espnet audio automatic-speech-recognition en dataset:librispeech_100 arxiv:1804.00015 license:cc-by-4.0 region:us
---
datasets:
- librispeech_100
language: en
license: cc-by-4.0
tags:
- espnet
- audio
- automatic-speech-recognition
---

## ESPnet2 ASR model

### `espnet/akreal_ls100_asr2_e_branchformer1_1gpu_raw_wavlm_large_21_km2k_bpe_rm6k_bpe_ts5k_sp`

This model was trained by Pavel Denisov using librispeech_100 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 64a1cabc6e7fe4fd22d46b788cec29ba6a37801e
pip install -e .
cd egs2/librispeech_100/asr2
./run.sh --skip_data_prep false --skip_train true --download_model espnet/akreal_ls100_asr2_e_branchformer1_1gpu_raw_wavlm_large_21_km2k_bpe_rm6k_bpe_ts5k_sp
```

<!-- Generated by scripts/utils/show_asr_result.sh -->
# RESULTS
## Environments
- date: `Sun Jul 23 11:19:30 CEST 2023`
- python version: `3.10.8 (main, Nov 14 2022, 00:00:00) [GCC 11.3.1 20220421 (Red Hat 11.3.1-3)]`
- espnet version: `espnet 202304`
- pytorch version: `pytorch 1.13.1+cu117`
- Git hash: `64a1cabc6e7fe4fd22d46b788cec29ba6a37801e`
  - Commit date: `Sat Jul 22 23:17:44 2023 +0200`

## exp/asr_train_discrete_asr_e_branchformer1_1gpu_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|96.5|3.3|0.2|0.4|3.8|42.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|50948|93.9|5.7|0.4|0.5|6.7|54.4|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|52576|96.5|3.3|0.2|0.4|3.9|43.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|52343|93.6|5.9|0.5|0.6|7.0|56.2|

### CER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_clean|2703|288456|99.0|0.6|0.4|0.4|1.4|42.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|265951|97.8|1.3|0.9|0.7|2.9|54.4|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|281530|99.0|0.6|0.5|0.4|1.4|43.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|272758|97.9|1.2|0.9|0.8|2.8|56.2|

### TER

|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
|---|---|---|---|---|---|---|---|---|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_clean|2703|69558|94.8|3.2|2.0|0.5|5.6|42.5|
|decode_ctc0.3_asr_model_valid.acc.ave/dev_other|2864|64524|91.3|5.7|3.0|1.2|9.9|54.4|
|decode_ctc0.3_asr_model_valid.acc.ave/test_clean|2620|66983|94.8|3.2|2.0|0.5|5.7|43.2|
|decode_ctc0.3_asr_model_valid.acc.ave/test_other|2939|66650|91.4|5.7|2.9|1.2|9.7|56.2|

## ASR config

<details><summary>expand</summary>

```
config: conf/train_discrete_asr_e_branchformer1_1gpu.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_discrete_asr_e_branchformer1_1gpu_raw_wavlm_large_21_km2000_bpe_rm6000_bpe_ts5000_sp
ngpu: 1
seed: 0
num_workers: 4
num_att_plot: 1
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: 70
patience: null
val_scheduler_criterion:
- valid
- loss
early_stopping_criterion:
- valid
- loss
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 10
nbest_averaging_interval: 0
grad_clip: 5.0
grad_clip_type: 2.0
grad_noise: false
accum_grad: 2
no_forward_run: false
resume: true
train_dtype: float32
use_amp: 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: 280000000
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
shuffle_within_batch: false
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_clean_100_sp/text.ts.en
    - text
    - text
-   - dump/raw/train_clean_100_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
- ED
- ▁I
- ▁HE
- ▁WAS
- ▁THAT
- ING
- ▁IT
- ''''
- ▁HIS
- ▁HAD
- ▁WITH
- ▁YOU
- ▁FOR
- T
- ▁AS
- ▁HER
- LY
- ▁NOT
- ▁BUT
- ▁SHE
- ▁BE
- D
- E
- ▁IS
- ▁AT
- ▁ON
- ▁HIM
- ▁THEY
- ▁BY
- ▁HAVE
- Y
- ▁MY
- ▁SO
- ▁ALL
- ▁THIS
- ▁WERE
- ▁WHICH
- ▁ME
- ▁FROM
- ▁ONE
- ▁SAID
- ▁WE
- N
- ER
- ▁NO
- ▁THERE
- ▁WHEN
- ▁AN
- ▁THEIR
- ▁OR
- ▁WOULD
- ▁WHO
- ▁THEM
- R
- ▁IF
- ▁WHAT
- ▁ARE
- ▁BEEN
- ▁OUT
- ▁UP
- M
- ▁WILL
- ▁DO
- ▁MAN
- ▁COULD
- C
- ▁THEN
- ▁INTO
- ▁MORE
- ▁SOME
- ES
- P
- ▁VERY
- ▁NOW
- ▁YOUR
- ▁LITTLE
- ▁TIME
- ▁ABOUT
- ▁DID
- ▁THAN
- ▁LIKE
- ▁HAS
- L
- G
- AL
- IN
- ▁UPON
- ▁CAN
- ▁WELL
- ▁OTHER
- ▁OVER
- US
- ▁TWO
- ▁ONLY
- ▁ANY
- ▁OUR
- O
- EN
- RE
- ▁MADE
- U
- ▁AFTER
- ▁SEE
- ▁S
- ▁DOWN
- ▁BEFORE
- LL
- ST
- B
- ▁OLD
- ▁DAY
- ▁MISS
- ▁GREAT
- ▁US
- ▁KNOW
- OR
- ▁SUCH
- ▁GOOD
- ▁WAY
- A
- ▁THESE
- ▁CAME
- ▁UN
- ▁SHOULD
- ▁HOW
- ▁MISTER
- ▁GO
- ▁MUCH
- ▁WHERE
- ▁MUST
- ▁NEVER
- ▁COME
- ▁BACK
- ION
- 'ON'
- ▁LONG
- F
- ▁AGAIN
- ▁FIRST
- LE
- ▁MEN
- ▁EVEN
- NESS
- ▁MIGHT
- ▁OWN
- ▁MAY
- K
- ▁HIMSELF
- ▁SAY
- ▁JUST
- ▁THROUGH
- ▁RE
- ▁AM
- ▁ITS
- ▁WENT
- ▁THOUGHT
- ▁
- ▁DE
- ▁MAKE
- I
- ▁HAND
- ▁THINK
- ▁HOUSE
- ▁HERE
- IC
- H
- ATION
- ▁LIFE
- IT
- ▁EYES
- ▁MOST
- ▁WITHOUT
- ▁TOO
- ▁THOSE
- ABLE
- ▁EVERY
- ▁DON
- ▁MANY
- ▁AWAY
- ITY
- VE
- W
- ▁STILL
- ▁BEING
- ▁C
- ▁LAST
- ▁NIGHT
- ▁O
- ▁HEAD
- AN
- ▁FOUND
- ▁NOTHING
- ▁YOUNG
- ▁WHILE
- ▁TAKE
- ▁GET
- ▁PEOPLE
- RO
- ▁OFF
- ▁THOUGH
- EST
- ▁YET
- ▁THREE
- TH
- ▁RIGHT
- ▁UNDER
- AR
- ▁FACE
- IES
- ▁ROOM
- ▁NEW
- ▁SAW
- RA
- V
- ▁ASKED
- ▁TELL
- ERS
- ▁SAME
- MENT
- ▁HEART
- LESS
- ▁WORK
- ▁PLACE
- ▁ANOTHER
- ▁EVER
- ▁LEFT
- ▁SHALL
- ▁FATHER
- ▁PUT
- ▁ONCE
- ▁TOOK
- ▁LET
- ▁ALWAYS
- ▁SEEMED
- ▁PART
- IL
- UR
- ▁WHY
- ▁TOLD
- ▁GIVE
- ▁LOVE
- CE
- ▁MIND
- ▁LOOKED
- ▁HEARD
- ▁SOON
- ▁LOOK
- ▁MOTHER
- ▁FAR
- IVE
- ▁BECAUSE
- ▁HOME
- OUS
- ▁T
- EL
- ▁D
- ▁SOMETHING
- ▁SIDE
- ▁KING
- IS
- ATE
- ▁MOMENT
- ENT
- RY
- ▁THINGS
- ▁ST
- ▁LIGHT
- ▁FIND
- ▁GOING
- ▁THING
- ▁WORLD
- IR
- AT
- ▁WATER
- ▁END
- ▁DOOR
- ISH
- ▁KNEW
- ▁WOMAN
- ▁SIR
- ▁EACH
- RI
- ▁HAVING
- ▁AGAINST
- ▁FEW
- ▁E
- ▁BEGAN
- ▁BETTER
- ▁YES
- ▁NAME
- ▁ENOUGH
- ET
- ▁HARD
- ▁VOICE
- ▁YEARS
- ▁GOT
- ▁WHOLE
- ▁WHITE
- ▁WANT
- ▁GIRL
- ▁DONE
- ▁SEEN
- ▁HUNDRED
- ▁CALLED
- ▁BETWEEN
- ▁MORNING
- FUL
- AS
- ▁FELT
- TER
- ▁KIND
- X
- CH
- ▁HERSELF
- ANT
- ▁TOWARD
- ▁HALF
- ▁OH
- ▁AMONG
- ▁HOWEVER
- ▁TURNED
- ▁ALSO
- ▁BOTH
- ▁POOR
- ▁PERHAPS
- ▁REPLIED
- ▁COURSE
- UL
- ▁QUITE
- ▁REST
- ▁DOES
- ▁MYSELF
- NG
- LO
- ANCE
- ▁MA
- ▁SET
- ▁SMALL
- ▁B
- ▁SURE
- ▁F
- ▁GAVE
- ▁PRESENT
- ▁HIGH
- ▁ALMO
- ▁R
- CK
- ▁WHOM
- ▁NEAR
- ▁CARE
- ▁WAR
- ▁GOD
- ▁TOGETHER
- ▁SAT
- ▁SHOW
- TE
- NE
- ▁BEST
- ▁UNTIL
- ▁OPEN
- ▁W
- ▁FOUR
- ▁DEAR
- ▁HANDS
- ▁WORDS
- ▁SINCE
- ▁LAND
- ▁DIS
- MAN
- ▁ANYTHING
- ▁FEET
- ▁NEXT
- ▁GENERAL
- LING
- ▁LAY
- ▁NOR
- ▁STOOD
- ▁BLACK
- ▁POWER
- ▁BROUGHT
- Z
- IE
- ▁ROUND
- ▁BELIEVE
- ▁LARGE
- ▁ALONG
- ▁HELP
- ▁DAYS
- ▁FIVE
- ▁K
- ▁HOPE
- AM
- ▁CO
- ▁KEEP
- ▁FULL
- ▁WALK
- ▁MASTER
- ATED
- ▁NATURE
- ▁JOHN
- ▁POINT
- ▁DUR
- ▁MATTER
- ▁MONEY
- ▁CHILD
- ▁LOOKING
- ▁RATHER
- ▁AIR
- IA
- ▁P
- ▁TWENTY
- ▁FIRE
- OL
- ▁LESS
- ▁SHORT
- ▁PASSED
- ▁INDEED
- TY
- ▁CASE
- ▁WORD
- ▁WISH
- ▁COUNTRY
- LED
- ID
- ▁BOY
- ▁SOUND
- ▁FORM
- ▁CRIED
- LA
- ▁FRIEND
- TON
- ▁FACT
- ▁UNCLE
- ▁TAKEN
- ▁AL
- ▁TEN
- IAN
- ▁GONE
- ▁SEA
- ▁REASON
- TING
- ▁WHOSE
- ▁OTHERS
- AC
- ▁LI
- ▁DEATH
- ▁CERTAIN
- ▁ANSWERED
- ▁THEMSELVES
- ▁LADY
- ▁STATE
- ▁CAR
- ▁WIFE
- ▁THOUSAND
- ▁TRUE
- ▁BEHIND
- AGE
- ▁DOCTOR
- ▁FEAR
- ▁OFTEN
- OM
- ▁TILL
- ▁HA
- IOUS
- ▁AROUND
- IST
- ▁SENT
- ▁SPEAK
- ▁WOMEN
- ▁GROUND
- VER
- ENCE
- NA
- ▁TALK
- ▁CHILDREN
- TION
- CO
- MO
- ▁HEAR
- ▁ORDER
- ▁LEAVE
- ▁PRO
- ▁ALREADY
- ▁LA
- ▁FINE
- SE
- ▁BA
- PP
- ▁THUS
- AD
- ▁NEED
- ▁SIGHT
- ▁CALL
- ▁FELL
- ▁MANNER
- MP
- ▁BECAME
- UM
- ▁WATCH
- OW
- ▁FOOT
- ▁CANNOT
- ▁BODY
- ▁TOWN
- ▁LIVE
- INE
- ▁RETURNED
- ▁WONDER
- MA
- ▁G
- UT
- ▁CLOSE
- UN
- IM
- ▁ALONE
- ▁DIDN
- ▁LORD
- ▁RED
- ARY
- ▁GIVEN
- ▁SIX
- ▁EVERYTHING
- ▁DARK
- ▁DEAD
- ▁STRONG
- ▁SON
- ▁COMING
- URE
- ▁HELD
- ▁ABOVE
- ▁REALLY
- ▁BEAUTIFUL
- ▁SECOND
- ARD
- ▁EVENING
- ▁CON
- ▁HOUR
- ▁FELLOW
- ▁ROSE
- ▁PERSON
- ▁EX
- ▁CH
- ▁FORCE
- ▁MO
- ▁ARM
- ▁CAUSE
- ▁TURN
- ▁CITY
- ▁DOUBT
- ▁QUESTION
- TIC
- ▁DEEP
- ▁HAIR
- ICAL
- ▁MEAN
- ▁DI
- ▁CLEAR
- ▁SOMETIMES
- ▁STRANGE
- ▁FEEL
- ▁HO
- ▁IMP
- WARD
- AUGHT
- ▁CAPTAIN
- ▁USE
- ▁UNDERSTAND
- ▁KEPT
- ▁BR
- ▁WOOD
- ▁PRE
- ▁YEAR
- ▁TI
- ▁LEAST
- ▁BED
- ▁SA
- ▁TABLE
- ▁BECOME
- ▁FREE
- ▁FAMILY
- ME
- ▁EYE
- ▁WHETHER
- ▁MAKING
- ▁WITHIN
- ▁SORT
- ▁ANSWER
- ▁PO
- ▁SAYS
- ▁EARTH
- ▁RETURN
- ▁SUDDENLY
- ▁FRIENDS
- ▁GREEN
- ▁SUN
- ▁FAIR
- ▁TH
- ▁FALL
- ▁EITHER
- ▁BO
- ▁PRINCE
- ▁THOU
- ▁ITSELF
- ▁CHURCH
- ▁BIG
- ▁ABLE
- ▁DIFFERENT
- ▁SEVERAL
- ▁DAUGHTER
- ▁WON
- ▁WIND
- ▁BAD
- ▁LOST
- ▁READ
- ▁STORY
- ▁APPEARED
- DE
- ▁NUMBER
- ▁SP
- ▁LOW
- ▁ROAD
- ▁POSSIBLE
- ▁HUMAN
- ▁RIVER
- ▁STREET
- ▁GA
- ▁COLD
- ▁MET
- ▁ACT
- ▁BROTHER
- ▁AGE
- ▁KNOWN
- ▁CONTINUED
- ▁BRING
- ▁ILL
- ▁RUN
- ▁LAW
- ▁SUBJECT
- ▁CUT
- J
- PER
- ▁PA
- ▁TROUBLE
- ▁GLAD
- HE
- ▁SLEEP
- MEN
- ▁LATE
- ▁MEANS
- ▁ASK
- ▁REACHED
- ▁RAN
- AK
- ▁HORSE
- ▁USED
- WAY
- OP
- ▁WINDOW
- ▁SNOW
- ▁PAST
- ▁OBJECT
- ▁THEREFORE
- IONS
- ▁TREE
- ▁COMP
- ▁BLUE
- CA
- ▁VI
- ▁SIGN
- ▁EIGHTEEN
- ▁GARDEN
- ▁BUSINESS
- ▁PETER
- ▁FOLLOWED
- ▁SEEM
- ▁HOLD
- ▁HAPPY
- ▁LONGER
- ▁ACROSS
- ▁BU
- BE
- ▁ELSE
- ▁PLAY
- ▁SOUL
- ▁STAND
- ▁ARMS
- ▁SCHOOL
- ▁PRINCESS
- ▁CERTAINLY
- LT
- ▁ENGLISH
- ▁SEVEN
- ▁PER
- ▁IDEA
- ▁LE
- ▁BOOK
- ▁FEELING
- ▁HUSBAND
- ▁LINE
- PT
- THOUGH
- ▁OUGHT
- ▁RICH
- IP
- ▁VIEW
- ▁DREAM
- ▁SENSE
- ▁LO
- ▁READY
- ▁CARRIED
- ▁M
- ▁REGARD
- ▁CHANCE
- ▁WANTED
- ▁LIVED
- ▁LATER
- ▁INTEREST
- ▁EN
- ▁EFFECT
- ▁CLA
- ▁CHANGE
- ▁CA
- ▁REAL
- ▁SUPPOSE
- LES
- ▁ART
- ▁TIMES
- ▁MAR
- IF
- ▁WILD
- ▁ADDED
- ▁LETTER
- IAL
- ▁THANK
- ▁PARTY
- LAND
- ▁PAY
- ▁BREATH
- ▁TAKING
- ▁COURT
- ▁COUNT
- ILY
- ▁COMMON
- ▁PUBLIC
- ▁PURPOSE
- ▁PRETTY
- ▁TRUTH
- ▁STAY
- ▁EM
- NT
- ▁SH
- ▁REMEMBER
- ▁ENTERED
- ▁RECEIVED
- RED
- ▁SPOKE
- ▁USUAL
- ▁THY
- ▁FIGURE
- ▁LED
- ▁TREES
- ▁TRIED
- ▁FORWARD
- NED
- ▁HAT
- ▁BLOOD
- ▁BEYOND
- ▁BANK
- ▁LIVING
- ▁JOY
- ▁HOURS
- ▁ENGLAND
- ▁STONE
- VI
- GE
- ▁SWEET
- ▁POSITION
- ▁FRONT
- ▁GIRLS
- ▁VISIT
- ▁CHARACTER
- ▁SPIRIT
- ▁TA
- BO
- QUE
- QUI
- ▁OPENED
- ▁OCCASION
- ▁MEET
- ▁EIGHT
- ▁REMAIN
- ▁PASS
- TO
- ▁NORTH
- ▁SERVICE
- ▁SISTER
- ▁SE
- ▁BEAR
- ▁PLEASURE
- ▁CHIEF
- ▁FOREST
- ▁BELL
- ▁EXPERIENCE
- ▁STRUCK
- ▁CARRY
- ORY
- ▁WARM
- 'NO'
- ▁WORTH
- ▁SAYING
- ▁SILENCE
- ▁CROSS
- ▁JE
- ▁H
- ▁BEAUTY
- PH
- ▁DEAL
- KE
- ▁SECRET
- DY
- ▁MILES
- ▁LU
- ▁DOING
- ▁BOYS
- ▁CROWD
- ▁ACCOUNT
- REW
- ISM
- TI
- ▁FE
- ▁NONE
- ▁RO
- ▁NEARLY
- ▁CHA
- ▁YOUTH
- ▁CAP
- HA
- ▁BIT
- ▁LIE
- ▁ATTENTION
- ▁STANDING
- ▁STAR
- ▁RESPECT
- ▁FURTHER
- ATIONS
- ▁ROCK
- ▁BOW
- EM
- ▁EARLY
- ▁MOUTH
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- ▁MURMUR
- ▁SWIFT
- ▁ARTHUR
- ▁JEFF
- ▁KINGDOM
- ▁MESSAGE
- ▁PROTEST
- ▁ORGAN
- ▁RISK
- ▁FORGIVE
- ▁OCCURRED
- ▁PEARL
- ▁ODD
- ▁INFORMATION
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- ▁FLEET
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- ▁INFORMED
- ▁WISHES
- ▁DIRECTLY
- ▁CABIN
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- ▁COUNTENANCE
- ▁HORROR
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- ▁PREVIOUS
- ▁CONTRARY
- ▁ARTICLE
- ▁DIFFERENCE
- ▁HIDDEN
- ▁HUGE
- ▁AUTHORITY
- ▁POUND
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- ▁EVENTS
- ▁FRO
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- ▁QUESTIONS
- ▁SI
- ▁VAL
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- ▁CLIFF
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- ▁GHOST
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- ▁EMOTION
- ▁SUPPER
- ▁DISTANT
- ▁INTERESTED
- ▁JACK
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- ▁SHIPS
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- ▁DY
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- ▁LOVELY
- AW
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- ▁WORKING
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- ▁SOLEMN
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- ▁MINISTER
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- ▁SENTIMENT
- ▁CENTURY
- ▁DELAY
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- ▁MATCH
- ▁FOREIGN
- ▁AROSE
- ▁BEAST
- ▁BAB
- ▁WIT
- ▁REMARKABLE
- ▁THOR
- ▁COMPAR
- ▁MAL
- ▁NEARER
- ▁FOURTH
- ▁GREY
- ▁MENTION
- ▁RUBB
- ▁CHARM
- ▁BARON
- ▁DESIRED
- SCAR
- ▁HOPED
- ▁TEACHER
- ▁MON
- ITCH
- BEL
- ▁PARTS
- ▁EIGHTY
- LAC
- GGING
- ▁REFLECT
- ▁COLLECT
- ▁BULL
- ▁CONSCIOUS
- ▁MOMENTS
- ▁DISTURB
- ▁COLLEGE
- ▁EGGS
- ▁STUPID
- ▁YESTERDAY
- ▁EXAMINE
- ▁FAULT
- ▁DEPTH
- ▁ROOT
- ▁MOUSE
- ▁SOUGHT
- ▁TURTLE
- ▁NATIVE
- ▁CRACK
- ▁SOLD
- ▁INVIT
- ▁PICKED
- ▁CEASED
- ▁HEARING
- ▁MIDS
- ▁PLAYING
- ▁STAGE
- ▁UNTO
- ▁GAIN
- ▁MIST
- ▁ORDERS
- ▁KNEES
- ▁TALE
- ▁DISTINCT
- ▁BENT
- ▁DESPAIR
- ▁TRIUMPH
- ▁SQUARE
- ▁THROAT
- ▁BOUGHT
- ▁PERMIT
- ▁SPEND
- ▁TRIP
- ▁THREATEN
- ▁ROME
- INESS
- ▁EXPOS
- GON
- ▁WRITING
- ▁INCREASED
- ▁PORTION
- ▁TENT
- IUS
- ▁YO
- ▁INTENDED
- ▁NAMED
- RATION
- ▁NOTIC
- ▁PIPE
- ▁WILLING
- ▁INSTANTLY
- ▁SERVED
- ▁BAL
- ▁POSSESS
- ▁CRE
- ▁ADMIRATION
- ▁LIBERTY
- ▁OPPORTUNITY
- ▁SELDOM
- ▁BIRTH
- ▁GLOW
- ▁INCLUD
- ▁REQUEST
- ▁TYPE
- ▁SLEPT
- ▁CRIME
- ▁MOTIVE
- ▁ELSIE
- ▁BEGUN
- ▁CONSENT
- ▁ADMITTED
- ▁AVOID
- ▁ADDRESS
- ▁HATE
- ▁DEMANDED
- ▁APPARENTLY
- ▁SUGGESTION
- ▁CONSIDERATION
- ▁BLESS
- ▁PROCEEDED
- NCY
- ▁PRISON
- ▁CONT
- ▁SHOUTED
- ▁FACES
- ▁SPIRITS
- ▁DEVELOP
- ▁ACCIDENT
- ▁ADVICE
- ▁INNOCENT
- ▁INSTINCT
- ▁UNCONSCIOUS
- ▁MYSTERIOUS
- ▁PRETEND
- ▁PEEP
- ▁ANYONE
- ▁DUKE
- ▁PLUM
- VILLE
- ▁SEVERE
- ▁ALAS
- ▁DELIGHTED
- ▁ISSUE
- ▁ASKING
- ▁CROW
- ▁ACCEPTED
- ▁RIDE
- ▁DOORS
- ▁TAR
- ▁PREPAR
- ▁SUGGEST
- WOOD
- ▁CITIZEN
- ▁ENTRANCE
- ▁LINCOLN
- ▁POLITICAL
- ▁PRACTICAL
- ▁STIFF
- ▁WIDOW
- ▁CAPITAL
- ▁CLEVER
- ▁MAMMA
- ▁CREDIT
- ▁OBEY
- ▁STRING
- ▁DAILY
- ▁ARGUMENT
- ▁HEAP
- ▁APARTMENT
- ▁FLIGHT
- ▁ELDER
- ▁PUR
- ▁PAGE
- ▁DUST
- ▁GAZE
- ▁NATIONAL
- ▁BABY
- DDING
- ISTS
- ▁TEACH
- ▁STREETS
- CAL
- ▁GE
- AFF
- ▁GOES
- ▁POSSIBL
- UNG
- ▁LINES
- GUE
- ▁VOTE
- ▁HUNTING
- ▁QUO
- ▁RESEMBL
- ▁BASKET
- ▁CIRCLE
- ▁CONSEQUENCE
- ▁KITCHEN
- ▁TREASURE
- ▁NEVERTHELESS
- ▁FANCI
- ▁ASSEMBL
- ▁GRIEF
- ▁VEIL
- ▁SEASON
- ▁INVENT
- ▁VIRGINIA
- ▁HUT
- ▁GUEST
- ▁ROAR
- ▁BEHOLD
- ▁VICTORY
- ▁CAPABLE
- ▁DULL
- ▁SHOE
- ▁FLOAT
- ▁MERRY
- ▁IMMEDIATE
- ETH
- ▁ELEANOR
- ▁EXPLANATION
- ▁PARLIAMENT
- ▁PRINCIPAL
- ▁PROPORTION
- ▁RESOLUTION
- ▁UNUSUAL
- ▁BLUFF
- ▁NINETEEN
- ▁SENSATION
- ▁VISIBLE
- ▁INCOME
- ▁FATE
- ▁SUPER
- ▁LAUGHTER
- ▁EASE
- ▁LOAD
- ▁JEW
- ▁ZE
- ▁FEVER
- ▁WEDDING
- ▁JOINED
- ▁TRACE
- ▁LEADER
- ▁CLEARLY
- ▁FLOWER
- ▁TERMS
- ▁EMPLOYED
- OCK
- ▁PARTICULARLY
- ▁MEMBERS
- ▁CONFESS
- ▁GRO
- ▁ADDRESSED
- ▁CHRIST
- ▁ACCOMPANI
- ▁AFFORD
- ▁AMOUNT
- ▁BRILLIANT
- ▁COMMUNICAT
- ▁FIERCE
- ▁RECORD
- ▁SACRIFICE
- ▁TEMPT
- ▁CORDIAL
- ▁COLOUR
- ▁PROOF
- ▁ESTATE
- ▁PARDON
- ▁ADVIS
- ▁ATTITUDE
- ▁IMPORTANCE
- ▁BOOT
- ▁SHOCK
- ▁FIR
- ▁PLENT
- ▁HIT
- ▁MEMBER
- ▁SUR
- ▁SEATED
- ▁MAG
- AVING
- ▁FAVOUR
- ▁REMARK
- ▁DIM
- ▁FAITHFUL
- ▁SAVED
- CHI
- ▁SIN
- THE
- ▁CONFIDENCE
- ▁EXTRAORDINARY
- ▁FORTUNATE
- ▁MISFORTUNE
- ▁PATIENCE
- ▁RELIGIOUS
- ▁SATISFACTION
- ▁POSITIVE
- ▁SIMILAR
- ▁EXCHANG
- ▁RETREAT
- ▁FLESH
- ▁ADMIRE
- ▁SPIRITUAL
- ▁DAWN
- ▁BURIED
- ▁URGE
- ▁SUNDAY
- ▁FOX
- ▁EMMA
- ▁NURSE
- ▁SNAPP
- ▁PARK
- ▁OBTAIN
- ▁RECOGNIZED
- ▁SPEED
- ▁MAGIC
- ▁LAWS
- ▁REMOVED
- ▁HAM
- ▁PRESERV
- ▁AID
- HOUSE
- ▁MENTIONED
- ▁CONSCIENCE
- ▁CONTEMPT
- ▁DETAIL
- ▁IMMENSE
- ▁NERVOUS
- ▁PRISCILLA
- ▁UNFORTUNATE
- ▁UNHAPPY
- ▁COMPLAIN
- ▁TWICE
- ▁WHISTL
- ▁SNAKE
- ▁WASHINGTON
- ▁PIRATE
- ▁WICKED
- ▁BODIES
- ▁DESIGN
- ▁JASON
- ▁VAGUE
- ▁CONSIST
- ▁GIFT
- ▁ANGEL
- ▁RODE
- ▁FOLD
- ▁BRIDE
- ▁ANGER
- ▁BASE
- ITUDE
- ▁CONCLUDED
- ▁ALTER
- ▁FRI
- ▁PANT
- ▁BID
- ▁HIGHEST
- ▁SAILOR
- MPLE
- ▁OBSERV
- ▁CHEERFUL
- IFICATION
- RID
- ▁DESCRIBED
- ▁BIN
- ▁JEWEL
- ▁ARTIST
- ▁PEER
- ▁NORA
- ▁SKI
- ▁DIAMOND
- ▁ENCOURAGE
- ▁PRIVILEGE
- ▁PROJECT
- ▁ANYBODY
- ▁ENCOUNTER
- ▁HOLLOW
- ▁YIELD
- ▁BOBBY
- ▁SAVAGE
- ▁SOMEBODY
- ▁OTHERWISE
- ▁PRAISE
- ▁PROBLEM
- ▁DISTRESS
- ▁UGLY
- ▁WARRIOR
- ▁MOURN
- ▁RELIEV
- ▁DESK
- ▁FOOLISH
- ▁STARTLED
- ▁SKILL
- SHONE
- ▁LONE
- ▁OBSERVATION
- ▁DENI
- ▁NEST
- ▁SOLDIER
- ▁RELATION
- ▁TRULY
- ▁VISITOR
- ▁OFFICERS
- ERSON
- ▁YA
- ▁EVIDENT
- ▁DREAMS
- ▁KEEPING
- ▁PLAINLY
- ▁DRUNK
- ▁EMBRAC
- ▁INTELLIGENCE
- ▁LIEUTENANT
- ▁PERSUADE
- ▁SURROUNDING
- ▁UNIVERSAL
- ▁GLEAM
- ▁SUPERIOR
- ▁WHEEL
- ▁JEALOUS
- ▁QUEER
- ▁PIERRE
- ▁MILK
- ▁RAIL
- ▁FLUSH
- ▁STAIRS
- ▁JESUS
- ▁HORN
- ▁REGION
- ▁SAFETY
- ▁KA
- ▁GUIDE
- ▁CAKE
- ▁CUP
- ▁INQUIRED
- ▁DEFI
- ▁LESSON
- ▁WRETCHED
- ▁PACE
- ▁TEST
- ▁READING
- ▁ENTIRE
- ▁NET
- ▁DOGS
- ▁COMMANDER
- ▁PRODUCE
- ▁GAINED
- ▁ARRIVAL
- ▁FAMILIAR
- ▁MEANWHILE
- ▁SUSPICION
- ▁CHOICE
- ▁IMPULSE
- ▁THRUST
- ▁PROCESS
- ▁SUMMON
- ▁SHEPHERD
- ▁HASTILY
- ▁GRASP
- ▁COUNTESS
- ▁STYLE
- ▁DWELL
- ▁MERIT
- ▁PITCH
- ▁HUNGRY
- ▁SPORT
- ▁LOUISE
- ▁STERN
- ▁PROVIDED
- ▁ASSUME
- ▁EARLIE
- ▁RAGE
- ▁U
- ▁RAPIDLY
- PORT
- ▁SUCCESSFUL
- ▁FLED
- ▁AGREE
- ▁CONDITIONS
- ▁RELATIONS
- ▁DREAD
- ▁NATURALLY
- ▁EARL
- ▁GAY
- ▁HYPNOTI
- ▁PUTT
- ▁GAZ
- ▁JIM
- ▁PAUS
- ▁PROPOS
- ▁ADMINISTRATION
- ▁ELEVEN
- ▁HOSPITAL
- ▁MAGISTRATE
- ▁STRIKE
- ▁DIGNITY
- ▁GLORY
- ▁BOTTLE
- ▁THRONE
- ▁RECKON
- ▁COSETTE
- ▁MOREOVER
- ▁APPLI
- ▁HIND
- ▁PRODUCT
- ▁POOL
- ▁TRIAL
- HAN
- ▁ERIC
- ▁CUB
- ▁PIECES
- ▁EXCEPTION
- ▁ENJOYED
- ▁DARED
- ▁TRU
- ▁CLOSELY
- ▁RAPID
- ▁AFFECTED
- ▁REQUIRE
- ▁SOFTLY
- ▁BROW
- UCK
- ▁MARKED
- ▁SEVENT
- ▁ELECT
- ▁FORGOT
- ▁CORRECT
- ▁FRANCS
- ▁MARGUERITE
- ▁SCIENCE
- ▁UNEXPECTED
- ▁FOUGHT
- ▁MILITA
- ▁THUNDER
- ▁VOYAGE
- ▁GANEM
- ▁FREEDOM
- ▁NODDED
- ▁CAPTURE
- ▁MORTAL
- ▁OWNER
- ▁POLITE
- ▁VISION
- ▁EDUCATION
- ▁GOVERNOR
- ▁RAV
- ▁REWARD
- ▁HASTE
- ▁REPEAT
- ▁DETERMIN
- ▁PITI
- ▁KNEE
- LINE
- ▁DEVOTED
- ▁INTERRUPTED
- ▁FOLKS
- ▁EXTREME
- ▁APPROACH
- ▁CONTINUE
- ▁BEARING
- ▁CHAP
- ▁ACQUAINTED
- ▁GLIMPSE
- ▁GRADUALLY
- ▁SUNSHINE
- ▁PRACTICE
- ▁SUPPLI
- ▁DAVID
- ▁DRIFT
- ▁SHOWING
- ▁LEVEL
- ▁PROMPT
- ▁QUARREL
- ▁REPRESENTATIVE
- ▁PLUNG
- ▁GIANT
- FALL
- ▁STOUT
- CHA
- WEPT
- ▁GLANC
- ▁SALT
- ▁CHOSEN
- ▁BUCK
- ▁REALIZED
- ▁REALITY
- ▁TUR
- ▁DRIVEN
- ▁CARD
- ▁PRAYER
- ▁TERM
- AID
- ▁HOLY
- ▁ENDURE
- ▁RANGE
- ▁HANG
- ▁SAM
- LAN
- ▁CAVE
- INA
- ▁GRI
- ▁SIGH
- ▁NEIGHBOUR
- ▁COUNCIL
- ▁EXERCISE
- ▁NAUTILUS
- ▁SOMEWHERE
- ▁SYLVIA
- ▁THOROUGH
- ▁VICTIM
- ▁BRIDGE
- ▁COMPELLED
- ▁INCLINED
- ▁OVERCOME
- ▁RESERVE
- ▁ARREST
- ▁PRECIOUS
- ▁DUTCH
- ▁OCEAN
- ▁ACQUIR
- ▁RECALL
- ▁DESTIN
- ▁ATTACH
- ▁SLIM
- ▁WEEP
- ▁CONSCIOUSNESS
- ▁TIGHT
- ▁WAKE
- ▁COMFORTABLE
- ▁ACTIVE
- ▁WINGS
- ▁GRIN
- ▁AFFECT
- ▁WHIT
- ▁IDEAL
- ▁EASTER
- ▁APPROACHING
- ▁CREATED
- ▁PLANS
- ▁INCREASE
- ▁FLYING
- ▁SHOUT
- OES
- MISSION
- ▁ARMED
- ABILITY
- ▁BLUSH
- ▁CONNECTION
- ▁MATTHEW
- ▁MEDICINE
- ▁REMIND
- ▁EXHIBIT
- ▁BLOCK
- ▁DESERVE
- ▁LISTENING
- ▁TITLE
- ▁FLOUR
- ▁FLAME
- ▁AGENT
- ▁USEFUL
- ▁BRIG
- ▁BOIL
- ▁ASSURED
- ▁REFLECTION
- ▁PINE
- ▁WAG
- ▁YOUNGER
- ▁BEARD
- ▁KINDNESS
- CTUALLY
- ▁ACTUAL
- ▁WEIGHT
- ▁LILY
- ▁IMPRESS
- ▁DESCRIBE
- ▁BEHELD
- ▁COMMUNITY
- ▁DESPERATE
- ▁DISPLAY
- ▁ENEMIES
- ▁MELANCHOLY
- ▁MIRROR
- ▁RECOMMEND
- ▁SPANISH
- ▁BLAME
- ▁VOLUME
- ▁SHOOT
- ▁COMBIN
- ▁SHAKING
- ▁SOUTHERN
- ▁MYSTERY
- ▁EVERYONE
- ▁COMMISSION
- ▁COMPOSED
- ▁UDO
- ▁IMAGE
- ▁DECEIV
- ▁FAILURE
- ▁PATTY
- ▁ALICE
- ▁FRAME
- ▁MODEST
- ▁MAGNIFICENT
- ▁BRANCHES
- ▁REIGN
- ▁RAG
- ▁PARISH
- ▁KATE
- ▁AMID
- ▁SLEEPING
- ▁ANNOUNCED
- ▁EAGERLY
- ▁WIRE
- ▁LAP
- ▁ARAB
- ▁EATING
- ▁RUM
- ▁CAREFUL
- ▁DISCUSS
- WORTH
- ▁DISTRICT
- ▁FOREHEAD
- ▁FRANCIS
- ▁INCIDENT
- ▁APPEAL
- ▁EMBARRASS
- ▁MAINTAIN
- ▁PRONOUNC
- ▁FURNISH
- ▁STRAIN
- ▁ELEMENT
- ▁SILK
- ▁FEAST
- ▁RECENT
- ▁DANCING
- ▁LODGE
- ▁ASHAMED
- ▁TRICK
- ▁BOBO
- ▁STUFF
- ▁ET
- ▁ASSERT
- ▁SANK
- ▁TREATMENT
- ECI
- ▁SWIM
- ▁BECOMING
- ▁SINGING
- ▁PLATE
- ▁SCATTERED
- ▁EXTREMELY
- ▁GRIM
- ▁SANG
- ▁FIGHTING
- ▁FACTOR
- ▁PAINFUL
- ▁HIDE
- ▁FUNN
- ▁AFTERWARD
- ▁FROG
- ▁VENTURE
- ▁DISAPPOINT
- ▁COMRADE
- ▁MONSIEUR
- ▁OBVIOUS
- ▁PASSENGER
- ▁PROFOUND
- ▁PUBLISH
- ▁ACCUSTOM
- ▁BLOOM
- ▁SMITH
- ▁RELATIVE
- ▁ACCUSE
- ▁MANIFEST
- ▁SOLID
- ▁MONSTER
- ▁MARIUS
- ▁CANDLE
- ▁PROCUR
- ▁INTERFERE
- ▁HOUSEHOLD
- ▁DEVELOPMENT
- ▁AGREEABLE
- ▁HALT
- ▁NECESSITY
- FOLD
- ▁CITIES
- ▁REGI
- ▁GLOOMY
- BBL
- ▁SEPARATED
- ▁CHEST
- ▁STRIP
- ▁SPAR
- ▁DUN
- ▁SETTLE
- ▁STARED
- ▁HANGING
- ▁FEATURES
- ▁PILE
- ▁ORIGIN
- ARIES
- ▁LION
- ▁ALI
- ▁ASTONISHMENT
- ▁COMPLIMENT
- ▁DELICATE
- ▁COUNSEL
- ▁FIFTH
- ▁SUPPRESS
- ▁BURDEN
- ▁COMPLEX
- ▁ADDITION
- ▁CRUSH
- ▁TWIST
- ▁PIANO
- ▁BRUSH
- ▁CHECK
- ▁ANNIE
- ▁SHELTER
- ▁IMPROV
- ▁WESTERN
- ▁LOCAL
- ▁APPLE
- ▁GREET
- ▁MASK
- ▁RUSSIAN
- ▁TOWER
- ▁CREW
- ▁TIP
- ▁WANDERING
- ▁READER
- ▁WANDERED
- ▁DESTROY
- ▁OBSERVE
- MORE
- ▁ESCAPED
- ▁PET
- ▁BUILD
- ▁REAR
- ▁DESTROYED
- HIN
- ▁OWE
- ▁RANG
- ▁TEAR
- ▁NED
- ▁OFFICER
- ▁TRAP
- ▁OCCUR
- ▁APPOINTED
- ▁ATMOSPHERE
- ▁CHOOSE
- ▁CONCLUSION
- ▁CULTIVAT
- ▁DESCRIPTION
- ▁ENORMOUS
- ▁EXHAUSTED
- ▁LANDSCAPE
- ▁NATASHA
- ▁PROSPECT
- ▁REFRESH
- ▁SPECIES
- ▁SURROUNDED
- ▁WEAPON
- ▁BLANK
- ▁DEFEND
- ▁EDITH
- ▁HORRIBL
- ▁BETRAY
- ▁FERKO
- ▁LABOUR
- ▁NEGRO
- ▁RESUMED
- ▁LEAF
- ▁MUSKET
- ▁INTENSE
- ▁MERCY
- ▁ADOPT
- ▁SCORE
- ▁DASH
- ▁LAWYER
- ▁SLOPE
- ▁CHUCK
- ▁ASSISTANCE
- ▁BROOK
- ▁BREAKING
- ▁ASSIST
- ▁GROAN
- ▁HELEN
- ▁BEHAV
- ▁MAIDEN
- ▁CRIS
- ▁SHOUTING
- ▁NAY
- ▁PIG
- ▁ACCORDINGLY
- ETTE
- ▁DESIR
- ▁RUB
- ▁GRU
- ▁PIT
- ▁HEAVI
- ▁OBTAINED
- ▁SPARE
- ▁BRANCH
- ▁COUNTER
- ▁APART
- ▁AMBITION
- ▁ASTONISHED
- ▁CORRESPOND
- ▁DRIVING
- ▁ENERGY
- ▁HISTORIAN
- ▁REVOLUTION
- ▁SWEEP
- ▁TREMBLING
- ▁CRAFT
- ▁FAMILIES
- ▁LITERATURE
- SBURG
- ▁FEMALE
- ▁TILNEY
- ▁GENEROUS
- ▁SUBMIT
- ▁INTELLECTUAL
- ▁ORCHARD
- ▁STORIES
- ▁DIANA
- ▁VEIN
- ▁TRIFL
- ▁TWIN
- ▁WORSHIP
- ▁MARBLE
- ▁GALLANT
- ▁SENSIBLE
- ▁NEAT
- ▁BROWNIE
- ▁JUNE
- ▁SHAW
- ▁WORST
- ▁USELESS
- ▁FISHING
- ▁CRYING
- ▁MAYBE
- ▁VARI
- ▁PRESERVE
- ▁VOL
- ▁EMPLOY
- ▁INTERRUPT
- ▁SLIGHTLY
- ▁ACCOMPLISHED
- NEY
- ▁STEAM
- ▁BALANC
- ▁LEANING
- ▁SIGHED
- ▁REFUSE
- ▁IMAGINED
- ▁DATE
- GROUND
- ▁ENTERTAIN
- ▁PERCEIVE
- ▁ABROAD
- ▁CHEESE
- ▁DESTRUCTION
- ▁ESSENTIAL
- ▁EXPEDITION
- ▁GRANDFATHER
- ▁INFINITE
- ▁LIBRARY
- ▁MULTITUDE
- ▁NEGLECT
- ▁SWALLOW
- ▁VILLEFORT
- ▁BELOVED
- ▁COMMITTEE
- ▁CONFIDENT
- ▁PURPLE
- ▁PURCHAS
- ▁SCRAP
- ▁SPOIL
- ▁LIKEWISE
- ▁EXTRA
- ▁STRAW
- ▁SALUT
- ▁SOURCE
- ▁HASTENED
- ▁RESENT
- ▁FLOCK
- ▁LOFT
- ▁FLO
- ▁CLO
- ▁CONVINCED
- ▁GOODNESS
- ▁HYPNOTIZ
- ▁SETTING
- ▁HAIL
- ▁PHI
- ▁GROVE
- ▁DISCOVERY
- ▁DAMP
- ▁WHISPER
- ▁LIFT
- ▁HOP
- ▁SUSPECTED
- ▁SCR
- OLI
- ▁FAC
- ▁BUSH
- ▁FOREVER
- ▁BARRICADE
- ▁CONSTITUTION
- ▁ENDEAVOR
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- ▁HYACINTH
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- ▁RETIRED
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- ▁DEFEAT
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- ▁LOVING
- ▁GOOSE
- ▁ECHO
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- ▁JOB
- WITHSTAND
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- ▁GER
- ▁FINAL
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- ▁DIG
- WORK
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- ▁ARRANGED
- MMY
- ▁LEST
- ▁RENT
- MMED
- ▁LIST
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- ▁LIGHTN
- STONE
- COURT
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- ▁SQUIRE
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- ▁MODE
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- HOW
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- ▁TOTAL
- ▁VICTOR
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- ▁RAISE
- ▁ABANDON
- ▁ABSURD
- ▁ASPECT
- ▁CRIMINAL
- ▁DEFINITE
- ▁DELIBERAT
- ▁FEATHER
- ▁FLORINA
- ▁MIDNIGHT
- ▁RICHMOND
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- ▁TIMBER
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- ▁VALUABLE
- ▁INTERVAL
- ▁CONFUSION
- ▁FLUTTER
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- ▁DISEASE
- ▁UNDERTAKE
- ▁PENETRAT
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- UPON
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- ▁ASSOCIATION
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- ▁IDLE
- ▁DOUBTFUL
- ▁PREPARATION
- IZZ
- ▁RAIS
- ▁BITTERLY
- ▁JOE
- ▁RELI
- ADI
- ▁METAL
- ▁EXACT
- ▁GLOOM
- FIELD
- ▁DANGLARS
- ▁DISGRACE
- ▁EXAMINATION
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- ▁GLITTER
- ▁INCREASING
- ▁MESSENGER
- ▁PATRIOT
- ▁PLATFORM
- ▁PROVISION
- ▁QUALITIES
- ▁SELECT
- ▁STEADY
- ▁POVERTY
- ▁POWDER
- ▁PROPHET
- ▁HOLLAND
- ▁TRUNK
- ▁VARIETY
- ▁PLANCHET
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- ▁COMBAT
- ▁STOOP
- ▁SHIRT
- ▁GENERATION
- ▁COMMITTED
- ▁INSULT
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- ▁BUSHES
- ▁MINK
- ▁ROUT
- ▁EQUALITY
- ▁HESITATED
- ▁BARK
- ▁ANTI
- ▁STATEMENT
- PHER
- ▁SUNK
- ▁DAT
- ▁BACKWARD
- ▁SUSPECT
- ▁OBJECTION
- ▁RAP
- ▁CHIN
- ▁MATE
- ▁REDUC
- ▁GREGG
- ▁ACCOMPANY
- ▁ANYWHERE
- ▁BENEFIT
- ▁CLERK
- ▁EXPENSE
- ▁FETNAH
- ▁INTERPRET
- ▁LUKASHKA
- ▁NUMEROUS
- ▁SURGEON
- ▁PUZZL
- ▁RESCUE
- ▁GRATEFUL
- ▁APPROV
- ▁RIVAL
- ▁NIECE
- ▁FLOOD
- ▁VANISHED
- ▁ERROR
- ▁BLAZ
- ▁TUMBL
- ▁WENDY
- ▁PERSIST
- ▁CONSOL
- ▁SOAP
- ▁HUMOUR
- ▁FITTED
- ▁HOUSEKEEPER
- ▁ENABL
- ▁OCCASIONALLY
- ▁HATRED
- ▁SWELL
- ▁WORRY
- ▁RUST
- ▁PURSUIT
- ▁INTIMATE
- ▁SEAL
- ▁COLLECTION
- ▁TREMBLED
- ▁DENY
- ▁HUMANITY
- ▁FATAL
- ▁COCK
- ▁DRIVER
- ▁HOPELESS
- ▁MISTAKEN
- ▁LUC
- ▁ACCOMPLISH
- ▁COAL
- ▁ACCORD
- ▁PURSE
- ▁SEPARATE
- ▁ARRIVE
- ▁SMOK
- ▁MADAM
- ▁ASSOCIAT
- ▁INSTRUCT
- ▁CELEBR
- ▁CHANNEL
- ▁CIVILIZATION
- ▁DOCTRINE
- ▁ENDEAVOUR
- ▁GLACIER
- ▁INTELLIGENT
- ▁INVOLVE
- ▁LEATHER
- ▁MUTTERED
- ▁OLENIN
- ▁PENCROFT
- ▁PERPLEX
- ▁SPECTATOR
- ▁UNIVERSITY
- ▁ATTAIN
- ▁INEVITABL
- ▁YONDER
- ▁ENCHANT
- ▁REPAIR
- ▁CURRENT
- ▁ASCEND
- ▁CREEK
- ▁SPARKL
- ▁RUE
- ▁BEAVER
- ▁INFANT
- ▁CONTINUALLY
- ▁CLASP
- ▁IRISH
- ▁ROLLIN
- ▁PUNISHMENT
- ▁LUNCH
- ▁AGONY
- ▁RUDE
- ▁DRAGG
- ▁INQUIRI
- ▁SEX
- ▁TERRIFI
- ▁ROBIN
- ▁PROFESSIONAL
- ▁SPUR
- ▁GRAIN
- ▁VINE
- ▁PENN
- ▁ROC
- ▁CHASE
- ▁INFORM
- ▁WRITER
- ▁AVO
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- ▁CREAT
- ▁WHIL
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- ▁ASSURE
- ▁CIRCUMSTANCE
- ▁OIL
- ▁ROUSE
- ▁COLUMB
- ▁CUNNING
- ▁DOMESTIC
- ▁GLORIOUS
- ▁INDIGNATION
- ▁PRECISELY
- ▁PRUDENCE
- ▁RAILROAD
- ▁SATURDAY
- ▁UTMOST
- ▁VIOLENCE
- ▁WHIRL
- ▁CALCULAT
- ▁OVERWHELM
- ▁PERPETUAL
- ▁QUARLES
- ▁SLENDER
- ▁TELEGRAPH
- ▁ALOUD
- ▁OPPRESS
- ▁CROPPER
- ▁CANADIAN
- ▁HERBERT
- ▁TIMID
- ▁SUPPLY
- ▁STROLL
- ▁CREEP
- ▁OATH
- ▁DUSK
- ▁EXCESS
- ▁HUMBLE
- ▁FURIOUS
- ▁RIDGE
- ▁BULLET
- ▁PONY
- ▁STATU
- ▁ENJOYMENT
- ▁CONWAY
- ▁DIFFICULTIES
- ▁PATCH
- ▁JOYCE
- ▁CLOCK
- ▁RESTORED
- ▁ARGU
- ▁WIG
- ▁CHATT
- ▁PLAC
- ▁REMOVE
- ▁TORN
- ▁DISAPPEAR
- TIME
- WELL
- ▁RECOGNIZE
- ▁FISHE
- ▁DECLARE
- ISTIC
- ▁AUTHOR
- ▁WHISK
- ▁COFFEE
- ▁COMPREHEND
- ▁DISGUISE
- ▁ELZEVIR
- ▁ENTERPRISE
- ▁HOLIDAY
- ▁HORIZON
- ▁IGNORANT
- ▁INTERVIEW
- ▁OLIVER
- ▁RONICKY
- ▁CAPACITY
- ▁DISPOSITION
- ▁EXTERNAL
- ▁OPPOSITION
- ▁REPUBLIC
- ▁WHEAT
- ▁CORPSE
- ▁DARLING
- ▁THRILL
- ▁INHABITANTS
- ▁ORNAMENT
- ▁SHIFT
- ▁RECOGNISE
- ▁SHIVER
- ▁BOAST
- ▁HINT
- ▁BOSTON
- ▁MULTI
- IFYING
- ▁STEAL
- ▁INSTRUCTIONS
- ▁ELECTRIC
- ▁SWING
- ▁SOOTH
- ▁SCALE
- ▁MORLAND
- ▁DISLIKE
- ▁FLATTER
- ▁COACH
- ▁LEIF
- ▁STAMP
- ▁ANYHOW
- ▁MOTIONLESS
- ▁ANDREA
- ▁LOSING
- ▁PAUL
- ▁CAROL
- ▁ADVANC
- ▁IMAGIN
- ▁CENTER
- ▁JAR
- ▁SUCCEED
- ▁DISMISS
- CTOR
- ▁RECEIV
- ▁DRAG
- ▁INTENT
- ▁BARBAR
- ▁PUNISH
- ▁ABRUPTLY
- ▁BERNARD
- ▁DECISION
- ▁INDEPENDENT
- ▁PROVINCE
- ▁SLEEVE
- ▁TREMENDOUS
- ▁UNPLEASANT
- ▁LEISURE
- ▁THRONG
- ▁THUMB
- ▁BANNER
- ▁CONTRADICT
- ▁RESTRAIN
- ▁DIVIDED
- ▁WRAPPED
- ▁HAUNT
- ▁SNEER
- CHESTER
- ▁JULIA
- ▁MILD
- ▁CONTACT
- ▁MEANTIME
- ▁NEEDLE
- ▁BLOT
- ▁BARREL
- ▁ISABELLA
- ▁THEATRE
- ▁ESTABLISHMENT
- ▁MARKET
- ▁CHINA
- ▁FORBID
- ▁PERISH
- ▁DOORWAY
- ▁CARLING
- ▁PERIL
- ▁PRIZE
- ▁HATCH
- ▁CURL
- ▁REFER
- ▁DEVOT
- EMBER
- MONT
- ▁CANOE
- ▁PROFESSION
- ▁CONVICT
- ▁CRAWL
- ▁ACTIVITY
- ▁BEWILDER
- ▁BREEZE
- ▁CONTEMPLAT
- ▁DISGUST
- ▁FATIGUE
- ▁MERRICK
- ▁PRAIRIE
- ▁REFORM
- ▁SPECTACLE
- ▁STUDENT
- ▁TUMULT
- ▁UNIFORM
- ▁VIGOROUS
- ▁CONDEMN
- ▁GENUINE
- ▁THOMAS
- ▁ARROW
- ▁PILLOW
- ▁FEEBLE
- ▁RALPH
- ▁SCHEME
- ▁COLLAR
- ▁JUSTINIAN
- ▁NERVE
- ▁OYSTER
- ▁BENNET
- ▁DUTIES
- ▁BINGLEY
- ▁CHRISTMAS
- ▁CONVEY
- ▁DESPIS
- ▁RATTL
- ▁GARMENTS
- ▁GOWN
- ▁BERYL
- ▁BARRIER
- ▁CHARACTERISTIC
- ▁MEDITAT
- ▁DISCOURSE
- ▁STAFF
- ▁KARA
- ▁MONTE
- ▁READILY
- ▁VENTUR
- ▁HENCE
- ▁ROPE
- ▁CRIES
- ▁ANGLE
- ▁RESPECTABLE
- ▁MOAN
- ▁OUTLINE
- BORN
- ▁FIX
- ▁INTEND
- LIA
- ▁CHILL
- ▁CREP
- ▁CHOSE
- ▁SPECULAT
- ▁ATTRIBUT
- ▁BUFFALO
- ▁ENTREAT
- ▁ENVELOP
- ▁FREDERICK
- ▁IMPATIENCE
- ▁INDIFFERENCE
- ▁INDUSTRY
- ▁INSTITUTION
- ▁LYNDE
- ▁RETAIN
- ▁TROUTINA
- ▁UNCOMFORTABL
- ▁VENGEANCE
- ▁JENKS
- ▁CONGRESS
- ▁SMART
- ▁THITHER
- ▁DISAGREE
- ▁IMPROVEMENT
- ▁PISTOL
- ▁GOSSIP
- ▁ETERNAL
- ▁BELIEF
- ▁SLEDGE
- ▁AROUSED
- ▁ORANGE
- ▁FASTENED
- ▁MONKEY
- ▁WITHDREW
- ▁OFFEND
- ▁PIERC
- ▁MOONLIGHT
- ▁OARS
- ▁GROOM
- ▁FIDDLER
- ▁BARBARA
- SHIRE
- ▁ATTENDANT
- ▁DIVERS
- ▁DUCK
- ▁PROPOSAL
- ▁GROWTH
- ▁CURATE
- ▁STEWAR
- ▁MOCK
- ▁SUCCESSION
- ▁CREATION
- ▁PARTIAL
- ▁SWU
- ▁FROST
- ▁EIGHTH
- ▁AWE
- ▁PERCH
- ▁LACE
- SPOON
- ▁ARRANGE
- SERIES
- ▁FOG
- ▁SCU
- ▁ABRAHAM
- ▁ADMIRAL
- ▁BARBICANE
- ▁CAMPAIGN
- ▁CONSEQUENTLY
- ▁CULTURE
- ▁GRAMMONT
- ▁GWYNPLAINE
- ▁HAPPILY
- ▁HOOPDRIVER
- ▁INDEPENDENCE
- ▁LEOPOLD
- ▁MISCHIEF
- ▁MONTGOMERY
- ▁NECESSARILY
- ▁PSYCHIC
- ▁RABBIT
- ▁REFUGE
- ▁RESPONSIBILIT
- ▁SENATOR
- ▁UNCERTAIN
- ▁MENSTRUA
- ▁FANNY
- ▁SUBSTANCE
- ▁APRIL
- ▁ELBOW
- ▁QUALITY
- ▁BORDER
- ▁BRUTAL
- ▁CARPET
- ▁SOLITAR
- ▁FROWN
- ▁SCENT
- ▁ANNOY
- ▁NAKED
- ▁BOSOM
- ▁CONSUM
- ▁TIGER
- ▁ITALIAN
- ▁PARSON
- ▁DECLIN
- ▁NEIGHBORHOOD
- ▁GREGGORY
- ▁EXCEED
- ▁SILLY
- ▁ICELAND
- ▁HIDEOUS
- ▁STRU
- ▁ALTERNAT
- ▁CABINET
- ▁ABILITY
- ▁BEECH
- ▁SECRETARY
- ▁CONTEST
- ▁MONK
- ▁PADD
- ▁EVA
- ▁CREST
- ▁FINISH
- ▁APPARENT
- ▁MIX
- ▁SLIP
- ▁LUXURI
- ▁AUTUMN
- ▁CIRCULAR
- ▁COMPOSITION
- ▁DISPLEAS
- ▁EXCELLENC
- ▁FURNITURE
- ▁GRADUATE
- ▁INDIFFERENT
- ▁JOSEPH
- ▁OCCUPATION
- ▁POSSIBILITY
- ▁RENEWED
- ▁RESPONDED
- ▁PREVAIL
- ▁HOARSE
- ▁PRACTIS
- ▁FAREWELL
- ▁JULIET
- ▁OVERHEAD
- ▁THREAD
- ▁APPLICATION
- ▁SOLITUDE
- ▁ADAPT
- ▁FALK
- ▁LARK
- ▁COARSE
- ▁MANKIND
- ▁KICK
- ▁BATTER
- ▁SOLICIT
- ▁RESIGN
- ▁MOTOR
- ▁STEEL
- ▁CONTRIV
- ▁AUTHORITIES
- ▁HARSH
- ▁FAVORITE
- ▁TALENT
- ▁FLEECE
- ▁AGITATION
- ▁ABBE
- ▁STUCK
- ▁HEDGE
- ▁BIBLE
- ▁RECOLLECTION
- ▁PARTNER
- ▁DAMON
- ▁SHINE
- ▁HOOK
- ▁CONFESSION
- ▁ASSENT
- ▁ELDE
- ▁BIGGE
- ▁PEACEFUL
- SCRIBED
- ▁WEIGH
- CARLET
- ▁DECIDE
- ▁RECOLLECT
- ▁BOHEMIA
- ▁CALIFORNIA
- ▁CONSTRUCT
- ▁DEMONSTRAT
- ▁DISTRIBUT
- ▁FRIGHTFUL
- ▁GNOME
- ▁IGNORANCE
- ▁JANUARY
- ▁JULIUS
- ▁MEMORIES
- ▁OCCUPY
- ▁PHRASE
- ▁WHIRLWIND
- ▁WILMINGTON
- ▁CARLINI
- ▁CHAUVELIN
- ▁ESTEEM
- ▁GENZABURO
- ▁GLOBE
- ▁LECOQ
- ▁MARGARET
- ▁MONARCH
- ▁NAPOLEON
- ▁SCORN
- ▁STAGGER
- ▁SUSTAIN
- ▁TRADITION
- ▁ADJUST
- ▁FROZEN
- ▁IMPRISON
- ▁LANTERN
- ▁MICHEL
- ▁STOMACH
- ▁TORRENT
- ▁WITHDRAW
- ▁FRANZ
- ▁POISON
- ▁SURVEY
- ▁BRITISH
- ▁ELEVAT
- ▁AWOKE
- ▁ESTHER
- ▁INHERIT
- ▁TRAVERS
- ▁STOPPING
- ▁IRELAND
- ▁COMPARATIVE
- ▁SOBB
- ▁FAVOURITE
- ▁CANVAS
- ▁CLOAK
- ▁GLAR
- ▁ASSISTANT
- ▁DAMAGE
- ▁PEAK
- ▁DISTINCTION
- FARE
- ▁DOLLAR
- ▁BEGGAR
- LUSIVE
- ▁MODEL
- ▁SECUR
- ▁DISPOS
- ▁SLID
- ▁PEA
- ▁SPEEDI
- HOLD
- ▁SNAP
- ▁CIGAR
- ▁AFFLICT
- ▁AMAZEMENT
- ▁LAUNCELOT
- ▁LEAGUE
- ▁MARIPOSA
- ▁POPULATION
- ▁UNEASY
- ▁BLOSSOM
- ▁CATERPILLAR
- ▁INCLINATION
- ▁SUSPEND
- ▁SYNDIC
- ▁TAYLOR
- ▁WILSON
- ▁CONTRAST
- ▁PORTRAIT
- ▁CORONER
- ▁GREEK
- ▁BUNDLE
- ▁BLEW
- ▁THORPE
- ▁ORPHAN
- ▁MUSCLE
- ▁DEAF
- ▁SURVIV
- ▁EXCEEDINGLY
- ▁TENDENC
- ▁ISRAEL
- ▁QUANTIT
- ▁PENSION
- ▁DRIED
- TEXT
- ▁REFERENCE
- ▁REPOSE
- ▁FOLLY
- ▁REPLACE
- ▁TERR
- ▁ANKLE
- ▁SUNLIGHT
- ▁SECURITY
- ▁SHOV
- ▁RAW
- CULAR
- ▁JACKET
- ▁TUNE
- ▁HOBB
- ▁MARTIN
- DUCED
- ▁FIST
- ▁BEGG
- ▁CHOK
- ▁INQUIRE
- ▁INTELLECT
- ▁AMUSEMENT
- ▁APPROPRIATE
- ▁CONGRATULAT
- ▁CONVENTION
- ▁DISCOURAG
- ▁EXQUISITE
- ▁FOUNTAIN
- ▁JUNIOR
- ▁NONSENSE
- ▁OBSTACLE
- ▁SPECIMEN
- ▁SWEAR
- ▁TRANQUIL
- ▁VEHICLE
- ▁WISDOM
- ▁ASCERTAIN
- ▁CAUTIOUS
- ▁CENTURIES
- ▁CORRUPT
- ▁EXPLOR
- ▁TURKEY
- ▁BARGAIN
- ▁CONFOUND
- ▁FUNCTION
- ▁GRACIOUS
- ▁MONICA
- ▁ILLUSTRAT
- ▁CRUMB
- ▁REMEDY
- ▁REMOTE
- ▁REVENGE
- ▁BABYLON
- ▁CAUTION
- ▁INTERIOR
- ▁CRISTEL
- ▁BRAZ
- ▁THIRST
- ▁PROBABLE
- ▁HARMONY
- ▁CHARITY
- ▁DECAY
- ▁COLONI
- ▁AVAIL
- ▁REPULS
- ▁ABSENT
- ▁PULSE
- ▁PRESUM
- ▁CRANE
- ▁NEIGHBOURHOOD
- ▁SUNSET
- ▁CANNON
- ▁GRAPE
- ▁SOFA
- ▁DRANK
- MINOUS
- ▁DECLARATION
- ▁CLOSING
- ▁MEEK
- ▁STARV
- ▁BUNCH
- ▁PERFORMANCE
- ▁ENTERTAINMENT
- ▁STRIV
- ▁EMILY
- ▁VALET
- MPOSED
- ▁INTIMA
- ▁POLISH
- ▁HIRE
- POST
- ▁TREMBLE
- ▁CEASE
- ▁VIRGIN
- ▁RUSSIA
- COURSE
- ▁EDUCAT
- BOUND
- ▁INHABIT
- ▁SUPERINTEND
- ▁BISCUIT
- ▁CHICAGO
- ▁CHOKICHI
- ▁CONFLICT
- ▁ENCLOS
- ▁EXCLUSION
- ▁EXECUTIVE
- ▁GRANDMOTHER
- ▁HEADQUARTERS
- ▁INFERIOR
- ▁INVISIBLE
- ▁MUTUAL
- ▁OPPONENT
- ▁SENSITIVE
- ▁STUDIED
- ▁TEMPORARY
- ▁UNWILLING
- ▁PERMANENT
- ▁BEDROOM
- ▁NOVEMBER
- ▁COMPLICAT
- ▁DEVOUR
- ▁SCRAMBL
- ▁SECTION
- ▁PROPOSITION
- ▁DEPRIV
- ▁RYNCH
- ▁PLEAD
- ▁TORTURE
- ▁SCOUT
- ▁PILOT
- ▁CHERISH
- ▁SPEAR
- ▁SUGAR
- ▁JASPER
- ▁STRAY
- ▁RIFLE
- ▁NORMAL
- ▁JERK
- ▁HONEY
- ▁AWAKENED
- ▁QUIVER
- ▁PYE
- ▁APPLY
- LICK
- JA
- ▁ANNOUNC
- FORE
- ▁ENGINE
- ▁HESITATE
- ▁PROVIDE
- ▁REALIZE
- ▁SEIZE
- ▁RESTORE
- MOUTH
- FOOT
- ▁DIFFER
- ▁ULTIMATE
- ▁ABUNDANCE
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- 亲唲効
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- 凾凤喇
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- <sos/eos>
init: null
input_size: null
ctc_conf:
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    ctc_type: builtin
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    ignore_nan_grad: null
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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:
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frontend: embed
frontend_conf:
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specaug: specaug
specaug_conf:
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    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: 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}
}
```
