist
    - think
    - die
    - crack
    - degree
    - washington
    - friend
    - doors
    - number
    - gave
    - button
    - tears
    - lash
    - many
    - raised
    - show
    - action
    - age
    - engage
    - says
    - join
    - under
    - till
    - save
    - follow
    - brings
    - shot
    - worst
    - trainees
    - night's
    - bear
    - rome
    - l
    - s
    - roam
    - da
    - pasta
    - spring
    - languished
    - tier
    - bone
    - pete
    - next
    - leads
    - dick
    - rate
    - dig
    - good
    - six
    - fought
    - mesic
    - beto
    - fitch
    - chimpashire
    - carrying
    - depritus
    - laws
    - youth
    - ethroom
    - baffer
    - rule
    - wing
    - langus
    - loudy
    - re
    - jeers
    - pull
    - lessons
    - lighter
    - took
    - jew
    - layout
    - fats
    - wit
    - nace
    - d's
    - temple
    - drawn
    - person
    - wastrong
    - codio
    - crank
    - chunny
    - inglace
    - increases
    - raleum
    - z
    - drones
    - slide
    - wet
    - saucer
    - embracer
    - c
    - bracher
    - bathrum
    - template
    - musics
    - radios
    - glyta
    - inglease
    - sad
    - shawn
    - deeps
    - nerve
    - sobs
    - blame
    - best
    - wandstrom
    - rostrum
    - sogs
    - sayings
    - itchen
    - churnies
    - ocana
    - fom's
    - witch
    - clamp
    - liked
    - manguish
    - lusher
    - saying
    - folium
    - foium
    - bae
    - vendor
    - edram
    - bendroom
    - bisium
    - acainos
    - walk
    - slight
    - pauses
    - alm
    - palima
    - temperating
    - loaded
    - fifty
    - banner
    - thank
    - hearts
    - croom
    - alima
    - sats
    - doing
    - list
    - masats
    - mesus
    - christa
    - feet
    - quote
    - tandy
    - bitroom
    - chand
    - fitjan
    - west
    - lampow
    - lords
    - press
    - chili
    - bedcom
    - fin
    - wasolates
    - pastor
    - breathe
    - stout
    - font's
    - perian
    - chich
    - chitty
    - bought
    - indication
    - fonts
    - gen
    - vash
    - ashram
    - india
    - avashroom
    - chrome
    - home
    - aria
    - newspad
    - steppad
    - barthrome
    - chant
    - software
    - chandy
    - shui
    - chandi
    - keitelates
    - belt
    - trujandelaits
    - indika
    - chen
    - shindy
    - shoot
    - district
    - stum
    - codeio
    - debesh
    - chandle
    - digit
    - prim
    - size
    - sodio
    - roshroom
    - vohima
    - suppose
    - shiny
    - versus
    - lowing
    - doubt
    - bake
    - semithones
    - waffroom
    - crucial
    - chippeture
    - ray
    - decreesadio
    - kenchet
    - decreesadi
    - meta
    - mang
    - baum
    - ate
    - washram
    - jacries
    - premium
    - sops
    - tempure
    - built
    - zoo
    - pring
    - lowers
    - opum
    - dipture
    - tetch
    - basper
    - peak
    - bassorm
    - pas
    - switchofta
    - lover
    - flap
    - incretes
    - bastroom
    - tikris
    - didn't
    - sweater
    - bastom
    - lets
    - lampoff
    - bedrim
    - jumites
    - bassum
    - vaim
    - badger
    - lengths
    - promise
    - batroom
    - dog
    - bedrooms
    - satio
    - involve
    - quiner
    - samayum
    - sulo
    - fused
    - butte
    - decrysovalium
    - subtuse
    - silo
    - tread
    - fetchment
    - lime
    - stuff
    - kin
    - switzerland
    - eaten
    - sex
    - sublinguisha
    - seling
    - singhush
    - fitchmus
    - ox
    - seven
    - mingle
    - shakorean
    - foams
    - keeps
    - setmingwich
    - quorian
    - swer
    - smingh
    - someites
    - washroomites
    - posse
    - seeding
    - haste
    - rosh
    - toff
    - vein
    - seating
    - chemi
    - sis
    - debt
    - lamish
    - jinnies
    - gennies
    - linguishu
    - tarn
    - gym
    - eats
    - dough
    - fedium
    - isaac
    - bender
    - does
    - healing
    - speed
    - adam
    - noun
    - aldio
    - etch
    - amp
    - sangus
    - southern
    - vodroom
    - sanch
    - post
    - beddo
    - things
    - sounded
    - tick
    - toverty
    - view
    - weshroom
    - comparator
    - fordom
    - keys
    - templar
    - worker
    - tiki
    - odio
    - geo
    - fordium
    - mode
    - mindless
    - fishermen
    - lua
    - pierto
    - voting
    - brad
    - europe
    - grade
    - shrieks
    - cures
    - stub
    - decase
    - ufoium
    - geophonia
    - moved
    - villium
    - drews
    - compare
    - vodal
    - dumpier
    - sorts
    - cases
    - bosh
    - modes
    - souls
    - rose
    - pedro
    - mash
    - shanja
    - druce
    - benise
    - draws
    - minces
    - laguish
    - throughdome
    - sweetzer
    - compato
    - science
    - dumper
    - breathing
    - yong
    - vanquish
    - chorean
    - bell
    - word
    - sentence
    - strain
    - washern
    - lava
    - basom
    - smith
    - less
    - sons
    - sights
    - sides
    - vying
    - allowed
    - cough
    - drew
    - knee
    - bastin
    - sot
    - stopping
    - blee
    - kisa
    - agenda
    - va
    - outset
    - belights
    - tingway
    - lada
    - sus
    - germ
    - bedroomed
    - length
    - phoned
    - rezone
    - lands
    - knitting
    - submit
    - broom
    - touch
    - hook
    - maths
    - chaffelites
    - kinch
    - june
    - limp
    - namp
    - basser
    - gitchen
    - dreamly
    - bash
    - upped
    - boff
    - mines
    - zik
    - chikurian
    - ab
    - ut
    - hamperture
    - pawn
    - okena
    - kain
    - coose
    - fon's
    - truck
    - battery
    - washm
    - likesov
    - cherp
    - scripture
    - small
    - welding
    - samphon
    - slaying
    - baldium
    - berumita
    - slamp
    - helium
    - habiture
    - saldom
    - vatum
    - blushham
    - apedial
    - sums
    - flipper
    - langworth
    - id
    - itch
    - isherm
    - washerms
    - odds
    - bedium
    - heights
    - kent
    - bethrym
    - atham
    - hos
    - induce
    - bathtub
    - lamped
    - bellium
    - iter
    - usherm
    - stu
    - rathroom
    - mees
    - resumed
    - barchy
    - betterim
    - trello
    - flowing
    - butcher
    - hooker
    - mashes
    - mu
    - site
    - riz
    - maty
    - handing
    - hand
    - predium
    - iton
    - kate
    - newspip
    - lifeton
    - printing
    - shiz
    - hidanu
    - bother
    - weights
    - jigs
    - glotter
    - templates
    - lamper
    - heata
    - boshroom
    - mounter
    - tipperger
    - washrooms
    - imager
    - washman
    - vayum
    - methroom
    - lossroom
    - waft
    - shrum
    - meshes
    - fringes
    - amma
    - keching
    - redees
    - crane
    - barthroom
    - yim
    - lara
    - speech
    - barther
    - tea
    - fra
    - chorium
    - trines
    - starks
    - firm's
    - wallian
    - rushing
    - lau
    - scott
    - fotherine
    - volleying
    - arthur
    - hesing
    - kna
    - path
    - meant
    - mutes
    - y
    - young
    - knows
    - kitchened
    - washherm
    - washher
    - kori
    - tipperture
    - ballium
    - rizo
    - though
    - topperture
    - tapature
    - douce
    - inblies
    - query
    - law
    - semi
    - turnouts
    - turneth
    - bassom
    - flay
    - damager
    - vassorm
    - cree
    - vassar
    - faster
    - julo
    - rub
    - septa
    - lost
    - sal
    - core
    - piney
    - desamla
    - bat's
    - third
    - poshroom
    - hunt
    - kickin
    - william
    - mackt
    - cheer
    - wardium
    - funny
    - wat
    - trough
    - ecogen
    - cannot
    - forget
    - lighted
    - engine
    - bind
    - edwin
    - mitoff
    - plensic
    - trump
    - setling
    - semi-divise
    - again
    - over
    - chat
    - endogen
    - mainling
    - increci
    - blease
    - fishing
    - washerb
    - downed
    - bedder
    - mython
    - volium
    - byton
    - mayam
    - basium
    - bathium
    - wilder
    - cape
    - viion
    - fet
    - dusk
    - betterm
    - file
    - spatorm
    - spedroom
    - starts
    - nightcloth
    - decris
    - borrow
    - vian
    - baimhap
    - track
    - church
    - batherine
    - washerroom
    - dirt
    - nam
    - trip
    - gin
    - brian
    - sup
    - swisher
    - parse
    - chainius
    - lat
    - sly
    - duna
    - shum
    - heal
    - rice
    - tiny
    - only
    - tied
    - tinder
    - board
    - later
    - gate
    - violin
    - tonight
    - pager
    - move
    - latin
    - warrior
    - major
    - magnum
    - each
    - bitter
    - none
    - tempreja
    - michaws
    - thirteen
    - little
    - cease
    - bytron
    - oita
    - neot
    - bank
    - armage
    - hang
    - wandhi
    - rantage
    - went
    - orsh
    - aloud
    - delete
    - stroll
    - side
    - browser
    - washa
    - ramp
    - hinting
    - grieve
    - marked
    - terran
    - embrace
    - breeze
    - lambas
    - emasek
    - got
    - blindness
    - stun
    - jama
    - bitumhida
    - he's
    - polite
    - ned
    - drumhim
    - langest
    - heem
    - midenings
    - papo
    - inglies
    - form
    - papu
    - larries
    - clean
    - lepicha
    - beja
    - very
    - coria
    - deal
    - mittron
    - damn
    - baja
    - timey
    - aima
    - going
    - ainting
    - don
    - adore
    - bullock
    - pain
    - audience
    - dotion
    - viving
    - notion
    - bytro
    - worry
    - talks
    - byte
    - dance
    - vosham
    - because
    - tree
    - ming
    - matox
    - modern
    - invasia
    - makeness
    - hawks
    - natom
    - arms
    - pay
    - hinder
    - latum
    - bench
    - hoofs
    - king
    - dampentering
    - north
    - boo
    - petations
    - donna
    - kabbatum
    - temprejo
    - chairman
    - mr
    - names
    - standard
    - batu
    - ridge
    - using
    - couldying
    - never
    - matter
    - ninety
    - powder
    - interviews
    - stir
    - changes
    - bap
    - jomo
    - courier
    - crop
    - void
    - safe
    - tamies
    - were
    - network
    - dambraja
    - once
    - glight
    - mightum
    - royal
    - gordian
    - viewers
    - cajanaton
    - stood
    - wind
    - treat
    - lean
    - teach
    - matam
    - tarsh
    - incase
    - dembation
    - clang
    - beta
    - lyphon
    - sang
    - dia
    - richer
    - bedoleitone
    - dampeja
    - pinosh
    - mishik
    - oft
    - hi
    - live
    - trumpet
    - butch
    - blights
    - seth
    - kids
    - herb
    - bettern
    - pathroom
    - shroom
    - ifridio
    - san
    - sroom
    - sanna
    - christ
    - clap
    - worshroom
    - cruce
    - crisadio
    - adi
    - iam
    - quarter
    - throne
    - heatsy
    - lace
    - shallize
    - pratt
    - beast
    - slash
    - paulster
    - brazil
    - priested
    - trust
    - slice
    - kind
    - jules
    - being
    - tying
    - gets
    - jewels
    - jills
    - arcs
    - jajarman
    - fesh
    - crate
    - grown
    - brained
    - porian
    - shills
    - grew
    - bare
    - keechin'
    - toss
    - reduced
    - var
    - libraries
    - slanguish
    - catching
    - rawroom
    - passa
    - laugh
    - dip
    - vima
    - plight
    - clider
    - tank
    - prat
    - securion
    - cause
    - care
    - bent
    - thyum
    - odd
    - washed
    - twitched
    - mangling
    - valiumt
    - pop
    - nicogen
    - switching
    - federm
    - washerrm
    - stolen
    - sub-language
    - heane
    - vap
    - babin
    - karan
    - mezek
    - towen
    - ek
    - full
    - saver
    - kill
    - plates
    - vien
    - eck
    - fi
    - myer
    - muzak
    - vampoline
    - bytes
    - fars
    - pratise
    - pat
    - decreases
    - ison
    - flight
    - blies
    - waffron
    - debates
    - double
    - taping
    - earth
    - greece
    - capture
    - corium
    - plake
    - blush
    - tech
    - than
    - fuff
    - alter
    - strengths
    - dial
    - betch
    - chanda
    - bartminate
    - fiz
    - outalates
    - bitumlets
    - sister
    - rich
    - washamlets
    - nigusa
    - digly
    - eighty
    - grace
    - approach
    - cachen
    - mats
    - embrature
    - impression
    - donate
    - nispepa
    - debrature
    - mistakes
    - misshik
    - printer
    - damperture
    - seam
    - degre
    - embreter
    - stretch
    - ready
    - ting
    - embedded
    - indawashroom
    - kitar
    - greeted
    - embrids
    - matterm
    - mythic
    - buff
    - fifth
    - cachan
    - lova
    - house
    - style
    - netson
    - wassum
    - fister
    - wasmite
    - version
    - fistum
    - debator
    - soon
    - gender
    - buttermate
    - fisterlets
    - bridger
    - waitum
    - crisset
    - embritter
    - content
    - itself
    - korian
    - mailing
    - dears
    - chimp
    - lambon
    - sarts
    - chippers
    - chimpature
    - lods
    - chine
    - koreen
    - ease
    - mat's
    - lightsigned
    - viin
    - vaya
    - kinship
    - sorrow
    - corin
    - near
    - chimpshire
    - annie
    - viium
    - loier
    - wise
    - tifeture
    - mizek
    - fiber
    - timbers
    - suck
    - juiced
    - thou
    - linguids
    - aaron
    - air
    - apt
    - art
    - erin
    - slowy
    - bedger
    - relights
    - seveji
    - edgerm
    - wide
    - broadroom
    - bet
    - betel
    - bats
    - bazo
    - venro
    - turnatives
    - bid
    - washerll
    - washerable
    - attempts
    - masaks
    - mix
    - andy
    - rep
    - rut
    - ani
    - sec
    - loan
    - gurin
    - advice
    - simus
    - encryst
    - lagwit
    - swisser
    - journeys
    - kid
    - bedma
    - temptary
    - father's
    - files
    - liners
    - fleets
    - paid
    - limo
    - washerel
    - signature
    - basil
    - baroom
    - lip
    - lampong
    - coming
    - mekita
    - kitchelettes
    - soul
    - lizone
    - we'll
    - eyes
    - drink
    - detention
    - debatero
    - every
    - timster
    - klater
    - rent
    - dell
    - plea
    - blow
    - riya
    - bashroom
    - stopped
    - junes
    - myton
    - sart
    - tart
    - cloth
    - reso
    - musiclotter
    - zet
    - loads
    - attempter
    - washham
    - carinian
    - decrysty
    - further
    - turos
    - suits
    - lampost
    - audiovian
    - meshirs
    - tim
    - emmy
    - dempature
    - look
    - cooking
    - dating
    - shis
    - ether
    - reason
    - volio
    - byzal
    - decrous
    - stating
    - bether
    - equal
    - edron
    - curse
    - semiphones
    - tell
    - dom
    - lad
    - glassor
    - enphusiatic
    - keton
    - flash
    - wasn't
    - sweeter
    - dry
    - sunlights
    - portion
    - rigging
    - level
    - auto
    - whips
    - lesson
    - killers
    - internalized
    - substituting
    - metro
    - tumblena
    - holy
    - folio
    - silence
    - worm
    - dvo
    - immute
    - doesn't
    - direction
    - tiquisidom
    - village
    - magic
    - whether
    - fatalouts
    - hot
    - thoughts
    - swipe
    - resem
    - wife
    - shoe
    - wiped
    - wipes
    - kits
    - battering
    - sweats
    - readase
    - jesus
    - switchs
    - g's
    - faium
    - wits
    - al
    - scream
    - taine
    - wids
    - sweat
    - mease
    - sees
    - lieout
    - salter
    - taints
    - founds
    - traced
    - sailed
    - bathtering
    - nail
    - ing
    - loose
    - hates
    - taint
    - languids
    - watering
    - bleed
    - vium
    - sam
    - liout
    - professor
    - paying
    - cogate
    - mushrooms
    - interpreter
    - library
    - words
    - unrate
    - insist
    - work
    - western
    - belenn
    - gangs
    - bodier
    - training
    - money
    - veil
    - patron
    - jonatha
    - mars
    - mainland
    - wasuporian
    - who's
    - starting
    - peretry
    - filtering
    - transformative
    - written
    - suit
    - defeat
    - nana
    - menasa
    - edbraphone
    - goes
    - der
    - reperator
    - segmaphone
    - nagostuperium
    - rating
    - competitive
    - betty
    - hasan
    - ventro
    - tantam
    - davos
    - suttape
    - loudness
    - random
    - volimex
    - posta
    - repellent
    - study
    - taste
    - sample
    - boiling
    - lysome
    - boy
    - states
    - lars
    - factor
    - point
    - nicer
    - sounder
    - boliam
    - poly
    - boom
    - bowling
    - body
    - chakawaliman
    - misploder
    - borium
    - thousand
    - stoke
    - islam
    - table
    - basic
    - temporator
    - quarters
    - middle
    - easter
    - antos
    - tools
    - painters
    - trans
    - world
    - sense
    - dieting
    - oaks
    - raising
    - been
    - mashaws
    - transfer
    - temples
    - <sos/eos>
    ctc_weight: 0.5
    ignore_id: -1
    lsm_weight: 0.0
    length_normalized_loss: false
    report_cer: true
    report_wer: true
    sym_space: <space>
    sym_blank: <blank>
    extract_feats_in_collect_stats: true
    two_pass: false
    pre_postencoder_norm: false
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: s3prl
frontend_conf:
    frontend_conf:
        upstream: hubert_large_ll60k
    download_dir: ./hub
    multilayer_feature: true
    fs: 16k
specaug: specaug
specaug_conf:
    apply_time_warp: true
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: true
    freq_mask_width_range:
    - 0
    - 30
    num_freq_mask: 2
    apply_time_mask: true
    time_mask_width_range:
    - 0
    - 40
    num_time_mask: 2
normalize: utterance_mvn
normalize_conf: {}
preencoder: linear
preencoder_conf:
    input_size: 1024
    output_size: 80
encoder: transformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    linear_units: 2048
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.0
    input_layer: conv2d
    normalize_before: true
postencoder: null
postencoder_conf: {}
deliberationencoder: conformer
deliberationencoder_conf:
    output_size: 256
    attention_heads: 8
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: linear
    normalize_before: true
    macaron_style: true
    pos_enc_layer_type: rel_pos
    selfattention_layer_type: rel_selfattn
    activation_type: swish
    use_cnn_module: true
    cnn_module_kernel: 31
decoder: transformer
decoder_conf:
    attention_heads: 4
    linear_units: 2048
    num_blocks: 6
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    self_attention_dropout_rate: 0.0
    src_attention_dropout_rate: 0.0
decoder2: rnn
decoder2_conf: {}
postdecoder: hugging_face_transformers
postdecoder_conf:
    model_name_or_path: bert-base-cased
    output_size: 256
required:
- output_dir
- token_list
version: 0.10.3a3
distributed: false
```

</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}
}
```

{"language": "en", "license": "cc-by-4.0", "tags": ["espnet", "audio", "automatic-speech-recognition"], "datasets": ["fsc_challenge"]}
espnet audio automatic-speech-recognition en dataset:fsc_challenge arxiv:1804.00015 license:cc-by-4.0 region:us
TAGS
#espnet #audio #automatic-speech-recognition #en #dataset-fsc_challenge #arxiv-1804.00015 #license-cc-by-4.0 #region-us 

ESPnet2 ASR model
-----------------


### 'espnet/fsc\_challenge\_slu\_2pass\_conformer'


This model was trained by Siddhant using fsc\_challenge recipe in espnet.


### Demo: How to use in ESPnet2


Follow the ESPnet installation instructions
if you haven't done that already.


RESULTS
=======


Environments
------------


* date: 'Wed Jan 19 10:05:40 EST 2022'
* python version: '3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]'
* espnet version: 'espnet 0.10.3a3'
* pytorch version: 'pytorch 1.9.0+cu102'
* Git hash: '97b9dad4dbca71702cb7928a126ec45d96414a3f'
	+ Commit date: 'Mon Sep 13 22:55:04 2021 +0900'


asr\_train\_asr\_hubert\_transformer\_adam\_specaug\_deliberation\_raw\_en\_word
--------------------------------------------------------------------------------


### WER



### CER



### TER



ASR config
----------


expand

### Citing ESPnet


or arXiv:



### 'espnet/fsc\_challenge\_slu\_2pass\_conformer'


This model was trained by Siddhant using fsc\_challenge recipe in espnet. ### Demo: How to use in ESPnet2


Follow the ESPnet installation instructions
if you haven't done that already.


RESULTS
=======


Environments
------------


* date: 'Wed Jan 19 10:05:40 EST 2022'
* python version: '3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]'
* espnet version: 'espnet 0.10.3a3'
* pytorch version: 'pytorch 1.9.0+cu102'
* Git hash: '97b9dad4dbca71702cb7928a126ec45d96414a3f'
	+ Commit date: 'Mon Sep 13 22:55:04 2021 +0900'


asr\_train\_asr\_hubert\_transformer\_adam\_specaug\_deliberation\_raw\_en\_word
-------------------------------------------------------------------------------- ### WER ### CER ### TER



ASR config
----------


expand ### Citing ESPnet


or arXiv:
TAGS
#espnet #audio #automatic-speech-recognition #en #dataset-fsc_challenge #arxiv-1804.00015 #license-cc-by-4.0 #region-us 
 ### 'espnet/fsc\_challenge\_slu\_2pass\_conformer'


This model was trained by Siddhant using fsc\_challenge recipe in espnet. ### Demo: How to use in ESPnet2


Follow the ESPnet installation instructions
if you haven't done that already.


RESULTS
=======


Environments
------------


* date: 'Wed Jan 19 10:05:40 EST 2022'
* python version: '3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]'
* espnet version: 'espnet 0.10.3a3'
* pytorch version: 'pytorch 1.9.0+cu102'
* Git hash: '97b9dad4dbca71702cb7928a126ec45d96414a3f'
	+ Commit date: 'Mon Sep 13 22:55:04 2021 +0900'


asr\_train\_asr\_hubert\_transformer\_adam\_specaug\_deliberation\_raw\_en\_word
-------------------------------------------------------------------------------- ### WER ### CER ### TER



ASR config
----------


expand ### Citing ESPnet


or arXiv:
passage: TAGS
#espnet #audio #automatic-speech-recognition #en #dataset-fsc_challenge #arxiv-1804.00015 #license-cc-by-4.0 #region-us 
### 'espnet/fsc\_challenge\_slu\_2pass\_conformer'


This model was trained by Siddhant using fsc\_challenge recipe in espnet.### Demo: How to use in ESPnet2


Follow the ESPnet installation instructions
if you haven't done that already.


RESULTS
=======


Environments
------------


* date: 'Wed Jan 19 10:05:40 EST 2022'
* python version: '3.8.11 (default, Aug 3 2021, 15:09:35) [GCC 7.5.0]'
* espnet version: 'espnet 0.10.3a3'
* pytorch version: 'pytorch 1.9.0+cu102'
* Git hash: '97b9dad4dbca71702cb7928a126ec45d96414a3f'
	+ Commit date: 'Mon Sep 13 22:55:04 2021 +0900'


asr\_train\_asr\_hubert\_transformer\_adam\_specaug\_deliberation\_raw\_en\_word
--------------------------------------------------------------------------------### WER### CER### TER



ASR config
----------


expand### Citing ESPnet


or arXiv: