ESPnet2 ASR model
pyf98/librispeech_100h_transformer
This model was trained by Yifan Peng using librispeech_100 recipe in espnet.
Demo: How to use in ESPnet2
cd espnet
git checkout f6779876103be2116de158a44757f8979eff0ab0
pip install -e .
cd egs2/librispeech_100/asr1
./run.sh --skip_data_prep false --skip_train true --download_model pyf98/librispeech_100h_transformer
RESULTS
Environments
- date:
Fri Feb 18 16:00:45 EST 2022 - python version:
3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] - espnet version:
espnet 0.10.7a1 - pytorch version:
pytorch 1.10.1 - Git hash:
f6779876103be2116de158a44757f8979eff0ab0- Commit date:
Fri Feb 18 15:57:13 2022 -0500
- Commit date:
asr_transformer_win400_hop160_ctc0.3_lr2e-3_warmup15k_timemask5_amp_no-deterministic
WER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| beam20_ctc0.3/dev_clean | 2703 | 54402 | 93.0 | 6.4 | 0.5 | 1.1 | 8.1 | 63.1 |
| beam20_ctc0.3/dev_other | 2864 | 50948 | 82.5 | 15.9 | 1.6 | 2.7 | 20.2 | 83.8 |
| beam20_ctc0.3/test_clean | 2620 | 52576 | 92.8 | 6.5 | 0.7 | 1.2 | 8.4 | 63.3 |
| beam20_ctc0.3/test_other | 2939 | 52343 | 82.1 | 16.0 | 1.9 | 2.6 | 20.5 | 84.8 |
CER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| beam20_ctc0.3/dev_clean | 2703 | 288456 | 97.5 | 1.4 | 1.1 | 0.9 | 3.4 | 63.1 |
| beam20_ctc0.3/dev_other | 2864 | 265951 | 92.1 | 4.8 | 3.1 | 2.4 | 10.3 | 83.8 |
| beam20_ctc0.3/test_clean | 2620 | 281530 | 97.4 | 1.4 | 1.2 | 0.9 | 3.5 | 63.3 |
| beam20_ctc0.3/test_other | 2939 | 272758 | 92.0 | 4.7 | 3.2 | 2.3 | 10.2 | 84.8 |
TER
| dataset | Snt | Wrd | Corr | Sub | Del | Ins | Err | S.Err |
|---|---|---|---|---|---|---|---|---|
| beam20_ctc0.3/dev_clean | 2703 | 69558 | 89.9 | 6.1 | 4.0 | 0.8 | 10.9 | 63.1 |
| beam20_ctc0.3/dev_other | 2864 | 64524 | 78.5 | 15.3 | 6.2 | 2.8 | 24.3 | 83.8 |
| beam20_ctc0.3/test_clean | 2620 | 66983 | 90.0 | 6.2 | 3.9 | 0.8 | 10.9 | 63.3 |
| beam20_ctc0.3/test_other | 2939 | 66650 | 77.9 | 15.2 | 6.9 | 2.5 | 24.6 | 84.8 |
ASR config
expand
config: conf/train_asr_transformer_win400_hop160_ctc0.3_lr2e-3_warmup15k_timemask5_amp_no-deterministic.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_transformer_win400_hop160_ctc0.3_lr2e-3_warmup15k_timemask5_amp_no-deterministic
ngpu: 1
seed: 2022
num_workers: 4
num_att_plot: 0
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: false
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: 4
no_forward_run: false
resume: true
train_dtype: float32
use_amp: true
log_interval: 400
use_matplotlib: true
use_tensorboard: true
use_wandb: false
wandb_project: null
wandb_id: null
wandb_entity: null
wandb_name: null
wandb_model_log_interval: -1
detect_anomaly: false
pretrain_path: null
init_param: []
ignore_init_mismatch: false
freeze_param: []
num_iters_per_epoch: null
batch_size: 20
valid_batch_size: null
batch_bins: 16000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_en_bpe5000_sp/train/speech_shape
- exp/asr_stats_raw_en_bpe5000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_en_bpe5000_sp/valid/speech_shape
- exp/asr_stats_raw_en_bpe5000_sp/valid/text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 80000
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
train_data_path_and_name_and_type:
- - dump/raw/train_clean_100_sp/wav.scp
- speech
- kaldi_ark
- - dump/raw/train_clean_100_sp/text
- text
- text
valid_data_path_and_name_and_type:
- - dump/raw/dev/wav.scp
- speech
- kaldi_ark
- - dump/raw/dev/text
- text
- text
allow_variable_data_keys: false
max_cache_size: 0.0
max_cache_fd: 32
valid_max_cache_size: null
optim: adam
optim_conf:
lr: 0.002
weight_decay: 1.0e-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
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- ▁GIRLS
- ▁VISIT
- ▁CHARACTER
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- ▁SE
- ▁BEAR
- ▁PLEASURE
- ▁CHIEF
- ▁FOREST
- ▁BELL
- ▁EXPERIENCE
- ▁STRUCK
- ▁CARRY
- ORY
- ▁WARM
- 'NO'
- ▁WORTH
- ▁SAYING
- ▁SILENCE
- ▁CROSS
- ▁JE
- ▁H
- ▁BEAUTY
- PH
- ▁DEAL
- KE
- ▁SECRET
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- ▁RO
- ▁NEARLY
- ▁CHA
- ▁YOUTH
- ▁CAP
- HA
- ▁BIT
- ▁LIE
- ▁ATTENTION
- ▁STANDING
- ▁STAR
- ▁RESPECT
- ▁FURTHER
- ATIONS
- ▁ROCK
- ▁BOW
- EM
- ▁EARLY
- ▁MOUTH
- ▁BOAT
- UB
- ▁IMMEDIATELY
- ▁EXCEPT
- SHIP
- ▁PICTURE
- ▁BRIGHT
- ▁WA
- ▁GREW
- ▁LEAD
- ▁CUR
- ▁TONE
- RRY
- RS
- ▁WIDE
- CHE
- ▁FORTH
- IG
- OS
- ▁NEITHER
- ▁YOURSELF
- ▁SMILE
- ▁DRESS
- ▁OPINION
- ▁HAPPENED
- ▁WAIT
- ▁SIT
- ▁SHIP
- ▁AH
- ▁DESIRE
- ▁THICK
- ▁THIRD
- ▁GRAND
- ▁FOLLOW
- ▁GATHER
- ▁HILL
- ALLY
- ▁COMPANY
- ▁CHAIR
- DER
- ▁TOP
- ▁PAR
- ▁LENGTH
- ▁THIRTY
- ▁MINE
- ▁MI
- ▁EAT
- ▁EQUAL
- ▁AFRAID
- ▁FRESH
- ▁TAIL
- ▁FILLED
- ▁SU
- ▁MINUTES
- ▁FAST
- BU
- ▁ENTER
- ▁QUEEN
- ▁UTTER
- AG
- ▁FLOOR
- ▁SHA
- DI
- ▁HEAVEN
- ▁STOPPED
- ▁GUARD
- ▁HALL
- ▁BAR
- ▁COMPLETE
- ▁NINE
- ▁WEEK
- ▁GOLD
- VA
- ▁FIFTY
- ▁BEAT
- ▁PRESS
- ▁ATTEMPT
- ▁EXCLAIMED
- DO
- ▁CONF
- ▁SEEMS
- ▁STARTED
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- ▁HAR
- ▁EXPRESSION
- ▁TRA
- ▁WONDERFUL
- ▁SAINT
- ▁APPEARANCE
- ▁GRAVE
- ▁OFFICE
- ▁INSTEAD
- ▁SILENT
- ▁SOUTH
- ▁AGO
- ▁CAMP
- ▁LOVED
- ▁PATH
- ▁LEARN
- ▁PLAN
- ▁GOVERNMENT
- OUR
- PPED
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- ▁SEAT
- TEN
- RESS
- SIDE
- ▁MOVED
- ▁DIE
- ▁RESULT
- ▁SPRING
- ▁PLEASE
- ▁RI
- ▁NATURAL
- ▁ANNE
- ▁STA
- ▁CORNER
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- ▁IMPOSSIBLE
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- ▁SUIT
- ▁MUSIC
- PI
- ▁TRY
- ▁DIED
- ▁TEARS
- ▁JU
- ▁COMFORT
- ▁DANGER
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- ▁PROPERTY
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- CON
- ▁CR
- ▁BROKEN
- ▁MASS
- EVER
- IER
- ▁EXPRESS
- ▁POCKET
- ▁SCARCE
- ▁SELF
- NY
- ▁MADAME
- ▁LAUGHED
- ▁TOUCH
- ▁APPEAR
- ▁LONDON
- ▁SAFE
- ▁SHARP
- ▁ATTACK
- ▁JANE
- ▁COVERED
- ▁OUTSIDE
- ▁WHATEVER
- ▁PLACED
- ▁RACE
- ▁SHORE
- ▁LAID
- ▁ROMAN
- ▁PERSONAL
- UP
- AU
- ▁REMAINED
- ▁HAPPINESS
- ▁AFTERNOON
- ▁DISTANCE
- ▁STORM
- ▁MARRIED
- ▁FRANK
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- ▁TALKING
- ▁JO
- ▁QUICK
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- AND
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- ▁FRENCH
- ▁V
- LEY
- ▁PARTICULAR
- ▁START
- ATING
- OO
- LU
- ▁TRANS
- ▁HAPPEN
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- ▁VILLAGE
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- BLE
- ▁BILL
- ▁SAVE
- ACT
- ▁SOCIETY
- ▁MAJOR
- ▁QUARTER
- ▁SKY
- ▁GUESS
- CY
- ▁SAD
- ILE
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- ▁PLEASANT
- ▁STRAIGHT
- ▁STRENGTH
- ▁FORTUNE
- ▁WRONG
- ▁COMMAND
- ▁BOX
- ▁QUIET
- ISE
- ▁JA
- IBLE
- ▁TREAT
- ▁GLANCE
- ▁NECESSARY
- ▁FORGET
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- ▁WINTER
- ▁DREW
- ▁WAV
- ▁PLAIN
- ▁ENTIRELY
- ▁TEA
- ▁SOFT
- ▁QUICKLY
- ▁INFLUENCE
- ▁DINNER
- ▁FOOD
- ▁CHAPTER
- ▁YE
- ▁REACH
- ▁GETT
- ▁PAPER
- ▁GIVING
- ▁BEGINNING
- ▁SEND
- ▁FIGHT
- ▁SCENE
- ▁RUSH
- ▁PI
- ▁MARK
- ▁NA
- ▁BROKE
- ▁CLASS
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- UFF
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- ▁JOURNEY
- ▁ANXIOUS
- ▁LIPS
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- IGHT
- GO
- ▁CONSIDER
- ▁PROBABLY
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- ▁HISTORY
- ▁LAKE
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- ▁SEEING
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- ▁FORTY
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- ▁BEGIN
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- ACK
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- ▁PLEASED
- ▁ENEMY
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- LIE
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- ▁DECLARED
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- ▁HENRY
- ▁JERRY
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- LET
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- ▁PREVIOUS
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- ▁AUTHORITY
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- ▁APPROACHED
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- ▁RANK
- ▁MATTERS
- ▁LOVELY
- AW
- ▁PAT
- ▁WORKING
- ▁CONSEIL
- ▁EVIDENCE
- ▁MERCHANT
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- ▁DELAY
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- ▁MENTION
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- ▁DESIRED
- SCAR
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- ITCH
- BEL
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- LAC
- GGING
- ▁REFLECT
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- ▁STAGE
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- ▁GAIN
- ▁MIST
- ▁ORDERS
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- ▁SQUARE
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- ▁PERMIT
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- GON
- ▁WRITING
- ▁INCREASED
- ▁PORTION
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- ▁INTENDED
- ▁NAMED
- RATION
- ▁NOTIC
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- ▁WILLING
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- ▁SERVED
- ▁BAL
- ▁POSSESS
- ▁CRE
- ▁ADMIRATION
- ▁LIBERTY
- ▁OPPORTUNITY
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- ▁BIRTH
- ▁GLOW
- ▁INCLUD
- ▁REQUEST
- ▁TYPE
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- ▁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
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- ▁APARTMENT
- ▁FLIGHT
- ▁ELDER
- ▁PUR
- ▁PAGE
- ▁DUST
- ▁GAZE
- ▁NATIONAL
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- DDING
- ISTS
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- CAL
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- AFF
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- UNG
- ▁LINES
- GUE
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- ETH
- ▁ELEANOR
- ▁EXPLANATION
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- ▁PRINCIPAL
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- ▁UNUSUAL
- ▁BLUFF
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- ▁INCOME
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- ▁LAUGHTER
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- ▁ZE
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- ▁FLOWER
- ▁TERMS
- ▁EMPLOYED
- OCK
- ▁PARTICULARLY
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- ▁ADDRESSED
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- ▁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
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- ▁DAWN
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- HOUSE
- ▁MENTIONED
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- ITUDE
- ▁CONCLUDED
- ▁ALTER
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- ▁HIGHEST
- ▁SAILOR
- MPLE
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- IFICATION
- RID
- ▁DESCRIBED
- ▁BIN
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- ▁STARTLED
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- SHONE
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- ▁DENI
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- ▁INQUIRED
- ▁DEFI
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- ▁WRETCHED
- ▁PACE
- ▁TEST
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- ▁ENTIRE
- ▁NET
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- ▁PRODUCE
- ▁GAINED
- ▁ARRIVAL
- ▁FAMILIAR
- ▁MEANWHILE
- ▁SUSPICION
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- ▁MERIT
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- ▁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
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- ▁ASSERT
- ▁SANK
- ▁TREATMENT
- ECI
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- ▁EXTREMELY
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- ▁FACTOR
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- ▁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
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- ▁ANNIE
- ▁SHELTER
- ▁IMPROV
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- ▁MASK
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- ▁ESCAPED
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- HIN
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- ▁RANG
- ▁TEAR
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- ▁OFFICER
- ▁TRAP
- ▁OCCUR
- ▁APPOINTED
- ▁ATMOSPHERE
- ▁CHOOSE
- ▁CONCLUSION
- ▁CULTIVAT
- ▁DESCRIPTION
- ▁ENORMOUS
- ▁EXHAUSTED
- ▁LANDSCAPE
- ▁NATASHA
- ▁PROSPECT
- ▁REFRESH
- ▁SPECIES
- ▁SURROUNDED
- ▁WEAPON
- ▁BLANK
- ▁DEFEND
- ▁EDITH
- ▁HORRIBL
- ▁BETRAY
- ▁FERKO
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- ▁RESUMED
- ▁LEAF
- ▁MUSKET
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- ▁BREAKING
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- ▁BEHAV
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- ▁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
- ▁ENTHUSIASM
- ▁EXECUTION
- ▁HYACINTH
- ▁PERCEVAL
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- ▁SCREAM
- ▁PUPIL
- ▁RETIRED
- ▁STEEP
- ▁SUMMIT
- ▁MISERABLE
- ▁STRICT
- ▁MINGLED
- ▁DEFEAT
- ▁REVEAL
- ▁LOVING
- ▁GOOSE
- ▁ECHO
- ▁AWAIT
- ▁MOOD
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- ▁CELL
- ▁ENGAGEMENT
- ▁PRECED
- ▁SOMEONE
- ▁ARRANGEMENT
- ▁PICKET
- ▁GASP
- ▁HUMOR
- ▁INVITATION
- ▁JOB
- WITHSTAND
- ▁LAMENT
- ▁CLASSES
- ▁HUNGER
- ▁DISPOSED
- ▁STEAMER
- ▁FEARFUL
- ▁GER
- ▁FINAL
- ▁FLAG
- ▁JULY
- ▁DIG
- WORK
- ▁OPPOS
- ▁ANXIETY
- ▁AUDIENCE
- ▁BACHELOR
- ▁COLUMN
- ▁HANDKERCHIEF
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- ▁DISPLEAS
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- ▁JOSEPH
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- ▁POSSIBILITY
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- SCRIBED
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- ▁SOBB
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- ▁PEAK
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- FARE
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- LUSIVE
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- HOLD
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- ▁INCLINATION
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- ▁GREEK
- ▁BUNDLE
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- ▁EXCEEDINGLY
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- TEXT
- ▁REFERENCE
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- DUCED
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- ▁ABSENT
- ▁PULSE
- ▁PRESUM
- ▁CRANE
- ▁NEIGHBOURHOOD
- ▁SUNSET
- ▁CANNON
- ▁GRAPE
- ▁SOFA
- ▁DRANK
- MINOUS
- ▁DECLARATION
- ▁CLOSING
- ▁MEEK
- ▁STARV
- ▁BUNCH
- ▁PERFORMANCE
- ▁ENTERTAINMENT
- ▁STRIV
- ▁EMILY
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- MPOSED
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- POST
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- ▁CEASE
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- BOUND
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- ▁SUPERINTEND
- ▁BISCUIT
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- ▁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
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- ▁CHERISH
- ▁SPEAR
- ▁SUGAR
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- ▁NORMAL
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- LICK
- JA
- ▁ANNOUNC
- FORE
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- ▁REALIZE
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- MOUTH
- FOOT
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- ▁ULTIMATE
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- ▁APPRECIATE
- ▁APPREHENSION
- ▁AVENUE
- ▁AWKWARD
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- ▁CHIMNEY
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- ▁CONVENIENT
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- ▁ELEGANT
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- ▁CHEAP
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- ▁ENVY
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- ▁LINK
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- ▁DEBATE
- ▁STEER
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- ▁SETTL
- ▁VENERA
- ▁FEATURE
- ▁TERRIBL
- CAPABLE
- OLOGICAL
- ▁INCESSANT
- ▁RESOLUTE
- SHAUGHNESSY
- ▁ABOLITION
- ▁ASSASSIN
- ▁BEHAVIOUR
- ▁BLUNT
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- ▁CONSTANTINOPLE
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- ▁INSPECT
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- ▁ATLANTIC
- ▁LUFTON
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- ▁CHOPIN
- ▁ENLIST
- Q
- <sos/eos>
init: null
input_size: null
ctc_conf:
dropout_rate: 0.0
ctc_type: builtin
reduce: true
ignore_nan_grad: true
joint_net_conf: null
model_conf:
ctc_weight: 0.3
lsm_weight: 0.1
length_normalized_loss: false
use_preprocessor: true
token_type: bpe
bpemodel: data/en_token_list/bpe_unigram5000/bpe.model
non_linguistic_symbols: null
cleaner: null
g2p: null
speech_volume_normalize: null
rir_scp: null
rir_apply_prob: 1.0
noise_scp: null
noise_apply_prob: 1.0
noise_db_range: '13_15'
frontend: default
frontend_conf:
n_fft: 512
win_length: 400
hop_length: 160
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
- 27
num_freq_mask: 2
apply_time_mask: true
time_mask_width_ratio_range:
- 0.0
- 0.05
num_time_mask: 5
normalize: global_mvn
normalize_conf:
stats_file: exp/asr_stats_raw_en_bpe5000_sp/train/feats_stats.npz
preencoder: null
preencoder_conf: {}
encoder: transformer
encoder_conf:
output_size: 256
attention_heads: 4
linear_units: 1024
num_blocks: 18
dropout_rate: 0.1
positional_dropout_rate: 0.1
attention_dropout_rate: 0.1
input_layer: conv2d
normalize_before: true
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
required:
- output_dir
- token_list
version: 0.10.6a1
distributed: false
Citing ESPnet
@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:
@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}
}
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