ESPnet2 ASR model

`jkang/espnet2_librispeech_100_conformer`

This model was trained by jaekookang using librispeech_100 recipe in espnet.
Gradio Demo: 🤗 ESPNet2 ASR Librispeech Conformer

Demo: How to use in ESPnet2

cd espnet
git checkout 140704c146f8beeed74973f5258379f6133dcdfb
pip install -e .
cd egs2/librispeech_100/asr1
./run.sh --skip_data_prep false --skip_train true --download_model jkang/espnet2_librispeech_100_conformer

RESULTS

Environments

date: Fri Feb 11 01:42:52 KST 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: 140704c146f8beeed74973f5258379f6133dcdfb
- Commit date: Tue Feb 8 16:06:02 2022 -0500
GPU: NVIDIA GeForce RTX 3090 (single GPU took: 13h)

asr_conformer_lr2e-3_warmup15k_amp_nondeterministic

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	54402	94.5	5.1	0.4	0.7	6.3	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	50948	84.8	13.7	1.5	2.1	17.3	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	52576	94.2	5.3	0.5	0.8	6.6	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	52343	84.7	13.8	1.5	2.0	17.3	81.5

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	288456	98.2	1.1	0.8	0.7	2.5	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	265951	93.3	4.1	2.6	2.0	8.7	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	281530	98.0	1.1	0.9	0.7	2.7	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	272758	93.5	4.0	2.5	1.9	8.4	81.5

TER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
decode_asr_asr_model_valid.acc.ave/dev_clean	2703	69558	92.0	5.0	3.0	0.7	8.7	56.6
decode_asr_asr_model_valid.acc.ave/dev_other	2864	64524	81.3	13.2	5.4	2.4	21.1	80.7
decode_asr_asr_model_valid.acc.ave/test_clean	2620	66983	91.8	5.1	3.1	0.6	8.8	57.4
decode_asr_asr_model_valid.acc.ave/test_other	2939	66650	81.2	13.1	5.7	2.1	20.9	81.5

ASR config

expand

config: conf/train_asr.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_conformer_lr2e-3_warmup15k_amp_nondeterministic
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
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- M
- ▁WILL
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- ▁THEN
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- P
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- ▁DID
- ▁THAN
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- L
- G
- AL
- IN
- ▁UPON
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- ▁WELL
- ▁OTHER
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- ▁TWO
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- ▁OUR
- O
- EN
- RE
- ▁MADE
- U
- ▁AFTER
- ▁SEE
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- ▁DOWN
- ▁BEFORE
- LL
- ST
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- ▁OLD
- ▁DAY
- ▁MISS
- ▁GREAT
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- ▁KNOW
- OR
- ▁SUCH
- ▁GOOD
- ▁WAY
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- ▁THESE
- ▁CAME
- ▁UN
- ▁SHOULD
- ▁HOW
- ▁MISTER
- ▁GO
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- ▁WHERE
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- ▁NEVER
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- ▁BACK
- ION
- 'ON'
- ▁LONG
- F
- ▁AGAIN
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- LE
- ▁MEN
- ▁EVEN
- NESS
- ▁MIGHT
- ▁OWN
- ▁MAY
- K
- ▁HIMSELF
- ▁SAY
- ▁JUST
- ▁THROUGH
- ▁RE
- ▁AM
- ▁ITS
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- ▁DE
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- I
- ▁HAND
- ▁THINK
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- ▁HERE
- IC
- H
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- ▁LIFE
- IT
- ▁EYES
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- ABLE
- ▁EVERY
- ▁DON
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- ▁AWAY
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- W
- ▁STILL
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- ▁O
- ▁HEAD
- AN
- ▁FOUND
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- TH
- ▁RIGHT
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- ▁FACE
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- ▁ROOM
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- RA
- V
- ▁ASKED
- ▁TELL
- ERS
- ▁SAME
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- ▁LEFT
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- ▁FATHER
- ▁PUT
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- ▁TOOK
- ▁LET
- ▁ALWAYS
- ▁SEEMED
- ▁PART
- IL
- UR
- ▁WHY
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- ▁LOVE
- CE
- ▁MIND
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- ▁HEARD
- ▁SOON
- ▁LOOK
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- ▁BECAUSE
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- ▁T
- EL
- ▁D
- ▁SOMETHING
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- ▁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
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- ▁DIDN
- ▁LORD
- ▁RED
- ARY
- ▁GIVEN
- ▁SIX
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- ▁DARK
- ▁DEAD
- ▁STRONG
- ▁SON
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- ▁HELD
- ▁ABOVE
- ▁REALLY
- ▁BEAUTIFUL
- ▁SECOND
- ARD
- ▁EVENING
- ▁CON
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- ▁DOUBT
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- ▁STRANGE
- ▁FEEL
- ▁HO
- ▁IMP
- WARD
- AUGHT
- ▁CAPTAIN
- ▁USE
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- ▁KEPT
- ▁BR
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- ▁PRE
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- ▁BED
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- ▁SUN
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- ▁TH
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- ▁EITHER
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- ▁THOU
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- ▁ABLE
- ▁DIFFERENT
- ▁SEVERAL
- ▁DAUGHTER
- ▁WON
- ▁WIND
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- ▁LOST
- ▁READ
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- DE
- ▁NUMBER
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- ▁ILL
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- ▁CUT
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- PER
- ▁PA
- ▁TROUBLE
- ▁GLAD
- HE
- ▁SLEEP
- MEN
- ▁LATE
- ▁MEANS
- ▁ASK
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- ▁RAN
- AK
- ▁HORSE
- ▁USED
- WAY
- OP
- ▁WINDOW
- ▁SNOW
- ▁PAST
- ▁OBJECT
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- 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
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- ▁PER
- ▁IDEA
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- PT
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- LES
- ▁ART
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- ▁LETTER
- IAL
- ▁THANK
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- ▁COURT
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- ILY
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- ▁SH
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- ▁CARRY
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- ▁STAR
- ▁RESPECT
- ▁FURTHER
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- ▁MOUTH
- ▁BOAT
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- ▁IMMEDIATELY
- ▁EXCEPT
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- ▁PICTURE
- ▁BRIGHT
- ▁WA
- ▁GREW
- ▁LEAD
- ▁CUR
- ▁TONE
- RRY
- RS
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- ▁FORTH
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- OS
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- ▁SMILE
- ▁DRESS
- ▁OPINION
- ▁HAPPENED
- ▁WAIT
- ▁SIT
- ▁SHIP
- ▁AH
- ▁DESIRE
- ▁THICK
- ▁THIRD
- ▁GRAND
- ▁FOLLOW
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- ▁HILL
- ALLY
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- ▁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
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- ▁GUARD
- ▁HALL
- ▁BAR
- ▁COMPLETE
- ▁NINE
- ▁WEEK
- ▁GOLD
- VA
- ▁FIFTY
- ▁BEAT
- ▁PRESS
- ▁ATTEMPT
- ▁EXCLAIMED
- DO
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- ▁STARTED
- ▁EL
- ▁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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- ▁INVARIABL
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- COGNI
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- ▁FEATURE
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- CAPABLE
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- ▁ENLIGHTEN
- ▁FRIGATE
- ▁INSPECT
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- ▁LUFTON
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- ▁PRETTI
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- ▁INDESCRIBABLE
- ▁INDUSTRI
- ▁INVALID
- ▁MERCILESS
- ▁MESOPOTAMIA
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- ▁TYRANN
- ▁UNANIMOUS
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- ▁VICINITY
- ▁WREATH
- ▁ZADIG
- ▁CHATEAU
- ▁CONFRONT
- ▁DUCHESS
- ▁EMBODI
- ▁FEMININ
- ▁FURNACE
- ▁MONTONI
- ▁RENOWN
- ▁SMASH
- ▁HARVARD
- ▁NEWBERRY
- ▁PERFUME
- ▁SIGNATURE
- ▁SPLASH
- ▁SUPPOSITION
- ▁HARBOUR
- ▁ASSURANCE
- ▁BRISTOL
- ▁BUCKINGHAM
- ▁DUDLEY
- ▁INTENSITY
- ▁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: conformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    linear_units: 1024
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.1
    input_layer: conv2d
    normalize_before: true
    macaron_style: true
    rel_pos_type: latest
    pos_enc_layer_type: rel_pos
    selfattention_layer_type: rel_selfattn
    activation_type: swish
    use_cnn_module: true
    cnn_module_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
required:
- output_dir
- token_list
version: 0.10.7a1
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}
}

jkang
/

espnet2_librispeech_100_conformer

ESPnet2 ASR model

`jkang/espnet2_librispeech_100_conformer`

Demo: How to use in ESPnet2

RESULTS

Environments

asr_conformer_lr2e-3_warmup15k_amp_nondeterministic

WER

CER

TER

ASR config

Citing ESPnet

Spaces using jkang/espnet2_librispeech_100_conformer 2