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

## ESPnet2 ASR model

### `espnet/simpleoier_ls960_asr2_train_e_branchformer1_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts5000_sp`

This model was trained by simpleoier using librispeech 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 ac5ffad321c64cbf159e4b789dbe26c43dc31b0e
pip install -e .
cd egs2/librispeech/asr2
./run.sh --skip_data_prep false --skip_train true --download_model espnet/simpleoier_ls960_asr2_train_e_branchformer1_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts5000_sp
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Thu Jun 22 17:45:33 EDT 2023`
- python version: `3.9.16 (main, Mar  8 2023, 14:00:05)  [GCC 11.2.0]`
- espnet version: `espnet 202304`
- pytorch version: `pytorch 1.13.1`
- Git hash: `ac5ffad321c64cbf159e4b789dbe26c43dc31b0e`
  - Commit date: `Wed Jun 14 19:50:52 2023 +0000`

## exp/asr_train_discrete_asr_e_branchformer1_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts5000_sp
### WER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_clean|2703|54402|98.0|1.8|0.2|0.2|2.2|27.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|50948|95.9|3.7|0.3|0.4|4.5|41.7|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|52576|97.9|1.9|0.2|0.3|2.4|29.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|52343|95.8|3.8|0.4|0.5|4.6|43.3|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_clean|2703|288456|99.4|0.3|0.3|0.2|0.8|27.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|265951|98.5|0.9|0.6|0.4|1.9|41.7|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|281530|99.5|0.3|0.3|0.2|0.7|29.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|272758|98.7|0.7|0.6|0.5|1.8|43.3|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_clean|2703|68049|97.4|1.8|0.8|0.3|2.9|27.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|63048|94.6|3.9|1.5|0.6|6.0|41.7|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|65769|97.3|1.8|1.0|0.3|3.0|29.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|65268|94.6|3.6|1.8|0.6|5.9|43.3|

## ASR config

<details><summary>expand</summary>

```
config: conf/tuning/train_discrete_asr_e_branchformer1_2gpu.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_discrete_asr_e_branchformer1_2gpu_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts5000_sp
ngpu: 1
seed: 0
num_workers: 8
num_att_plot: 1
dist_backend: nccl
dist_init_method: env://
dist_world_size: 2
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 43455
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: 35
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: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: true
log_interval: 1000
use_matplotlib: true
use_tensorboard: true
create_graph_in_tensorboard: false
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: 768000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe5000_sp/train/text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe5000_sp/train/src_text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe5000_sp/valid/text_shape.bpe
- exp/asr_stats_raw_rm_wavlm_large_21_km2000_bpe6000_bpe5000_sp/valid/src_text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 150
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
chunk_excluded_key_prefixes: []
train_data_path_and_name_and_type:
-   - dump/raw/train_960_sp/text.ts.en
    - text
    - text
-   - dump/raw/train_960_sp/text.rm.wavlm_large_21_km2000
    - src_text
    - text
valid_data_path_and_name_and_type:
-   - dump/raw/dev/text.ts.en
    - text
    - text
-   - dump/raw/dev/text.rm.wavlm_large_21_km2000
    - src_text
    - text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
exclude_weight_decay: false
exclude_weight_decay_conf: {}
optim: adam
optim_conf:
    lr: 0.006
    weight_decay: 1.0e-06
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 15000
token_list:
- <blank>
- <unk>
- ▁THE
- S
- ▁AND
- ▁OF
- ▁TO
- ▁A
- ▁IN
- ▁I
- ▁HE
- ▁THAT
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- ▁IT
- ED
- ''''
- ▁HIS
- ING
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- ▁WITH
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- T
- ▁HAD
- ▁AS
- ▁HER
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- ▁BUT
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- D
- ▁AT
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- ER
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- N
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- R
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- P
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- LE
- A
- ▁NEVER
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- ▁DE
- ▁MUCH
- ▁MISTER
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- ATION
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- ▁S
- OR
- ▁OWN
- ▁AGAIN
- ▁MEN
- ▁SAY
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- ▁HERE
- NESS
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- ▁THINK
- ▁UN
- K
- ▁RE
- ▁EVEN
- ▁HAND
- F
- ▁JUST
- 'ON'
- ▁ITS
- O
- V
- ▁MAKE
- ▁MIGHT
- IC
- VE
- ▁TOO
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- ▁O
- ▁LIFE
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- TH
- ▁TAKE
- ▁DON
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- AR
- U
- ▁LET
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- AN
- ▁OFF
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- ITY
- ST
- IL
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- ▁ONCE
- LI
- ▁TELL
- ▁THREE
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- ▁ROOM
- CH
- EL
- ▁YET
- IT
- ▁SAME
- ▁FATHER
- UL
- ▁THOUGH
- ▁ANOTHER
- ERS
- ▁RIGHT
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- US
- ▁E
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- ▁PUT
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- ▁PART
- ▁WORK
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- ▁LOOK
- ▁NEW
- ▁KING
- ▁MISSUS
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- FUL
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- I
- RO
- ▁LEFT
- MENT
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- ▁MOMENT
- RY
- LA
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- ▁THINGS
- ▁HOME
- ET
- ▁THING
- ▁WHY
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- ▁FAR
- IVE
- ▁WATER
- TED
- RA
- LO
- ENT
- ▁HEARD
- ▁SOMETHING
- ▁SEEMED
- ▁CON
- H
- ▁BECAUSE
- ▁END
- ▁TOLD
- ▁YES
- IES
- ▁DOOR
- EST
- ▁GOING
- ▁GOT
- NE
- ▁WOMAN
- ▁GOD
- Z
- TER
- CE
- ▁B
- ▁FIND
- ▁KNEW
- ▁SOON
- ▁EACH
- TON
- ▁SIDE
- ▁OH
- LING
- ▁AGAINST
- ▁NAME
- ▁MISS
- ▁QUITE
- ATE
- OUS
- ▁WANT
- ▁YEARS
- ▁FEW
- ▁BETTER
- ▁HALF
- ▁DONE
- OL
- UR
- ▁ALSO
- ▁BEGAN
- ▁HAVING
- ▁ENOUGH
- IR
- ISH
- ▁LADY
- ▁WHOLE
- LESS
- ▁BOTH
- ▁SEEN
- ▁SET
- ▁WHITE
- TE
- ▁COURSE
- ▁VOICE
- ▁CALLED
- AS
- ▁D
- ▁TURNED
- ▁GAVE
- ▁POOR
- NA
- MAN
- ▁DEAR
- ▁GIRL
- ▁MORNING
- ▁BETWEEN
- ▁NOR
- ▁AMONG
- IS
- TION
- ▁LA
- ID
- ▁SMALL
- LED
- ▁REST
- ATED
- ▁WHOM
- ▁HANDS
- ▁FELT
- ▁MYSELF
- ▁HIGH
- ▁HOWEVER
- CO
- ▁HERSELF
- ▁STOOD
- ▁KIND
- ▁HUNDRED
- SE
- AM
- ▁MO
- ▁ROUND
- X
- IA
- ▁ALMOST
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- MA
- ▁TEN
- ▁SP
- ▁BOY
- ▁PERHAPS
- ▁WORDS
- ▁MA
- UM
- ▁SAT
- ▁REPLIED
- ▁FOUR
- ▁ANYTHING
- ▁TILL
- FF
- ▁BEST
- ▁UNTIL
- ▁BLACK
- ▁CRIED
- ▁FACT
- ANCE
- ▁HELP
- ▁NEXT
- ▁G
- ▁LOOKING
- ▁DOES
- ▁FRIEND
- TY
- ▁LAY
- ▁BROUGHT
- CI
- ▁KEEP
- VER
- ▁IMP
- ▁COUNTRY
- ▁DAYS
- ▁WORD
- TING
- ▁FIRE
- ▁SEA
- ▁TOGETHER
- ANT
- ▁REASON
- ▁P
- ▁INDEED
- ▁MATTER
- ▁ST
- ME
- ▁AIR
- ▁FULL
- DE
- ▁CO
- ▁LAND
- ▁RATHER
- ▁HOPE
- ▁OPEN
- GE
- ▁FEET
- ▁BO
- INE
- IE
- ▁FIVE
- ▁POINT
- ▁LARGE
- IM
- ▁CHILD
- ▁GONE
- ▁
- ▁SUN
- ▁EN
- ▁HARD
- ▁LORD
- ▁WIFE
- ▁SURE
- ▁EX
- UT
- OM
- ▁FORM
- KE
- ▁DEATH
- ▁CARE
- AC
- ▁NATURE
- ▁RO
- ▁W
- ▁BELIEVE
- ▁WAR
- ▁NEAR
- ▁RED
- ▁SPEAK
- ▁CAR
- ▁FEAR
- ▁CASE
- ▁TAKEN
- ▁C
- ▁ALONG
- ▁CANNOT
- ▁HEAR
- ▁THEMSELVES
- ▁DIS
- ▁PRESENT
- ▁SON
- ▁MASTER
- ▁F
- ▁THUS
- PP
- ▁LESS
- ▁TRUE
- ▁LI
- PT
- ▁THOUSAND
- ▁MONEY
- ▁BEHIND
- ▁POWER
- ▁DOCTOR
- ▁CHILDREN
- ▁TWENTY
- ▁WISH
- ▁SOUND
- ▁WHOSE
- PO
- GG
- ▁ANSWERED
- ▁DUR
- ▁LEAVE
- ▁THOU
- ▁HA
- TA
- ▁CERTAIN
- ▁PRO
- IAN
- MO
- ▁PASSED
- IST
- ▁M
- ▁ARM
- ▁ALONE
- ▁STATE
- ▁SHOW
- ▁NEED
- ▁LIVE
- ▁DEAD
- ▁EM
- ▁PRE
- ▁STRONG
- ▁GROUND
- ▁SHORT
- ▁RA
- MI
- ▁HORSE
- ▁PRINCE
- UN
- ENCE
- AD
- ▁FELL
- ▁CALL
- ▁ORDER
- ARD
- RU
- ▁GIVEN
- ▁OTHERS
- ▁DARK
- ▁THEREFORE
- ▁CLOSE
- TIC
- ▁SC
- ▁PER
- AT
- ▁BODY
- ▁SENT
- ▁SECOND
- ▁OFTEN
- ▁MANNER
- NI
- ▁BRING
- AGE
- ▁QUESTION
- ▁HOUR
- ICAL
- ▁CL
- ▁SE
- ▁TURN
- ▁TABLE
- ▁GENERAL
- ▁DA
- ▁LO
- ▁EARTH
- ▁BED
- ▁DOUBT
- IOUS
- ▁REALLY
- ▁SIX
- ▁BECOME
- ▁USE
- ▁READ
- ▁HO
- SH
- ▁COMING
- ▁EVERYTHING
- ▁ABOVE
- ▁EVENING
- ▁BEAUTIFUL
- ▁FEEL
- ▁LEAST
- ▁RAN
- ▁MAR
- ▁LAW
- ▁ALREADY
- ▁MEAN
- ▁ITSELF
- ▁ROSE
- WARD
- ▁VI
- ▁COMP
- ▁SOUL
- ▁SUDDENLY
- ▁AROUND
- RED
- ▁ANSWER
- DI
- TO
- PE
- TI
- ▁WIND
- ▁CA
- ▁FINE
- BER
- ▁WHETHER
- ▁KNOWN
- ▁CAPTAIN
- ▁BAR
- ▁SORT
- ▁EYE
- ▁PERSON
- ▁WOMEN
- ▁BROTHER
- ▁ASK
- ▁USED
- DA
- ▁HELD
- ▁BIG
- ▁RETURNED
- ▁STRANGE
- ▁SA
- ▁ACT
- ▁FREE
- ▁EITHER
- ▁WITHIN
- ▁YEAR
- ▁WON
- ▁CLEAR
- ▁SIGHT
- ▁LOST
- ND
- ▁BA
- ▁KEPT
- ▁TOWN
- ARY
- ▁SLEEP
- ▁DI
- ▁FRIENDS
- ▁HAIR
- ▁DREAM
- ▁FELLOW
- ▁DEEP
- ▁PAST
- QUE
- ▁BECAME
- ▁REAL
- ▁MAKING
- PER
- ▁BAD
- ▁YE
- ▁FL
- ▁MEANS
- URE
- ▁PO
- ▁RUN
- MEN
- ▁DAUGHTER
- LES
- ▁SENSE
- ▁CITY
- ▁SOMETIMES
- ▁TOWARDS
- ▁PASS
- BE
- ▁ROAD
- ▁GRA
- ▁READY
- ▁TA
- OP
- ▁FOOT
- IG
- ▁COLD
- ▁ELSE
- ▁LETTER
- ▁LE
- ATING
- ▁TRUTH
- ▁BUSINESS
- HE
- ▁SUBJECT
- ▁JOHN
- ▁COURT
- ILY
- ▁IDEA
- ▁RIVER
- ▁FAMILY
- ▁DIDN
- ▁GLAD
- OW
- ▁SEVERAL
- DY
- ▁UNDERSTAND
- ▁LU
- IAL
- ▁ARMS
- ▁POSSIBLE
- ▁DIFFERENT
- ▁RETURN
- ▁LOW
- ▁HOLD
- ▁TALK
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- ▁WINDOW
- ▁RU
- ▁INTEREST
- ▁SISTER
- QUI
- ▁SAYS
- DO
- ▁BLOOD
- EM
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- ▁GREEN
- ▁HUSBAND
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- ▁LONGER
- ▁AGE
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- ▁SEEM
- ▁HAPPY
- TOR
- LAND
- ▁MET
- ▁TIMES
- NED
- ▁STAY
- ▁PLAY
- ▁COMMON
- ▁LINE
- ▁BOOK
- HA
- ▁SEVEN
- ▁OBJECT
- ▁PRETTY
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- ▁WOOD
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- ▁APPEARED
- ▁SWEET
- ▁FALL
- ▁ART
- ▁SIGN
- GER
- ▁SH
- ▁TREE
- ▁GARDEN
- ▁REMAIN
- ▁GA
- ▁OPENED
- ▁CHANCE
- NT
- ▁BRIGHT
- HO
- ▁K
- ▁STREET
- OUR
- ▁TROUBLE
- ▁PAIN
- ▁CONTINUED
- ▁SCHOOL
- ▁CARRIED
- ▁SAYING
- ▁CHANGE
- ▁FOLLOW
- ▁GOLD
- ▁BEAR
- ▁ILL
- ▁FEELING
- ▁CERTAINLY
- ▁BLUE
- RESS
- ▁WILD
- ▁SW
- ▁ACCOUNT
- ▁OUGHT
- UD
- ▁BREATH
- ▁WANTED
- NCE
- PED
- OS
- ▁HEAVEN
- ▁PURPOSE
- ▁CHARACTER
- ▁EL
- ▁PE
- ▁RI
- ▁DRESS
- ▁RICH
- ▁ENGLISH
- ▁SHIP
- ▁TOWARD
- ▁VIEW
- ▁JOY
- ▁HAR
- ▁FORCE
- ▁NEITHER
- ▁UNCLE
- ▁PRINCESS
- ▁PLAN
- ▁CH
- ▁MOR
- ▁CHIEF
- ▁LIVED
- ▁HAT
- ▁VISIT
- ▁NE
- ▁WALL
- ▁MINE
- ▁PLEASURE
- ▁SMILE
- ▁FRONT
- ▁DEAL
- ▁FURTHER
- ▁PI
- ▁TRIED
- ▁T
- ▁NONE
- ▁ENTERED
- ▁QUEEN
- ▁PAY
- ▁EXCEPT
- ▁FORWARD
- GO
- ▁EIGHT
- ▁ADDED
- ▁PUBLIC
- ▁EIGHTEEN
- ▁STAR
- DEN
- ▁HAPPENED
- VA
- ▁LED
- DER
- ▁WALKED
- ▁ALTHOUGH
- ▁LATER
- ▁WALK
- ▁SPIRIT
- ▁MEET
- LIN
- WAY
- ▁BIT
- ▁MOUTH
- ▁WAIT
- ▁HOURS
- AK
- ▁LIVING
- ▁YOURSELF
- ▁FAST
- ▁HALL
- ▁BEYOND
- ▁SECRET
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- ▁FLEW
- ▁CHARLES
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- OGRAPH
- ▁SUMMON
- ▁FLOOD
- ▁JULIA
- ▁WAL
- ▁SLIGHTLY
- ▁LODGE
- ▁CONFUSION
- ▁UNEXPECTED
- ▁ADDITION
- ▁CONCEIVE
- ▁JESUS
- ▁PRIZE
- ▁WIRE
- ▁RUDE
- ▁KE
- ▁FATAL
- ▁CARELESS
- ▁PARLIAMENT
- ▁PROFOUND
- ▁CATHERINE
- ▁ALOUD
- ▁RELIEVE
- ▁PUSH
- ABILITY
- ▁ACCOMPANIED
- ▁SOVEREIGN
- ▁SINGULAR
- ▁COMPOSED
- ▁ECHO
- ▁SHAKING
- ▁ASSISTANCE
- ▁TEACHER
- ▁HORRIBLE
- ▁STRICT
- ▁VERSE
- ATORY
- ▁PUNISHMENT
- ▁GOWN
- ▁KO
- ▁MISTAKEN
- ▁BUSH
- ▁GESTURE
- ▁SWEPT
- ▁STEEL
- ▁TY
- ▁AFFECTED
- ▁DIRECTED
- ▁HOL
- ▁ABSURD
- ▁SURROUNDED
- ▁SUGAR
- ▁SCRAP
- ▁IMMEDIATE
- ▁SADDLE
- ▁ARISE
- ▁SIGHED
- ▁VARI
- ▁EXCHANGE
- ▁IMPATIENT
- ▁RECOVERED
- ▁EMBRACE
- ▁DISEASE
- ▁PROFIT
- ▁RIDING
- ▁GOVERN
- ▁SNAP
- ▁STRETCH
- ▁CONVINCED
- ▁LEANING
- ▁DOMESTIC
- ▁COMPLEX
- ▁MANIFEST
- ▁INDULGE
- ▁GENIUS
- ▁TORN
- ▁AGENT
- ▁VEIL
- ▁DESCRIPTION
- ▁INCLINED
- ▁DECEIVE
- ▁REIGN
- BURY
- ▁DARLING
- ▁TAN
- ▁ENORMOUS
- ▁RESTRAIN
- ▁DUTIES
- CAST
- ▁EXCEPTION
- ▁RAGGED
- ▁ENABLE
- ▁INTIMATE
- ▁COUNTESS
- ▁TRIBE
- HU
- ▁OIL
- TTERED
- ▁HANDKERCHIEF
- ▁MIDNIGHT
- ▁PROBLEM
- ▁TRAMP
- ▁CRUSH
- ▁DISCUSS
- ▁UNRE
- ▁BOND
- ▁TROT
- ▁WHIRL
- ▁LOCKED
- HAR
- KO
- ▁HORIZON
- ▁OFFICIAL
- ▁SCHEME
- ▁DROWN
- ▁PIERRE
- ▁OBJECTION
- ▁CONNECTED
- ▁PERMITTED
- ▁ASSURE
- ▁RAM
- ▁COCK
- ▁UTMOST
- ▁DEVOTED
- ▁RELI
- ▁SUFFICIENTLY
- ▁INTELLECTUAL
- ▁CARPET
- ▁AFTERWARD
- ▁REALITY
- ▁NEGRO
- ▁RETAIN
- ▁ASCEND
- ▁CEASE
- ▁MARVEL
- ▁KATE
- MOST
- ▁JAR
- ▁IGNORANT
- ▁COAL
- ▁BREAKING
- ▁PATCH
- ▁ASTONISHMENT
- ▁COFFEE
- ▁CITIES
- ▁ORIGIN
- ▁EXECUT
- ▁FINAL
- ▁INHABITANTS
- ACIOUS
- ▁STABLE
- ▁GENEROUS
- ▁DESCRIBE
- ▁PARTIES
- ▁PLUNGE
- ▁ANNOUNCED
- ▁ERE
- ▁MERIT
- ▁SUGGESTION
- ▁DISAPPOINT
- ▁TRUNK
- ▁STAMP
- ▁DOUBTLESS
- ▁JOB
- ▁DIVIDED
- ▁ACQUAINTED
- ▁ABSOLUTE
- ▁MONO
- ▁CHIN
- ▁FEARFUL
- ▁PRIVILEGE
- ▁CRAFT
- ▁STEEP
- ▁MODEST
- CHI
- ▁HUNTER
- ▁FORBID
- ▁APPOINTED
- ▁ENDEAVOUR
- ▁SWEEP
- ▁BEHELD
- ▁FOG
- ▁ABSORB
- ▁CONSTRUCT
- ▁EXPEDITION
- ▁EMPIRE
- ▁ERECT
- ▁OFFEND
- ▁INTEND
- ▁DESTROYED
- ▁PERMIT
- ▁CONCLUDED
- ▁CONTRACT
- ▁THIRST
- ▁WAGON
- ▁GLOOM
- ▁VOTE
- ▁ATMOSPHERE
- ▁RESERVE
- ▁NONSENSE
- ▁PREVAIL
- ▁QUALITY
- ▁CLASP
- ▁KATY
- ZI
- ▁POLE
- ▁ETERNAL
- ▁NEGLECT
- ▁MUTTERED
- ▁CREEP
- ▁SQUIRE
- ▁ELECTRIC
- ▁HAY
- ▁EXPENSE
- ▁SCORN
- ▁RETIRED
- ▁GER
- ▁STOUT
- ▁MURMUR
- ▁SHARPLY
- ▁DISTRICT
- ▁LEAF
- ▁FAILURE
- ▁NUMEROUS
- ▁INFANT
- ▁MUN
- ▁TRAVELLER
- ▁REALIZED
- ▁HUNGER
- ▁JUNE
- ▁RECOMMEND
- ZZLE
- ▁JEAN
- ▁RICHARD
- WORK
- ▁PREACH
- ▁PALM
- LOCK
- AVI
- ▁ANYWHERE
- ▁DISPOSITION
- ▁MIRROR
- ▁VENTURE
- ▁TAP
- ▁POUND
- ▁INVITED
- ▁CIGAR
- UX
- ▁PROTECTION
- ▁MONTE
- ▁BENEFIT
- ▁THOMAS
- ▁CLERK
- ▁REPROACH
- ▁SEAL
- ▁BENCH
- ▁UNIFORM
- ▁GENERATION
- ▁EXTENDED
- ▁WARNING
- ▁DIFFICULTIES
- ▁GROAN
- ▁MAYBE
- ▁CHOP
- ▁WESTERN
- ▁IDLE
- ▁AFFECT
- ▁COMB
- ▁SCORE
- ▁EVA
- ▁ASTONISHED
- ▁LIEUTENANT
- ▁LEISURE
- ▁VIOLENCE
- ▁FIRMLY
- ▁MONSTER
- ▁EARN
- ▁PROPERLY
- ▁POR
- ▁BATTER
- ▁TWIST
- ▁ROBBER
- ▁PIRATE
- ▁LEANED
- WICK
- ▁ORNAMENT
- ▁CAPTURE
- ▁ANDREW
- ▁BUSHES
- ▁REPUBLIC
- ▁ANNOY
- ▁CONFIDENT
- ▁CURL
- ▁LEAN
- ▁COUNTER
- ▁NORTHERN
- ▁PEARL
- ▁DATE
- ▁NEAREST
- ▁FRANCIS
- ▁WANDERING
- ▁FREQUENT
- ▁ROB
- ▁STARTLED
- ▁OCCUR
- ▁BLOOM
- ▁INSPECT
- ▁NERVE
- ▁INDUCE
- ▁STATEMENT
- ▁FLATTER
- PATH
- ▁AMBITION
- ▁SLOPE
- ▁MADAM
- ▁MONK
- ▁RENT
- ▁CONFIRM
- ▁INVESTIGAT
- ▁RABBIT
- ▁PLEAD
- ▁REGIMENT
- ▁SUBMIT
- ▁SPELL
- ▁FURIOUS
- ▁MALE
- ▁RAIL
- ▁RALPH
- ▁SCATTERED
- ▁COMPELLED
- ▁THREAD
- ▁CHILL
- ▁DENY
- ▁MANKIND
- ▁CATTLE
- ▁EXECUTION
- ▁TIDE
- ▁REBEL
- ▁SUPREME
- ▁VALUABLE
- ▁LIKEWISE
- ▁CONVEY
- ▁GLOOMY
- ▁BRIG
- ▁ACTUAL
- ▁COIN
- ▁TAX
- ▁NEAT
- ▁PROVINCE
- ▁GRATEFUL
- ▁SPIRITUAL
- ▁DIANA
- ▁VANISHED
- ▁HAUNT
- ▁DRAGON
- ▁CRAWL
- ▁CHINA
- ▁GRATITUDE
- ▁FINISH
- ▁FRIGHT
- ▁EMBARRASS
- ▁THIRTEEN
- ▁RUTH
- ▁FIR
- ▁SLIGHTEST
- ▁DEVELOPMENT
- ▁INTENT
- ▁INTERVIEW
- ▁SPECTACLE
- ▁BROOK
- ▁MONT
- ▁WEAKNESS
- ▁EXERT
- ▁AUDIENCE
- ▁CONSEQUENTLY
- ▁ABROAD
- ▁ASPECT
- ▁RELEASE
- ISON
- ▁INSULT
- ▁PAINTED
- ▁SOOTH
- ▁DISAPPOINTMENT
- ▁ESTEEM
- ▁INVITATION
- ▁PUBLISH
- ▁PIANO
- ▁IRISH
- ▁DESK
- ▁BEATEN
- ▁FIFTH
- ▁IMPULSE
- ▁PSYCH
- ▁SWEAR
- ▁PURPLE
- ▁EATEN
- ▁COMMITTED
- ▁COUNTRIES
- ▁PERCEIVE
- ▁CELEBRAT
- ▁GRANDMOTHER
- ▁SHUDDER
- ▁SUNSHINE
- ▁SPANISH
- ▁HITHERTO
- ▁MARILLA
- ▁SNAKE
- ▁INTERFERE
- ▁MISSION
- ▁WALTER
- ▁MOCK
- ▁BAKE
- ▁MARBLE
- ▁DRIVING
- ▁FURNITURE
- ▁STEADY
- ▁CIRCUMSTANCE
- ▁INTERPRET
- ▁ENCHANT
- ▁ERROR
- ▁CONVICTION
- ▁CHASE
- ▁AMID
- ▁MELT
- ▁HELPLESS
- ▁MEDICINE
- ▁QUALITIES
- ▁ITALIAN
- ▁HASTENED
- ▁OCCASIONALLY
- ▁PURSUED
- FOLD
- ▁HESITATED
- ▁INDEPENDENT
- ▁OLIVER
- ▁EXAMINED
- ▁REPENT
- ▁PHYSICIAN
- ▁CURSE
- ▁BELOVED
- ▁FLORENCE
- ▁ATTACHED
- ▁HONEY
- ▁CRIES
- ▁MOUSE
- ▁POEM
- ▁FULFIL
- ▁DESTRUCTION
- ▁MESSENGER
- ▁TRISTRAM
- ▁EXCESS
- ▁FANCIED
- ▁ROBE
- ▁QUANTITY
- ▁THORNTON
- ▁CREATED
- ▁CONTINUALLY
- ▁LIGHTNING
- ▁VIRGINIA
- ▁BORNE
- ▁GOAT
- ▁DISPOSED
- ▁RIFLE
- ▁MILD
- ▁BACKWARD
- ▁KICK
- ▁QUO
- ▁PERIL
- ▁TOTAL
- ▁GLORIOUS
- ▁MULTITUDE
- ▁LEATHER
- ▁ABSENT
- ▁TORTURE
- ▁DEMON
- ▁DEBT
- ▁ACCORD
- ▁CATHOLIC
- ▁PILL
- RUN
- ▁LIBRARY
- ▁PURSUIT
- ▁SHIRT
- ▁COLLAR
- ▁DEAREST
- ▁BEACH
- ▁BRANCH
- ▁STEADILY
- ▁DISGUST
- ▁SILLY
- ▁ARRIVE
- ▁TIE
- ▁DRANK
- ▁COMMUNICAT
- ▁LEVI
- ▁RESIGN
- ▁RACHEL
- ▁WASHINGTON
- ▁DECLARE
- ▁LACE
- ▁MEANTIME
- ▁QUIVER
- ▁ENGAGEMENT
- ▁DISCUSSION
- ▁VENTURED
- ▁SURROUNDING
- ▁NAIL
- ▁SWELL
- ▁JOKE
- ▁LINCOLN
- ▁STUDENT
- ▁GLITTER
- ▁CHRIS
- ▁RUSSIAN
- ▁READILY
- ▁DISGRACE
- ▁POVERTY
- ▁CHEESE
- ▁HEAVILY
- ▁COMMANDER
- ▁SCALE
- ▁STAFF
- ▁ENTREAT
- ▁FAREWELL
- IBILITY
- ▁PEEP
- ▁MULE
- ▁TIL
- ▁SOMEONE
- ▁DISAPPEAR
- ▁DECISION
- ▁PISTOL
- ▁ASSUMED
- ▁SPUR
- ANCY
- ▁EXTEND
- ▁DEFINITE
- ▁ENTHUSIASM
- ▁UNDERTAKE
- ▁PRONOUNCE
- ▁COMMITTEE
- ▁SIMON
- ▁APPLIED
- ▁FENCE
- ▁RELATED
- ▁VICE
- ▁RATTL
- ▁UNPLEASANT
- ▁PROBABLE
- ▁FROWN
- ▁PROCURE
- ▁CREP
- ▁CLOAK
- ▁HUMANITY
- ▁FAMILIES
- ▁DWARF
- ▁PHILOSOPHER
- ▁OVERCOME
- ▁DEFEAT
- ▁FASTENED
- ▁TOMB
- ▁CLASSES
- ▁GRACIOUS
- ▁REMOTE
- ▁CELL
- ▁POOL
- ▁SHRIEK
- ▁RESCUE
- ▁CHOSE
- ▁CUTTING
- ▁COWARD
- ▁CHUCK
- ▁DIRTY
- ▁BORDER
- ▁MONKEY
- ▁HOOK
- ▁JEST
- ▁EMILY
- ▁WEIGH
- ▁ASSOCIATE
- ▁GLIMPSE
- ▁STUCK
- ▁BOLT
- ▁PONY
- ▁MURDERER
- ▁ATTRIBUT
- ▁INSTITUTION
- ▁CUNNING
- ▁COMPLIMENT
- ▁DISTINGUISH
- ▁APPETITE
- ▁REPUTATION
- ▁FEEBLE
- ▁SERIES
- ▁GRACEFUL
- ▁KIN
- ▁BREEZE
- ▁PLATFORM
- ▁PHRASE
- ▁CLAY
- ▁OPPOSITION
- ▁BOAST
- ▁LANE
- ▁GROWTH
- ▁DISTINCTION
- ▁INCLINATION
- ▁BEHAVE
- ▁SUSAN
- ▁DISLIKE
- ▁NICHOLAS
- ▁SATISFY
- ▁ELBOW
- ▁GAZING
- ▁DRAMA
- ▁CONSUM
- MONT
- ▁OATH
- ▁CHANNEL
- ▁CHARACTERISTIC
- ▁SPEAR
- ▁SLAIN
- ▁SAUCE
- ▁FROG
- ▁CONCEPTION
- ▁TIMID
- ▁ZEAL
- ▁APPARENT
- ▁VARIETY
- ▁CENTER
- ▁COLUMN
- ▁REVENGE
- ▁RIVAL
- ▁PASSIONATE
- ▁SELFISH
- ▁NORMAN
- ▁REPAIR
- ▁THRILL
- ▁TREATMENT
- ▁EXTRA
- ▁DUSK
- ▁ROSA
- ▁INDIFFERENT
- ▁THITHER
- ▁GALLANT
- ▁PEPPER
- ▁MARTIN
- ▁VINE
- ▁THORN
- ▁SCARCE
- ▁RESPOND
- ▁SHIELD
- ▁MINGLED
- ▁APPOINT
- ▁HARSH
- ▁BRICK
- ▁HUMOR
- ▁MISCHIEF
- ▁TREMENDOUS
- ▁CAUTIOUS
- ▁FUNCTION
- ▁SMART
- SHIRE
- ▁SULTAN
- ▁DISMISS
- ▁FLUTTER
- ▁THREATENED
- ▁CHEAP
- ▁FLOCK
- ▁ENDEAVOR
- ▁WHISK
- ▁ITALY
- ▁WAIST
- ▁SMOKING
- ▁MONARCH
- ▁ACCUSE
- ▁AFRICA
- ▁HERBERT
- ▁BELT
- ▁REFRESH
- ▁REJOICE
- ▁PILLOW
- ▁EXPECTATION
- ▁POETRY
- ▁HOPELESS
- ▁BERNARD
- ▁PHILOSOPHY
- ▁WHISTLE
- ▁PERISH
- ▁IMPROVE
- ▁FOUNTAIN
- ▁IGNORANCE
- ▁PERPLEX
- ▁LEAGUE
- ▁DESPISE
- ▁REFERENCE
- ▁GROVE
- ▁SWAY
- ▁DUCK
- ▁PURSE
- ▁PARTNER
- ▁PROPHET
- ▁SHIVER
- ▁NEIGHBOURHOOD
- ▁REPRESENTATIVE
- SAIL
- ▁ANGLE
- ▁ACQUIRED
- ▁CHIMNEY
- ▁DOCTRINE
- ▁MAXIM
- ▁MAJORITY
- ▁AUTUMN
- ▁CONFUSED
- ▁CRISTO
- ▁ACHIEVE
- ▁DISGUISE
- ▁REDUCED
- ▁EARLIER
- ▁THEATRE
- ▁DECIDE
- OLOGICAL
- ▁INVOLVE
- ▁OCCUPATION
- ▁VIGOROUS
- ▁CONTINENT
- ▁DECLINE
- ▁COMMUNITY
- ▁MOTIONLESS
- ▁COMMUNICATION
- SKY
- ▁HATRED
- ▁BOWL
- ▁APPROVE
- ▁CEREMONY
- ▁CRIMINAL
- ▁SCIENTIFIC
- ▁VIVID
- ▁DUCHESS
- ▁SHIFT
- ▁AVAIL
- ▁DAMP
- ▁COMMENT
- ▁JOHNSON
- ▁SLENDER
- ▁CONTRAST
- ▁AMUSEMENT
- ▁PLOT
- ▁LYN
- ▁ASSOCIATION
- ▁UNCERTAIN
- ▁SNATCH
- ▁PRESSURE
- ▁APPLY
- ▁PLANET
- ▁NOTWITHSTANDING
- ▁SWUNG
- ▁STIRRED
- ▁ATTENDANT
- ▁WORRY
- ▁ALBERT
- ▁NAKED
- ▁ENJOYMENT
- ▁TALENT
- ▁REFORM
- ▁MARIAN
- ▁DELIBERATE
- ▁INTELLIGENT
- ▁SENSITIVE
- ▁YONDER
- ▁PUPIL
- ▁FRIGHTFUL
- ▁WIP
- ▁STANDARD
- ▁DECLAR
- ▁CARRIE
- ▁DEPOSIT
- ▁MAGISTRATE
- ▁SHEPHERD
- ▁STOMACH
- ▁RENEW
- ▁HEDGE
- ▁FATIGUE
- ▁POSSIBILITY
- ▁RESEMBLE
- ▁FRANCS
- ▁PORTRAIT
- ▁FAVORITE
- ▁URGED
- ▁CREAM
- ▁POPE
- ▁SECRETARY
- ▁ACTIVITY
- ▁HUMOUR
- ▁BURG
- ▁FITTED
- ▁EXTERNAL
- ▁CETERA
- ▁WRAPPED
- ▁CROW
- ▁FRED
- ▁EXAMINATION
- ▁LODGING
- ▁OWING
- ▁BALANCE
- ▁WHIT
- ▁PUFF
- ▁TENDERNESS
- ▁PORTHOS
- ▁ANCHOR
- ▁INTERRUPT
- ▁NECESSARILY
- ▁PERPETUAL
- ▁AGONY
- ▁SCHOLAR
- ▁SCOTLAND
- ▁SUPPRESS
- ▁WRATH
- ▁WRECK
- ▁EXCEED
- ▁REVOLV
- ▁INDIA
- BORN
- ▁DOORWAY
- ▁CLERGY
- ▁TRADITION
- ▁SECTION
- ▁EASTERN
- ▁WIVES
- ▁CONVENTION
- ▁ANNOUNC
- ▁CONTRADICT
- ▁SCRATCH
- ▁CENTRAL
- ▁GLOVE
- ▁WAX
- ▁PREPARE
- IFYING
- ▁ACCOMPANY
- ▁INCREASING
- ▁LIBERAL
- ▁RAISING
- ▁ORANGE
- ▁LITERATURE
- ▁PUZZLED
- ▁WITHDRAW
- ▁WHITHER
- ▁MOONLIGHT
- ▁HAWK
- ▁EXAMINE
- ▁HAPPILY
- ▁PRECEDE
- ▁DETECTIVE
- ▁SOLITARY
- ▁DUTCH
- ▁NAPOLEON
- ▁UNEASY
- ▁CARDINAL
- ▁BLEW
- ▁FOWL
- ▁DECORAT
- ▁CHILDHOOD
- ▁TORMENT
- ▁LOSING
- ▁PERMISSION
- ▁BLANK
- ▁UPSTAIRS
- ▁CAPACITY
- ▁TRIFLE
- ▁FOLLY
- ▁REMOVE
- ▁ENTERPRISE
- ▁VENGEANCE
- ▁ANYHOW
- ▁INQUIRY
- ▁BEDROOM
- ▁HUSH
- ▁ASHES
- ▁AWKWARD
- ▁SATURDAY
- ▁GENUINE
- ▁SKIRT
- ▁SURVIV
- ▁AFFECTIONATE
- ▁EAGLE
- ▁DISPUTE
- ▁MUTUAL
- ▁INCOME
- ▁DRAG
- ▁WILT
- ▁BIND
- ▁FAME
- ▁IMPROVEMENT
- ▁DIFFER
- ▁AWOKE
- ▁SLEEVE
- ▁SOLITUDE
- ▁FAVOURITE
- ▁DETECT
- ▁COMPREHEND
- ▁PREPARING
- ▁SERPENT
- ▁SUMMIT
- ▁KNOT
- ▁KNIT
- ▁COPY
- ▁WOE
- ▁STOPPING
- ▁FADED
- ▁HIDEOUS
- ▁SHINE
- ▁CONFLICT
- ▁PROPOSITION
- ▁REFUGE
- ▁GALLERY
- ▁BUNDLE
- ▁SLAVERY
- JI
- ▁MASK
- ▁AXE
- ▁ALYOSHA
- ▁JULIE
- ▁LADDER
- ▁DEPARTMENT
- ▁DISCHARGE
- ▁GALLOP
- ▁SCARLET
- ▁KITTY
- ▁RECEIVING
- ▁SURRENDER
- ▁SUSTAIN
- ▁TWILIGHT
- ▁CONGRESS
- ▁IRELAND
- ▁FUNNY
- ▁LEND
- ▁CONSTITUTE
- ▁LOFTY
- ▁FUNERAL
- ▁CRYSTAL
- ▁SPAIN
- ▁EXCEEDINGLY
- ▁DAMN
- ▁COMMUN
- ▁CIVILIZATION
- ▁PREJUDICE
- ▁ASSISTANT
- ▁TODAY
- ▁INDUSTRY
- ▁TUMBLE
- ▁DEFENCE
- ▁HITHER
- ▁SMOT
- ▁PORCH
- ▁COLONI
- ▁AMAZEMENT
- ▁MARGUERITE
- ▁MIRACLE
- ▁INHERIT
- ▁BEGGAR
- ▁ENVELOPE
- ▁INDIGNATION
- ▁NATASHA
- ▁PROPOSAL
- ▁FRAGMENT
- ▁ROUSED
- ▁ROAST
- ▁COMMENCED
- ▁POPULATION
- ▁RESOURCE
- ▁QUOTH
- ▁EDUCAT
- ▁PURSUE
- ▁CONTACT
- ▁CRIMSON
- ▁DIVISION
- ▁DISORDER
- ▁COPPER
- ▁SOLICIT
- ▁MODERATE
- ▁DRUM
- ▁SALUTE
- ▁SWIM
- ▁ASSUME
- ▁OVERWHELM
- ▁SHAKESPEARE
- ▁STRUGGLING
- ▁TRANQUIL
- ▁CHICKEN
- ▁TREAD
- ▁CLAW
- ▁RIDGE
- ▁THREAT
- ▁VELVET
- ▁IDIOT
- ▁BARREL
- ▁RIPE
- ▁PENNY
- ▁DANGLARS
- ▁CENTURIES
- ▁DISTRIBUT
- ▁REJECT
- ▁RETORTED
- ▁CORDIAL
- ▁CANNON
- KEEP
- ▁WRETCH
- ▁ASSURANCE
- ▁THIEF
- ▁SURVEY
- ▁VITAL
- ▁RAILWAY
- ▁GROWL
- ▁JACKSON
- ▁CRASH
- ▁COMBAT
- ▁SECURITY
- ▁JACOB
- ▁CLUTCH
- ▁BLANKET
- ▁NANCY
- ▁CELLAR
- ▁CONVENIENT
- ▁INDIGNANT
- ▁WORM
- ▁COARSE
- ▁SCREEN
- ▁TRANSPORT
- ▁BULLET
- ▁APPRECIATE
- ▁MIXTURE
- ▁DEVOTION
- ▁INVISIBLE
- ▁DRIED
- ▁PERFORMANCE
- STEAD
- ▁EXQUISITE
- ▁BARGAIN
- ▁TOBACCO
- ▁LOYAL
- ▁MOULD
- ▁DOROTHY
- ▁ATTENTIVE
- ▁OPPOSED
- ▁BRUTE
- ▁GOOSE
- ▁ABILITY
- ▁ESTABLISHMENT
- ▁INHABIT
- ▁OBSCURE
- ▁BORROW
- ▁ESSENCE
- ▁DISMAY
- ▁GLEN
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- 嗇唥佩乸
- 俽亀占僭
- 划偆倗
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- 乡剺
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- 値
- 个侊个
- 哧亩叔倨
- 剴剓侻凟兮
- 乄卸仠亁
- 刍凃仕侂乞
- 仚儥呆剴剓佰凟乥咥
- 僎
- 兼侂儔
- 僽喳
- 啪叜
- 勑
- 厔仑典
- 呼
- 佭厗
- 傐僘
- 付兢侥
- 僇嗀
- 住吙仕儔
- 唢
- 儭
- 凸傖
- 佌剤仼休
- 侽卹仵僽乷吃
- 吗
- 否伋倁吸
- 厡
- 匛剞偸
- 内儯
- 偪亖
- 匌丩佁刡
- 伆侴叛
- 傑
- 匋
- 別偲
- 位凋
- 俲來取
- 否伋倁億
- 劷卧
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- 刁
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- 九僳
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- 即亮即亮
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- 佣勵
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- 兒
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- 勲僘嗂
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- 劋乘厧勺
- 剀剤休
- 信伦乍卓
- 偾举
- 伻唺
- 卮众人
- 冹
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- 一伈
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- 吨号
- 哬
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- 伟喱伟喱
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- 以儵哚
- 卽亪亱
- 咟剆侖
- 傆唞
- 勂剫咣
- 伙
- 亏
- 侗
- 你儌
- 卸
- 乏亲
- 剹
- 兄件僧倐乴
- 唟僺
- 僵俌乓
- 佻匣兗凤億
- 刉倓乪
- 僕各
- 劍
- 唔侒咜亝
- 刳侮伒俯
- 咘咈
- 偽净叮
- 乼伌
- 冝吚侻剳
- 伔
- 久剜仓
- 俖佈
- 呭剈両
- 咔僕
- 勲
- 呶
- 吁仒厓
- 俥
- 佱叅刃喎
- 劤
- 剘俳亻俳
- 伖僊劍乕呤偤
- 丱刾乬侨侶
- 喊价
- 僇嗀侬
- 伌佼傳
- 匣兗
- 厜
- 兜俲井
- 勨
- 亥丫佼
- 俎
- 兠厪削
- 傆
- 俙
- 厶
- 凍亐
- 厰咭
- 兛件
- 劘
- 倖哼
- 中唣勆唙亩
- 剴剓佰凟乥咥
- 伤傉互俔儙
- 厎乜
- 吿
- 亥哵丫倎
- 剮允
- 个勸个
- 乜允修
- 亥俉凄
- 产丽产丽
- 佉刉佩乪
- 久仓侀剫侀
- 乂啖乂啖乂啖乂
- 儥
- 俫唍今
- 倊勯
- 凓啃
- 哲产丽产
- 侀剫仇剫仇
- 儑哶
- 卛劼
- 付亴傅劐
- 儫丹偆倗
- 剡亁
- 倎仔
- 劉丰劉丰
- 刍吙仕侂
- 偩冀儳乴
- 喒凤丐吸
- 優俫唍
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- 匩听匂
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- 勜哠倲
- 他厠丏
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- 僊劍呤
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- 亥丫啺佼
- 南俪丳
- 丏兵剅
- 凩参
- 刌
- 匓乽亗
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- 侵偡及
- 侕两
- 剴剓冁
- 儣乑咉
- 凍卤劑仔发
- 乇伳劲
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- 値咀却
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- 咳佗呱各
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- 刄南俪傞
- 君吻
- 专乯
- 侊凢兂
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- 卺兖
- 匤匥傻
- 匼即匼即匼
- 喆
- 丒傘劰件
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- 侣叼乶兢
- 咲剙俺
- 剷允
- 側
- 啾
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- 劍乕
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- 伖另
- 勊
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- 井俲亟乽
- 动
- 僽僾
- 偑協呟僡
- 伹丈呖
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- 儣伝乑
- 剼儫丹偆
- 哵倎仔发
- 卽
- 仳勥函兼
- 匏允
- 会匍
- 侼倄
- 劉伟侫
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- 侮劇
- 厀兔伌
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- 佟勝
- 台
- 偋倶互俔儙
- 佉丅乸
- 唚吒
- 呜咐
- 佉刉冮
- 儲
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- 刲倩
- 俣否伾助呱
- 仇剁偂
- 啍
- 僛
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- 两倾傡
- 事咐事
- 伂
- 冊
- 咷
- 仛勳
- 唧
- 僼
- 冨啝佃
- 凜伈侐厢
- 儷
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- 倣啥付
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- 叭
- 卽亪劳亱
- 俒
- 习佶厦仪
- 偃侒咜亝
- 会兜井
- 儯厥喻傲为
- 伆伾助
- 厚丽厚即
- 啖匼啖
- 儺亶
- 偰为厗
- 呫
- 估
- 収乭倛人
- 么丿倂代
- 劽匁儸
- 啱刘
- 亹吸
- 丯仜刟假
- 乒励侐
- 啁唞
- 偞令啼
- 募
- 傃呀
- 咲伃儵偏冗佧
- 咃亶
- 利亢佚剜
- 凱佚剜亦丵啲
- 倭丽倭
- 伆厖呱
- 匲
- 凩倸叱
- 咧
- 劼咀
- 令偙
- 兮咥
- 卂
- 叨
- 咗偦
- 侲叚佯
- 住吙侂
- 唈
- 厚即侼即侼
- 佞仕侂乞
- 乘厧
- 叽侒俫偮
- 偄冱
- 侀伟侀
- 仇乽剁
- 偵
- 卌久亦仺
- 偞净啼
- 剴剓侻凟乥
- 俽亀占冽
- 佚万
- 内厥喻
- 乡但員乁
- 傯丛倹
- 兺
- 兀几冃
- 唌丘伒俯乺
- 侜倚乩伹
- 唘勽
- 凱剜仓
- 啉
- 喋
- 兎喻呎
- 傾
- 习交仭
- 们佢们
- 伄啱俤僡
- 倧
- 匢仆咑
- 侚倾咪傡啺
- 分
- 乡匱侁刿乁
- 偯吽传呭剈両
- 呏
- 亄伱
- 倾喭佔
- 冝吚世剳
- 亷匣兗凤丐
- 仄仑典
- 吀
- 劕
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- 吉
- 偑呟僡
- 俽啊冽僭
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- 亵何伊匭俒
- 含
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- 叕
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- 倡啝佬
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- 双
- 介亖
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- 勜丧侦
- 办
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- 厅
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- 啿
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- 僥傹优勆哧亩
- 劼唢余二则
- 吢
- 偮僚临
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- 咼
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- 叺以又
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- 呺吏呺吏
- 佹
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- 匮
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- 啱仍
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- 喪叡俕
- 伆助
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- 兓
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- 午
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- 呒
- 去
- 原
- 啠
- 傍
- 唵
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- 劑
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- 伡
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- 凘
- 僿
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- 乍
- 呅
- 偍
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- ▁
- 前
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- 你
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- 儴
- 劧
- 叀
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- 加
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- 和
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- 呯
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- 呡
- 咦
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- 匔
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- 唒
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- 伾
- 唕
- 到
- 哑
- 劵
- 唛
- 唤
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- 咠
- 十
- 命
- 凁
- 吕
- 吆
- 叿
- 匷
- 剂
- 內
- 医
- 侧
- 咴
- 僮
- 喞
- 先
- 凯
- 吳
- 俗
- 傉
- 伍
- 哱
- 哎
- 哻
- 喽
- 咡
- 嗈
- 俆
- 啩
- 佪
- 匚
- 冗
- 仚
- 亣
- 刜
- 卋
- 剽
- 咙
- 剪
- 哇
- 吘
- 呄
- 侅
- 啐
- 俘
- 厃
- 刖
- 刐
- 作
- 书
- 债
- 变
- <sos/eos>
init: null
input_size: null
ctc_conf:
    dropout_rate: 0.0
    ctc_type: builtin
    reduce: true
    ignore_nan_grad: null
    zero_infinity: true
use_preprocessor: true
token_type: bpe
src_token_type: bpe
bpemodel: data/token_list/tgt_bpe_unigram5000_ts_en/bpe.model
src_bpemodel: data/token_list/src_bpe_unigram6000_rm_wavlm_large_21_km2000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
tokenizer_encode_conf: null
src_tokenizer_encode_conf:
    enable_sampling: true
    alpha: 0.4
    nbest_size: -1
frontend: embed
frontend_conf:
    embed_dim: 512
    positional_dropout_rate: 0.1
specaug: specaug
specaug_conf:
    apply_time_warp: false
    time_warp_window: 5
    time_warp_mode: bicubic
    apply_freq_mask: false
    freq_mask_width_range:
    - 0
    - 10
    num_freq_mask: 0
    apply_time_mask: true
    time_mask_width_ratio_range:
    - 0.0
    - 0.05
    num_time_mask: 10
preencoder: null
preencoder_conf: {}
encoder: e_branchformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    attention_layer_type: rel_selfattn
    pos_enc_layer_type: rel_pos
    rel_pos_type: latest
    cgmlp_linear_units: 1024
    cgmlp_conv_kernel: 31
    use_linear_after_conv: false
    gate_activation: identity
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv1d2
    layer_drop_rate: 0.0
    linear_units: 1024
    positionwise_layer_type: linear
    use_ffn: true
    macaron_ffn: true
    merge_conv_kernel: 31
postencoder: null
postencoder_conf: {}
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: 0.1
    src_attention_dropout_rate: 0.1
    layer_drop_rate: 0.0
model: discrete_asr
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
    share_decoder_input_output_embed: false
    share_encoder_decoder_input_embed: false
required:
- output_dir
- src_token_list
- token_list
version: '202304'
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}
}
```
