ESPnet2 ASR model

`hchung1017/aihub_012_streaming_transformer`

This model was trained by hchung1017 using aihub_012 recipe in espnet.

Demo: How to use in ESPnet2

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

cd espnet
git checkout f4d7fead71e2a99541a8d3d66d6e00a33d9e82df
pip install -e .
cd egs2/aihub_012/asr1
./run.sh --skip_data_prep false --skip_train true --download_model hchung1017/aihub_012_streaming_transformer

RESULTS

Environments

date: Thu Jun 22 19:10:44 KST 2023
python version: 3.8.16 (default, Mar 2 2023, 03:21:46) [GCC 11.2.0]
espnet version: espnet 202304
pytorch version: pytorch 1.13.1
Git hash: f4d7fead71e2a99541a8d3d66d6e00a33d9e82df
- Commit date: Wed May 24 14:58:35 2023 -0400

exp/asr_train_asr_streaming_transformer_raw_ko_bpe5000_sp/decode_asr_streaming_asr_model_valid.acc.ave

WER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
org/dev	797676	3794053	89.3	9.3	1.3	1.5	12.1	29.5

CER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
org/dev	797676	17636048	94.6	3.1	2.4	1.7	7.2	29.5

TER

dataset	Snt	Wrd	Corr	Sub	Del	Ins	Err	S.Err
org/dev	797676	4325914	87.8	8.3	3.9	1.5	13.8	29.5

ASR config

<details><summary>expand</summary>

config: conf/train_asr_streaming_transformer.yaml
print_config: false
log_level: INFO
dry_run: false
iterator_type: sequence
output_dir: exp/asr_train_asr_streaming_transformer_raw_ko_bpe5000_sp
ngpu: 1
seed: 0
num_workers: 1
num_att_plot: 0
dist_backend: nccl
dist_init_method: env://
dist_world_size: 8
dist_rank: 0
local_rank: 0
dist_master_addr: localhost
dist_master_port: 32945
dist_launcher: null
multiprocessing_distributed: true
unused_parameters: false
sharded_ddp: false
cudnn_enabled: true
cudnn_benchmark: false
cudnn_deterministic: true
collect_stats: false
write_collected_feats: false
max_epoch: 50
patience: null
val_scheduler_criterion:
- valid
- acc
early_stopping_criterion:
- valid
- cer_ctc
- min
best_model_criterion:
-   - valid
    - acc
    - max
keep_nbest_models: 10
nbest_averaging_interval: 0
grad_clip: 5
grad_clip_type: 2.0
grad_noise: false
accum_grad: 1
no_forward_run: false
resume: true
train_dtype: float32
use_amp: false
log_interval: null
use_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: 35000000
valid_batch_bins: null
train_shape_file:
- exp/asr_stats_raw_ko_bpe5000_sp/train/speech_shape
- exp/asr_stats_raw_ko_bpe5000_sp/train/text_shape.bpe
valid_shape_file:
- exp/asr_stats_raw_ko_bpe5000_sp/valid/speech_shape
- exp/asr_stats_raw_ko_bpe5000_sp/valid/text_shape.bpe
batch_type: numel
valid_batch_type: null
fold_length:
- 51200
- 150
sort_in_batch: descending
sort_batch: descending
multiple_iterator: false
chunk_length: 500
chunk_shift_ratio: 0.5
num_cache_chunks: 1024
chunk_excluded_key_prefixes: []
train_data_path_and_name_and_type:
-   - /data/dump/aihub_012/raw/train_sp/wav.scp
    - speech
    - sound
-   - /data/dump/aihub_012/raw/train_sp/text
    - text
    - text
valid_data_path_and_name_and_type:
-   - /data/dump/aihub_012/raw/dev/wav.scp
    - speech
    - sound
-   - /data/dump/aihub_012/raw/dev/text
    - 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: 0.0015
scheduler: warmuplr
scheduler_conf:
    warmup_steps: 25000
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- ▁SIX
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- ▁TINA
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- R
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- ES
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- ▁HELPING
- ▁ZOO
- ▁SHOULDN
- ▁FAN
- ▁EGGS
- ▁ELLA
- ▁RESTAURANT
- ▁CHIPS
- ▁BIGGER
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- ▁CATS
- ▁STUDYING
- ▁TONIGHT
- ▁BRADY
- ▁SERIOUS
- ▁FORGOT
- ▁VISIT
- ▁BUILDING
- ▁SET
- ▁HANDSOME
- ▁CLAUS
- ▁RALPH
- ▁COMPANY
- ▁SEAT
- ▁ANDREW
- ▁WITHOUT
- EN
- ▁MEAT
- ▁BOARD
- ▁CLASSES
- ▁FLY
- ▁BIT
- ▁ANGELA
- ▁POLICE
- ▁BET
- ▁FINISHED
- ▁EITHER
- ▁SKY
- ▁POLIA
- ▁EIGHT
- ▁AMAZING
- ▁INSIDE
- ▁SATURDAY
- ▁DINOSAUR
- ▁DEVERYTHING
- ▁BRUSH
- ▁VIVIEN
- ▁BREAKFAST
- ▁QUICKLY
- ▁HEAD
- ▁CAROL
- ▁EACH
- ▁BANANAS
- ▁JAZZ
- ▁OWEN
- ▁LEAVES
- ▁HELPED
- ▁WINTER
- ▁REAL
- ▁TRUTH
- ▁RIVER
- ▁ROAD
- ▁ANNA
- ▁INTERESTED
- ▁EVERYBODY
- ▁HIMSELF
- ▁TAKES
- ▁LADDER
- ▁BOTH
- ▁CLASSROOM
- ▁STUDIED
- ▁HALL
- MAS
- ▁STARTED
- ▁THO
- ▁REFUND
- ▁EARLY
- ▁MARK
- ▁TRIED
- ▁CRY
- ▁CUP
- ▁DEAL
- ▁LEGS
- ▁PARTNER
- ▁NINE
- ▁MONTH
- ▁CRYSTAL
- ▁MRS
- ▁WHOM
- ▁QUIET
- ▁TICKET
- ▁TRYING
- ▁JELLY
- ▁TEST
- ▁OFFICE
- ▁BICYCLE
- ▁HOSPITAL
- ▁POOL
- ▁DOGS
- ▁LIVES
- ▁NOISY
- ▁TASTE
- ▁FEET
- ▁PASTA
- ▁HANS
- AL
- ▁PAST
- ▁PRIZE
- ▁KEY
- ▁COUPON
- ▁TIMMY
- ▁AREN
- ▁MEMO
- ▁TEACHE
- ▁PRACTICING
- ▁ANIMAL
- ▁MOUTH
- ▁WORLD
- ▁UNDER
- ▁WATCHING
- ▁FELL
- ▁DRIVE
- ▁BEACH
- ▁CLEAR
- ▁JOKES
- ▁GAVIN
- ▁ADD
- CLOCK
- ▁HELPER
- ▁JULIE
- ▁WEIRD
- ▁SINCE
- ▁MILLER
- ▁TIE
- ▁FRUITS
- ▁HOUR
- ▁ANIMALS
- ▁TWICE
- ▁WARM
- ▁LARGE
- ▁UNTI
- ▁JAMES
- ▁DOLLARS
- ▁STORIES
- ▁MEAL
- ▁APPLES
- ▁CRYING
- ▁DIET
- ▁HEADPHONES
- ▁MEMORI
- ▁COMPLIMENT
- ▁TRIANGLE
- ▁DIARY
- ▁TOWER
- ▁EYE
- ▁SALE
- ▁BUILT
- ▁CARROT
- ▁ORDERED
- ▁ITEM
- ▁SLOW
- ▁NAOMI
- ▁TUESDAY
- ▁SENSE
- ▁PARENTS
- ▁GIV
- ▁BUSINESS
- ▁EVER
- ▁TYLER
- ▁FORWARD
- ▁CELL
- ▁SHUT
- ▁COAT
- ▁PRINCE
- ▁HATE
- ▁PUPPET
- ▁FULL
- ▁WOULDN
- ▁TERRIBLE
- ▁CARDS
- ▁MAP
- ▁STAMP
- ▁SNACK
- ▁SNOW
- ▁RUBY
- ▁SLOWLY
- ▁EDDY
- ▁EASILY
- ▁LAZY
- ▁BLOCKS
- ▁EARS
- ▁COLORS
- ▁TTEOKBOKKI
- ▁CAREFULLY
- ▁MARRIED
- ▁VILLAGE
- ▁HEADACHE
- ▁MOUNTAIN
- ▁PETER
- ▁FAT
- ▁MARRY
- WEEN
- ▁RYAN
- ▁DISHES
- ▁JIM
- ▁FIELD
- ▁CINDY
- ▁FEW
- ▁STARS
- ▁UMBRELLA
- ▁GROW
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- ▁BASKETBALL
- ▁PART
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- ▁ADVICE
- ▁ARMS
- SE
- ▁PHOTOS
- ▁KICKBOARD
- ▁JACOB
- ▁DANGER
- ▁BOOTS
- ▁GIANT
- ▁BATH
- ▁VISITOR
- ▁PROMISED
- ▁SNAKE
- ▁GLASS
- ▁RAISE
- ▁SPICY
- ▁TURNED
- ▁MEETING
- ▁VIOLIN
- ▁MINUTE
- ▁DAISY
- ▁BUTTON
- ▁OTHERS
- ▁DELIVERY
- ▁WASN
- ▁JOGGING
- ▁SOFA
- ▁FINGERS
- ▁NICOLE
- ▁TALLER
- ▁RUNS
- ▁BENJAMIN
- ▁GOLD
- ▁LUCAS
- ▁SNOWMAN
- ▁LOVED
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- ▁STRAIGHT
- ▁AGAINST
- ▁BALLOONS
- ▁KEPT
- ▁CLOSED
- ▁PENS
- ▁MAX
- ▁LEG
- ▁FILL
- ▁QUIT
- ▁ANYBODY
- ▁JEFF
- ▁ANN
- ▁EVAN
- ▁MISSED
- ▁TAEKWONDO
- ▁JOY
- ▁PUSH
- ▁WOODWARD
- ▁ROSS
- ▁LISA
- ▁PULL
- ▁NECTAR
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- ▁RABBITS
- ▁BOW
- ▁BUGS
- ▁SAFE
- GETTING
- ▁CASH
- ▁LAMP
- ▁DOLLS
- ▁YUMMY
- ▁MEDICINE
- ▁SPORTS
- ▁ENDS
- ▁BASEBALL
- ▁THROUGH
- ▁CENTER
- ▁FIGHTER
- ERS
- ▁PACKAGE
- ▁WORMS
- ▁SHAPE
- ▁DISAPPOINTED
- ▁PHILLIP
- ▁DINOSAURS
- ▁SALAD
- ▁HAMBURGER
- ▁COOKIES
- ▁PASS
- ▁CHEAP
- ▁STAGE
- ▁COLORED
- ▁TYPE
- ▁EVENING
- ▁CRIED
- ▁SHOWER
- ▁WALLET
- ▁FIFTEEN
- ▁HERO
- ▁USUALLY
- ▁GATE
- ▁TEAM
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- ▁SOLD
- ▁CRAYON
- LE
- ▁HIDE
- ▁BODY
- ▁MEN
- ▁HAIRSTYLES
- ▁BOAT
- ▁WONDER
- ▁RAIN
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- ▁CHILD
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- ▁BUG
- ▁LONGER
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- ▁AIR
- ▁STOMACHACHE
- ▁ASKING
- ▁OWNER
- ▁KNEW
- ▁BELT
- I
- ▁MAGAZINE
- ▁HOP
- ▁SUGAR
- ▁END
- ▁TAKING
- ▁LIGHTS
- ▁EMPTY
- ▁PUPPY
- ▁DUCK
- ▁SUPERMARKET
- ▁APARTMENT
- ▁ADDRESS
- ▁MACHINE
- ▁JASON
- ▁CARRY
- ▁DRY
- ▁EXCITING
- ▁BOTTLE
- ▁RIDING
- ▁CHARCOAL
- ▁TRAVIS
- ▁UGLY
- ▁CAUGHT
- ▁PROBAB
- ▁PROJECT
- ▁LISTENING
- ▁JUGGLE
- ▁ROPE
- ▁BILL
- ▁HOURS
- ▁MOLLY
- ▁SOPHIE
- ▁WEARS
- ▁LIFE
- ▁CAFE
- ▁HURTS
- ▁RELAX
- ▁TED
- ▁COPY
- ▁COTTON
- ▁ALONG
- ▁OFFER
- ▁DATE
- ▁LI
- ▁YOUTUBE
- ▁JOKE
- ▁BARREL
- ▁DIED
- ▁SINGS
- ▁SEVERAL
- ▁TALENT
- ▁CARTER
- ▁PASSWORD
- ▁CASE
- ▁SCISSORS
- ▁YORK
- ▁FANTASTIC
- ▁CLOUDY
- ▁ROUND
- ▁BUILD
- ▁PRINCESS
- ▁RAINY
- ▁GRAPES
- ▁SKIRT
- ▁LION
- ▁FASTER
- ▁FASHION
- ▁AD
- ▁EXPLAIN
- ▁DOCK
- ▁MATCH
- ▁BOMB
- ▁STADIUM
- ▁WOODS
- ▁FALL
- ▁MAD
- ▁TRUCK
- ▁STEP
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- ▁KIDDING
- ▁MOON
- ▁BEAN
- ▁PICKED
- ▁LESSON
- ▁KNOWN
- ▁HAPPENING
- ▁BLUEBERRIES
- ▁SANDWICHES
- ▁BUTTER
- ▁BEDROOM
- ▁ABOVE
- ▁LEGO
- ▁HELENA
- ▁FOOTPRINT
- ▁SHIP
- ▁TAP
- ▁HILL
- ▁CHURCH
- ▁GOODBYE
- ▁LEMON
- ▁HUNDRED
- ▁COWARD
- ▁ARRIVED
- ▁WATERMELON
- ▁BOXES
- ▁FINALLY
- ▁MAIN
- ▁KEVIN
- BINGO
- ▁BONES
- ▁SPOKE
- ▁DONUTS
- ▁HENNA
- ▁LETTERS
- ▁PAM
- ▁LESS
- ▁WEDDING
- ▁POCKET
- ▁SHY
- ▁NOWHERE
- ▁MIC
- ▁NAMES
- ▁SONGS
- MED
- ▁DECIDED
- ▁KITCHEN
- ▁SHINING
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- ▁STEAK
- ▁DRUM
- ▁TEDDY
- ▁SHINY
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- ▁ACTING
- ▁NECK
- ▁ROSA
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- ▁QUITE
- ▁HOTEL
- ▁LEATHER
- ▁WIND
- ▁COUSIN
- ▁JANET
- ▁ONIONS
- ▁DEAD
- ▁PROUD
- ▁PET
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- ▁TOILET
- ▁FORTY
- ▁JAKE
- ▁BUTTERFLY
- ▁KICK
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- ▁ABROAD
- ▁TEA
- ▁STARTS
- ▁MEALS
- ▁AIRSHIPS
- ▁SOFT
- ▁MATT
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- ▁WINDY
- ▁PLAYS
- ▁COVER
- ▁WEIGHT
- ▁PURPLE
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- ▁MAT
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- O
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- ▁HELEN
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- ▁HONEST
- ▁LOUDER
- CAME
- ▁3
- ▁DROP
- ▁GUY
- ▁GIRLFRIEND
- ▁RAINING
- ▁SPIDER
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- ▁WATCHED
- ▁B
- ▁LOW
- ▁COUSINS
- ▁OLDER
- DY
- ▁ROCK
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- ▁SHEET
- ▁LAUGH
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- ▁NEIGHBORHOOD
- ▁GRADE
- ▁STICKER
- ▁OPENING
- ▁ALRIGHT
- ▁OFFICER
- ▁PI
- ▁WEDNESDAY
- ▁BITE
- ▁CONTINUE
- TIME
- ▁SAIN
- ▁COSTUME
- ▁MOVED
- ▁BOOKCASE
- ▁DENTIST
- ▁STOPS
- ▁SAM
- ▁APRIL
- ▁THIRSTY
- ▁MOOD
- ▁PEA
- ▁ENTRY
- ▁SERVICE
- ▁ABLE
- ▁FRIED
- ▁W
- ▁FLASH
- ▁KATRINA
- ▁REPAIR
- ▁TI
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- NDA
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- ▁WRITTEN
- ▁CUSTOMERS
- ▁COLLECT
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- ▁EGG
- ▁BAT
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- ▁SAT
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- LIGHT
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- ▁CALLING
- ▁HOLIDAY
- ▁HOLE
- ▁MILLION
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- ▁10
- ▁TAXI
- ▁HASN
- ▁MINDS
- ▁DONALD
- ▁MISTAKES
- ▁SPRING
- ▁MENTION
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- ▁TOWEL
- ▁BEANS
- ▁WILLIAM
- ▁BRIGHT
- ▁STOMACH
- ▁CANDIES
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- ▁FEAR
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- ▁FEVER
- ▁FANS
- ▁STUDIO
- ▁LIAR
- ▁BREAKING
- ▁SLEPT
- ▁TAIL
- ▁BURGER
- ▁MOVIES
- ▁SMOKE
- ▁DANIEL
- ▁WAITER
- ▁PENCILS
- ▁CROSS
- ▁KOREA
- ▁GUARD
- ▁LEARNING
- ▁SUBWAY
- ▁CARS
- ▁SKIP
- ▁MIX
- ▁JEANS
- ▁LIST
- ▁POST
- ▁TRAVEL
- ▁BORROWED
- ▁AWESOME
- ▁RECORDER
- ▁FLOUR
- ▁COW
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- ▁FELT
- ▁WINNER
- ▁CHARACTER
- ▁BALLOON
- ▁RIDDLE
- W
- FUL
- ▁NECKLACE
- ▁GLOVES
- ▁CHANGING
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- ▁BAKERY
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- ▁INVITED
- ▁LAND
- ▁PORK
- ▁TELEPHONE
- ▁SKI
- ▁GUEST
- ▁AMBER
- ▁SHARP
- ▁KITE
- ▁DELI
- ▁MART
- ANNA
- ▁CIRCLE
- ▁FLYING
- ▁SHAKE
- ▁DANCER
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- ▁DESSERT
- ▁SHOCK
- ▁BLOOD
- ▁MENU
- ▁BUMP
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- ▁SKIN
- ▁SHOULDERS
- ▁MICHELLE
- ▁CROSSED
- ▁TICKETS
- ▁DRANK
- ▁OUTFIT
- ▁LAKE
- ▁PAINTER
- ▁ALIEN
- ▁RAINBOW
- ▁WORE
- ▁BAR
- ▁BROTHERS
- ▁DISH
- ▁SIMILAR
- ▁DISPLAY
- ▁GIRAFFE
- ▁FANCY
- ▁THIEF
- ▁HALLWAY
- ▁WAVE
- ▁CARROTS
- PE
- ▁ELDER
- ▁SOMEBODY
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- ▁ACTOR
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- ▁CHOSE
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- ▁ROSE
- ▁LYING
- ▁PANDA
- ▁PEAR
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- ▁DECISION
- ▁NOISES
- ▁TAKEN
- ▁GARLIC
- ▁CHINESE
- ▁ITCHY
- ▁SWORD
- ▁WAITED
- ▁NONE
- ▁SIZE
- ▁ACCEPT
- ▁CAPTAIN
- ▁GRAY
- ▁IDOL
- ▁SMALLER
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- ▁THOUSAND
- ▁LONELY
- ▁RETURNED
- ▁JENNY
- ▁PRACTICED
- ▁NEEDED
- ▁PAIN
- ▁RAP
- ▁THIN
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- ▁SUIT
- ▁BUSH
- ▁SON
- ▁COMPLIMENTS
- ▁FAILED
- ▁RUG
- ▁PAID
- ▁MANGO
- ▁BOYFRIEND
- ▁SCARF
- ELA
- ▁CROWD
- ▁ONLINE
- ▁GREW
- ▁SOCKS
- ▁SEAGULLS
- ▁USING
- ▁MELTED
- ▁OIL
- ▁ADULTS
- ▁KATE
- ▁WHISTLING
- ▁PRAY
- ▁POOR
- ▁SAUCE
- ▁PACKED
- ▁HATS
- ▁BUYING
- ▁AGO
- ▁SCIENCE
- ▁TUNNEL
- ▁DRESSING
- ▁MISSING
- ▁FESTIVAL
- ▁THURSDAY
- ▁PAIR
- ▁SITTING
- ▁SUITCASE
- ▁SHAPES
- ▁WILLY
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- ▁SHOUTED
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- ▁FAIR
- ▁TASTES
- ▁CAFETERIA
- ▁BINGO
- ▁BEGINS
- ▁DOLLAR
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- ▁DINO
- ▁LIFT
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- ▁STUFF
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- ▁ACROSS
- ▁SEOUL
- ▁FRIES
- ▁TAUGHT
- ▁VIDEO
- ▁CREDIT
- ▁HAPPENS
- ▁RACE
- ▁TOUR
- ▁SPAGHETTI
- ▁SWING
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- ▁COUNTRYSIDE
- ▁STAIRS
- ▁HIGHER
- ▁RANGER
- BAG
- ▁PULLED
- ▁LIPSTICK
- ▁VALLEY
- ▁NAP
- ▁FUTURE
- ▁SILENT
- ▁SPEAKER
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- ▁HOLDING
- ▁BOB
- ▁PLANNING
- ▁SUPPOSE
- ▁CLUES
- ▁ANSWERED
- ▁STICK
- ▁WASHED
- ▁CURLY
- ▁RUINED
- ▁SMILING
- ▁UNHAPPY
- ▁KIMBAP
- ▁CAUSE
- ▁CHUNKMONS
- ▁REPEAT
- STOOD
- ▁8
- ▁SHEEP
- ▁LOUDLY
- ▁SLIDE
- ▁KING
- ▁LIME
- ▁SKATING
- ▁SERVE
- ▁SAND
- ▁POWER
- ▁MUSICIANS
- ▁RESTROOM
- ▁SOMEDAY
- ▁GYM
- ▁GOD
- ▁COOKIE
- ▁NUMBERS
- ▁WARNING
- ▁CLASSMATE
- ▁COMPLAIN
- ▁LAUGHED
- ▁BEES
- ▁SAFELY
- ▁DESIGNER
- ▁ORANGES
- B
- ▁RETURNS
- ▁SPEAKING
- ▁GINA
- ▁MARTI
- ▁FEELINGS
- MAN
- ▁TULIP
- ▁BAZAAR
- ▁EMAIL
- ▁STRAWBERRY
- ▁PRESS
- ▁SALT
- ▁PHEW
- ▁COWS
- ▁ENTRANCE
- ▁LEAF
- ▁PAN
- ▁SOUR
- ▁DISEASE
- ▁OPENED
- ▁LUGGAGE
- ▁SWIMSUIT
- ▁PASSED
- ▁ALISON
- ▁SHOVELS
- ▁SENTENCES
- ▁GROUND
- ▁STAYING
- ▁SALES
- ▁JAM
- ▁WRAP
- ▁LATELY
- ▁SHRIMP
- ▁TWELVE
- ▁CHEAPER
- ▁CHECKING
- ▁SEAWEED
- ▁LO
- ▁TURTLES
- ▁DNN
- ▁WHE
- ▁ACT
- ▁LIZARD
- ▁SUCCEED
- ▁STRING
- ▁BASKET
- ▁HINT
- ▁VEGETABLES
- ▁FOOL
- ▁SHOT
- ▁ADULT
- ▁GREG
- ▁TASTY
- ▁FARM
- ▁LIPS
- ▁STARFISH
- ▁NAILS
- C
- ▁FR
- ▁TEARS
- ▁SUPERSTAR
- ▁CLEANS
- ▁HEAT
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- ▁WIG
- ▁BELLA
- WOKE
- ▁5
- ▁BOYS
- IVA
- ▁IMAGINE
- ▁LAUGHING
- ▁WASHING
- ▁FLAT
- ▁STICKERS
- ▁PRETTIER
- ▁KILL
- ▁FLIGHT
- ▁WOMEN
- ▁MOMMY
- ▁CAMP
- ▁MEMBERS
- ▁CUSTOMER
- ▁E
- ▁SINGERS
- 'ON'
- ▁CONTROL
- ▁TIGER
- ▁ZEBRA
- ▁IMPOSSIBLE
- ▁CONSOLE
- ▁CLUE
- ▁FOLD
- ▁BEE
- ▁ANDY
- ▁SEATS
- ▁POUND
- ▁SANG
- ▁DIAMOND
- ▁BATS
- ▁ARTIST
- ▁BABIES
- ▁GARAGE
- ▁INSTEAD
- ▁OLDFASHION
- ▁GIFTS
- ▁RODE
- BIG
- ▁MOUNTAINS
- ▁THUNDER
- ▁DONKEY
- ▁PIGEON
- ROOM
- ▁WORSE
- ▁HAMBURGERS
- ▁ERASER
- ▁TAMBOURINE
- ▁BREATH
- ▁ANNOYED
- ▁HALLOWEEN
- ▁KNOCK
- ▁STUPID
- ▁BANDAGE
- ▁PINEAPPLE
- OUT
- ▁SALTY
- ▁POTATO
- ▁MILES
- ▁COMMENT
- ▁TREATED
- ▁EAR
- ▁SLEDDING
- ▁VIOLET
- ▁BOTTLES
- ▁BRILLIANT
- ▁AUNTIE
- ▁SPEND
- ▁REACH
- ▁PAYING
- ▁APOLOGIZE
- ▁CORNER
- ▁FORGIVE
- ▁RELIEF
- ▁BEHAVE
- ▁DIE
- ▁PRETTIEST
- ▁H
- ▁HEN
- ▁POUR
- ▁NEEDLE
- ▁WORRIES
- ▁LARGER
- ▁CRAZY
- TYFIVE
- ▁DISCOUNT
- ▁HEADED
- ▁TWENTYFIVE
- ▁SOMETIME
- ▁REPORTER
- ▁FEED
- ▁KIMCHI
- ▁TENNIS
- ▁DOLPHIN
- ▁SUNGLASSES
- ▁THREW
- ▁COUNTRY
- ▁HUSBAND
- ▁JAPAN
- ▁TOMATOES
- ▁OK
- ▁POET
- ▁LUKE
- ▁LEND
- ▁LOWER
- ▁SHOVEL
- ▁AMERICA
- ▁BLOSSOMS
- OH
- K
- ▁SAFETY
- TALK
- ▁ASLEEP
- ▁MINER
- ▁PERIOD
- ▁STORYBOOK
- ▁BOWLS
- ▁DOUBT
- ▁MEMORY
- ▁SKINNY
- ▁EARTHQUAKE
- ▁2
- ▁BALLS
- ▁POTATOES
- ▁TROUSERS
- ▁WAR
- ▁FUR
- ▁RUMOR
- ▁CONGRATULATIONS
- ▁EASYGOING
- ▁NURSE
- ▁FLIES
- ▁GROWING
- ▁SMILES
- ▁CHOICE
- ▁ERASE
- ▁COMFORTABLE
- ▁GUIDE
- ▁PE
- ▁CLEVER
- ▁PEACE
- ▁AFTERSCHOOL
- ▁SOAP
- ▁POPCORN
- ▁SUNBLOCK
- ▁INVITE
- ▁AWAKE
- ▁FEMALE
- ▁HIKING
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- X
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- F
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- ONDE
- ▁ENV
- ▁CHASED
- THE
- '4'
- ▁TRACK
- ▁STRANGER
- ASOL
- ▁CHIN
- ▁PUBLI
- ▁DUN
- ▁JUNE
- ▁20
- ▁DOUGHNUT
- ▁DADDY
- PORT
- ▁EMBARRASSING
- ▁UNCOMFORTABLE
- ▁FOREHEAD
- ▁RELATIVES
- ▁DOODLE
- ▁GENTLEMAN
- ▁TAPE
- ▁BANKER
- ▁ACTRESS
- ▁SORT
- ▁REDESIGN
- ▁GRADERS
- ▁KICKING
- ▁LA
- UK
- ▁BARBECUING
- ▁BULLY
- RATE
- ▁JUN
- ▁KOREANS
- ▁CORPORATION
- ▁HEAVIE
- ▁IMPROVE
- ▁OCEAN
- ▁LG
- ▁LAYER
- ▁BRIGHTLY
- ▁CRABS
- ▁PAR
- ▁BLANK
- ▁CALENDAR
- ▁CROCODILE
- ▁SALARY
- ▁CHUSEOK
- ▁CUTEST
- ▁NOR
- ▁MYSTER
- ▁BEND
- ▁INCLUDE
- ▁EXCELLENT
- ▁PAINFUL
- ▁SKEWERS
- ▁CHEERING
- SIZE
- BELT
- RCH
- ▁PLEASANT
- ▁PATH
- ▁QUALITY
- ▁STINGS
- ▁REPAIRING
- ▁DELAY
- ▁RIDES
- ▁ELSA
- ▁SECURITY
- ▁TWENTIETH
- ▁PC
- AH
- ▁NOTES
- RAL
- ▁NORMAL
- ▁DIRECT
- ▁CENT
- ▁APOLOGY
- ▁GARBAGE
- ▁GEE
- ▁WATCHES
- ▁SCISSOR
- ▁CULT
- ▁ECONOMY
- ▁SEASHELL
- ▁HA
- ▁HORSES
- ▁WHEELS
- BYE
- ▁HABIT
- ▁VI
- OOKIE
- ▁BAKING
- ▁CHERISH
- ▁JESUS
- ▁KLEA
- ▁PARTICIPATE
- ▁NICER
- ▁LISTING
- ▁SUPP
- IELD
- ▁CRISPY
- ▁EYESIGHT
- ▁TWITCH
- ▁WORST
- ▁GREETING
- ▁DRYER
- ▁LINES
- ▁DEPRESSED
- RENT
- ▁ROLLS
- LAND
- ▁DOCUMENT
- ▁COCKROACH
- ▁TAX
- ▁LIBER
- ▁FRIGHT
- ▁GARDENVIEW
- ▁JAR
- ▁ONESELF
- ▁PELICAN
- ▁RUSH
- ▁BAKER
- ▁EXPLODED
- ▁CARNATIONS
- ▁BUBBLES
- ▁BREAKS
- ▁EUROPE
- ▁EXCHANGE
- ▁SMASH
- ▁TORONTO
- ▁CEO
- ▁BLEEDING
- ▁IMAGINED
- ▁KIL
- ▁POU
- ▁TAB
- ▁CRUS
- OGRAMS
- ▁ALASKA
- ▁FROWNED
- MAIL
- TWINKL
- ▁SINGLE
- ▁INVENT
- ▁ROD
- ▁EMERGENCY
- PORTER
- ▁COMB
- ▁HUG
- TI
- '...'
- SMITH
- ▁AVOID
- ▁JJAKKUNG
- ▁MATERIALS
- ▁LOSES
- ▁LU
- INA
- FREE
- ▁SERV
- ▁FLU
- ▁REEL
- ▁BACKPACK
- ▁REPRINT
- ▁SIXTEEN
- ▁ZENA
- ROL
- ▁AWARD
- ▁TENK
- ▁NETWORK
- ▁WORKER
- ▁REDUCE
- GUE
- ▁PROTECT
- ▁CONCERN
- ▁CRIMINAL
- ▁FIREFIGHTER
- ▁INCHEON
- ▁SUWON
- ▁VIEWER
- OVER
- ▁ELEVATORS
- OR
- ▁IMPRESSED
- ▁SHAME
- ▁STRAP
- ▁YIELD
- ▁WARNED
- ▁HANDOUT
- ▁LUNCHTIME
- URY
- IED
- AY
- WIFE
- GUN
- ▁ISSUE
- RRIE
- ▁SANDCASTLE
- ▁FIGURES
- ▁LOV
- ▁POKE
- ▁FREESTYLE
- ▁CHAIN
- ▁EVERYDAY
- OK
- ALY
- ▁RATING
- ▁SPIT
- ▁SAIL
- ▁AMBULANCE
- ▁ENORMOUS
- ▁SELFCONT
- ▁MEMORIZED
- ▁GIRAFFES
- ▁SNOWS
- ▁PLANTS
- ▁LEAD
- ▁EXHIBITION
- ▁FOUGHT
- ▁MARBLE
- 'YES'
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- ▁WRONGLY
- ▁HURR
- ▁CONVERSATION
- ▁DETAIL
- ▁WORRYING
- ▁SAVING
- ▁TU
- ▁SECRETLY
- AWAY
- ▁GROWS
- ▁CONTRA
- ▁SCRAMBLE
- BES
- ▁PROMISES
- ▁CHAIRS
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- ▁OTHERWISE
- ▁VICTOR
- ▁THORNS
- ▁WORTHWHILE
- ▁HIPPOS
- ▁TRICK
- ▁OBSERVATORY
- ▁SHAMPOO
- ▁COKE
- ▁DRAMA
- ▁DELAYED
- ▁GUTS
- ▁AZALEA
- ▁WRAPP
- TIE
- HEAD
- ▁BIGGEST
- ▁ENEMIES
- ▁PUMPKIN
- ▁DOCUMENTARY
- ▁ATOPY
- ▁COUGH
- ▁TOUCHED
- ▁AWARDS
- EWER
- VER
- ▁BEARS
- ▁CACTUS
- ▁LOCK
- ▁LIT
- ▁SKETCH
- ZEN
- ▁DRAGG
- ▁SQUEEZED
- ▁SCOT
- SHY
- ▁CALCULAT
- ▁APPEARED
- ▁RAINED
- ▁WINGS
- ▁CLOTH
- ▁DIG
- ▁DONGSENG
- ▁SPONGE
- ▁STUBBORN
- ▁WAIST
- ▁FLE
- ▁TAG
- CH
- ▁CR
- ▁UMBRELLAS
- ▁TOOTHBRUSH
- ▁POCKETS
- ▁PAJAMA
- ▁HALLA
- ▁GATHER
- ▁BOSS
- ▁DETERGENT
- ▁DOCUMENTS
- ▁GENEROUS
- ▁TOTAL
- ▁CURTAIN
- ▁PUDD
- ▁THICK
- NSIBLE
- ▁HOLIDAYS
- ▁TICKLES
- FLAVORED
- ▁COVID
- ▁GIFTWRAP
- ▁BLINKING
- ▁JUNG
- HOK
- LEANING
- ▁IDOLS
- ▁DRO
- ▁FOUNTAIN
- ▁PHYSIC
- ▁PRESCRIPTION
- ▁LATTE
- ▁TONGUE
- ▁NA
- WORLD
- ▁SURGERY
- ADLINE
- ▁STUFFY
- ▁WAFFLES
- ▁15
- ▁LOGO
- ▁SHORTCUTS
- ▁RESPECTED
- ▁INVENTIONS
- ▁ARTISTS
- RAFFI
- ▁FOSSIL
- ▁GOLDCREST
- ▁MALTESE
- UGGING
- ▁BUCKWHEAT
- ▁PROFESS
- ▁SQUID
- ▁CORRECTION
- IT
- LOOKING
- ▁GENIUS
- ▁WHALES
- ▁OPPA
- ▁DONKEYS
- ▁ELECTRIC
- ▁FAKE
- ▁JUNIOR
- ▁MEDAL
- ▁SONGPYEON
- ▁MO
- ▁LOCKED
- ▁MEMORIZE
- ▁DIZZY
- ▁CAMELS
- ▁Y
- ▁CARING
- ▁PERFORMANCE
- ▁ERRAND
- ▁STRIPE
- ▁SIL
- ▁REDESIGNED
- ▁TIPS
- SCRIPT
- ▁BISCUIT
- ▁TORN
- ▁BRUSHE
- ▁STREETS
- ▁RELIEVED
- ▁HOPS
- ESSER
- ▁INSTRUMENT
- ▁ADVANCE
- ▁GESTURE
- ▁MUGWORT
- ▁PROMOT
- ▁PIN
- ▁SHAD
- IONAL
- '72'
- ▁HEAVEN
- ▁SLOPE
- ▁HAIRDR
- YOU
- ▁OWNERS
- ▁PLANS
- ▁SUNFLOWERS
- ▁CHIMNEY
- ▁HIPHOP
- ▁FOURTH
- ▁C
- ▁COUNTS
- ▁BARK
- SCOPE
- ▁ATOPIC
- ▁DEATH
- ▁FORMALLY
- ▁TWIN
- ▁QUIETLY
- ▁TEAS
- ▁MIN
- ▁CE
- ▁DEPENDS
- ▁TRANSFERRED
- ▁HANDY
- ▁CLEARLY
- CHOCO
- ▁HOTDOGS
- ▁FROWN
- ▁RUB
- ▁PERFORM
- ▁ATTRACT
- ▁DUST
- ▁REVIEW
- ▁SIGNBOARD
- ▁ENDURE
- ▁RIDD
- CKED
- ▁CIRCLES
- ▁AIRPLANES
- ▁MI
- GING
- Q
- ▁YURI
- ▁30
- ▁OFFICERS
- ▁ALMONDS
- ▁SOLVED
- ▁WEREN
- ▁ALBUM
- ▁UNDERGROUND
- ▁WRINKLES
- IL
- ▁TALES
- SOKCHO
- ▁GROCERIES
- ▁RECEIV
- ▁BARE
- ▁PEEL
- ▁COCKROACHES
- ▁DEEPLY
- ▁STATIONS
- ▁DANCED
- ▁CHUBBY
- ▁SATURDAYS
- ▁WING
- ▁CRAFTSMAN
- ▁OCCASION
- ▁WINE
- ▁TELE
- ▁BLUETOOTH
- ▁DISAPPEARED
- ▁SUBM
- ▁FARTED
- ▁PREPARED
- LIST
- ▁CONDITION
- ▁PORTRAIT
- '23'
- ▁POINTS
- ▁TAMBOURINES
- ▁TEND
- ▁SELFISH
- ▁SUBJECT
- RUPTE
- ▁LICKING
- ▁WATERMELONS
- ▁DIES
- ▁BLOWING
- ▁SOIL
- NIFE
- ▁BLAND
- ▁RECYCLED
- ▁SIXTY
- ▁LENGTH
- ILING
- ▁SURVIVED
- ▁HABITS
- WANT
- ▁GRAND
- ▁SAVORY
- ▁APPLAUSE
- ▁APPLY
- ▁MEANER
- ▁DISEASES
- ▁FRUSTRATING
- ▁NOTIFICATION
- ▁CHEOMSEONGDAE
- ▁BADGE
- ▁ABOARD
- ▁DISNEYLAND
- ▁LEE
- ▁SHARPEN
- ▁KETTLES
- ▁HERESY
- ▁CRAM
- ▁BRONZE
- ▁HARSH
- ▁EBS
- ▁GREY
- ▁POSE
- ▁PICKLES
- ▁LEN
- ▁TIGERS
- ARY
- ▁CLAR
- ▁EDUCATION
- ▁NEIGH
- ▁ADDITION
- ▁REASONABLE
- ▁DUMPING
- ▁SPACES
- ▁LIGHTER
- ▁SPELLING
- Z
- ▁CATCHING
- ▁LEVEL
- ▁UPSTAIRS
- ▁RINK
- ▁HANDLE
- AVING
- ▁BOWED
- ▁BEAUTIFULLY
- ▁FARTS
- ▁BOLT
- ▁FAMILIAR
- BBLE
- DO
- ▁FILE
- ▁TREATMENT
- ▁PASTOR
- ▁EEK
- ▁BLOOMING
- CIAL
- TRAINED
- ▁APPEAR
- ▁KNEE
- ▁WHEEL
- RIAN
- ▁ATTEND
- ▁CONFESS
- ▁DVD
- ▁WITNESS
- ▁BATMAN
- ID
- ▁BANGS
- ▁YARD
- ▁LOTION
- ▁RECYCLE
- ▁PRI
- ▁BURDEN
- ▁SCRA
- ▁VEGETA
- ▁TOENAILS
- SUALLY
- ▁YAM
- FORD
- ▁FORMAL
- ▁POK
- ▁FROZE
- ▁MULTIPLICATION
- ▁SEJONG
- ▁TRIES
- ▁SUNSHINE
- ▁HERBS
- ▁STRIPES
- ▁CLIMBING
- ▁SKIPP
- FFE
- ▁DAMAGE
- ▁RIDICULOUS
- ▁QUACK
- ▁PINNOCHIO
- SIDE
- ▁STANDARD
- ▁TRADITION
- GIANT
- ▁YELL
- ▁SUPER
- ▁OVERREACT
- ▁PERFUME
- ▁UNDERCOOK
- BEC
- ▁MAPS
- ▁PARTNERS
- ▁SPINACH
- ▁TTEOKGUK
- ▁JAJANGMYEON
- ▁DIRECTLY
- VATE
- STEE
- ▁MOUSES
- ▁SNOWED
- ▁IGNORE
- GIFT
- ▁LOCKER
- ▁SURVIV
- ▁P
- BBLES
- DAIRY
- ▁TOOLS
- STAR
- LING
- ▁BB
- ▁ACCESSORIES
- ▁NINTENDO
- ▁BIBIMBAP
- ▁DERMATITIS
- ▁ANNOUNCED
- ▁LICK
- ▁AZALEAS
- ▁PEPPER
- VAS
- ▁BODIES
- ▁EXPAND
- PED
- FLOWING
- ▁MIXED
- ▁GROUP
- ▁SAUSAGE
- ▁CEREAL
- ▁EASIEST
- ▁OVERSLEEP
- ▁SATISF
- ▁150
- ▁BAY
- ▁DIP
- UN
- AK
- ▁COINS
- ▁SURPRISES
- ▁WAK
- OL
- ▁EVILDOING
- ▁EYEBROWS
- ▁HEADBAND
- ▁KETCHUP
- ▁PROPERLY
- ▁STRAWBERRIES
- ▁UNFORTUNATE
- ITY
- LIKE
- ONG
- ▁WISHES
- ▁CONSTRUCTION
- ▁RESEARCH
- ▁RIPPED
- ▁FOREIGNERS
- ▁SANDALS
- ▁GOLDEN
- ▁PERFORMANCES
- ▁STEALING
- HA
- ▁SPARE
- ▁KPOP
- ▁LEASH
- ▁TIGHTLY
- CM
- ▁COMME
- ▁500
- ▁ANCHOVIES
- ▁BANKBOOK
- ▁COVIDNINETEEN
- ▁DEFINIT
- ▁UPRIGHT
- ▁MISSION
- BAL
- PHONES
- HO
- ▁GENERAL
- ▁OVEN
- ▁MARCH
- V
- HU
- ▁GROWN
- ▁BROADCAST
- ▁GANGWONDO
- ▁REFRESHING
- ▁DICE
- ▁RACK
- ▁PERM
- ▁SUITCASES
- ▁16
- ▁ENVELOPE
- ▁HOOKED
- ▁ROOT
- ▁TEXT
- ▁CAGE
- GO
- ▁MUS
- ▁DOUGHNUTS
- ▁WASTING
- ▁BETIAN
- ▁PRESENTING
- ▁BRUISE
- ▁ALOUD
- ▁AUDITORIUM
- ▁BTS
- PLE
- RAISED
- MOTION
- ▁GENTLE
- ONIA
- ▁EASIER
- ▁FONDUE
- ▁SEASICK
- ▁VR
- ▁DOLPHINS
- ▁MATCHES
- UR
- ACHE
- ▁CICADAS
- ▁LEAN
- ▁REPORTS
- YING
- ▁CLOUDS
- ▁WOLVES
- ▁HEEL
- ▁FRESHMAN
- ▁SCREAMED
- ▁RELATIVE
- ARIN
- ▁BUR
- ▁PASTE
- ▁FRIENDLY
- ABLE
- ▁VISITING
- ▁INVIT
- ▁LOUDSPEAKERS
- ▁NNN
- ▁OINTMENT
- ▁SWAN
- CLES
- ▁GARDENING
- ▁HICCUP
- IM
- '0'
- ND
- BA
- ▁JULY
- ▁SEMESTER
- ▁SUSHI
- ▁UNIVERSE
- ▁TOSUN
- ▁PILLS
- ▁TAN
- ▁NEAT
- ▁FEATHER
- ▁ANNEX
- ▁PENGO
- ▁SICKNESS
- ▁CANDLES
- LO
- ▁SCRUB
- ▁SHOOT
- ▁TH
- ▁CRACK
- PLAIN
- ▁FRIDGE
- ▁ANSWERING
- ▁INDOORS
- ▁APOLOGIZED
- ▁COMEDIANS
- ▁WOR
- ▁SPIN
- ▁DRACULA
- ▁DRAGONFLIES
- ▁EXTINGUISHER
- ▁GRADUATION
- ▁LADIES
- ▁EX
- ▁PLANNED
- ▁50
- ▁MILLIONS
- ▁TANGERINES
- ▁DRAWN
- ▁CLEANER
- ▁DECORATIONS
- ▁SPI
- ▁VARI
- ▁DRAGONFLY
- ▁SCENT
- ▁GAYAGEUM
- ▁CL
- ▁MONTHS
- ▁PAJAMAS
- ▁RESTING
- ISE
- ▁BADGES
- WORK
- KY
- ▁ADORES
- ▁COLA
- ▁MOTOR
- ▁PRODUCE
- ▁THOROUGHLY
- ▁VOWELS
- ▁COMMON
- PING
- ▁SUNFLOWER
- ▁FOLDING
- ▁DECORAT
- '8'
- ▁SCREAM
- ▁CONNECT
- ▁AUGUST
- ▁PURPOSE
- ▁PIAN
- ▁CHIMNEYS
- ▁MONDAYS
- JU
- ▁BEETLE
- ▁PEED
- ▁INTEREST
- ▁BAN
- ▁SNOR
- ▁MA
- ▁SEW
- ▁COIN
- ▁HAN
- ▁ALPHABETS
- ▁TONKATSU
- ▁HOPEFULLY
- ▁ICECREAM
- ▁REGULARLY
- ▁GALBI
- ▁CHAS
- ▁REALIZE
- ▁WORKERS
- ▁BOATS
- ▁INTERRUPT
- ▁SUBTRACT
- ▁ORGANIZING
- ▁HISTORIC
- ▁POTTER
- ATION
- ▁CHARGER
- ▁BAL
- ▁SUNLIGHT
- ▁DYE
- ▁SHOELACES
- ▁EVENLY
- RY
- '30'
- BIKE
- ▁CRAWL
- ▁CHOOS
- ▁ROBBINS
- ▁SHOOK
- ▁SPLASH
- ASKIN
- ▁UNTIE
- YMP
- ▁STING
- IOUS
- ▁PA
- ▁CAROLS
- ▁SUDDEN
- ▁MACKEREL
- ▁NOSEBLEED
- ▁SCREW
- ▁HANOK
- TOMS
- ▁STRA
- DAY
- ▁RIBBON
- MILKY
- BEAN
- ▁TOMATO
- ▁NATIONAL
- ▁SPRITE
- ▁PANIX
- ▁WISE
- ZED
- ▁CHEWING
- ▁FOOTS
- ▁SHAKES
- ADA
- 'NO'
- ▁DIFFERENTLY
- SLEEVE
- ▁930
- ▁GYEONGJU
- ▁RAPUNZEL
- ▁ROMANTIC
- ▁FARTHER
- ▁CAPE
- IER
- ETY
- ▁HARDEST
- ▁TURNING
- ▁3000
- GENEROUS
- ▁BOO
- ▁ATTENTION
- ▁DWARVES
- ▁HAKNYEON
- ▁OUTDOOR
- ▁RESORT
- ▁SWOLLEN
- ▁PINCH
- ▁PURE
- STER
- ▁GRAB
- ▁BIO
- ▁HURRICANE
- ▁JUDGE
- ▁LANE
- ▁OINK
- ▁SPRAINED
- ▁THIEVES
- ▁TRAPPED
- BIL
- ▁RANCH
- ▁TWENTYTH
- ▁ANNE
- OLD
- NIGHT
- ▁HEIGHTS
- ▁BRICK
- ▁GRATEFUL
- ▁VITAMIN
- ▁HAMSTER
- ▁USELESS
- ▁INVENTOR
- ▁ULSAN
- ▁PRETENDING
- ▁PANDAS
- GGING
- UL
- AG
- COMING
- ▁HUNT
- ▁REMOVE
- ▁OCTOBER
- ▁SEPARATE
- ▁YAWN
- ▁PALE
- ▁UM
- ▁FLOATING
- ▁CO
- HAVE
- ▁SNOWY
- ▁SHOELACE
- GRAPHY
- ▁MELT
- ▁FISHBONE
- UG
- ▁CHIL
- ▁POOPED
- ▁YUT
- ▁PILL
- '0000'
- ▁SURVIVE
- ▁EXAMIN
- ▁TRU
- ▁BACKGROUND
- ▁BEGINNING
- ▁MACARONS
- ▁SURFING
- ▁VERANDA
- ▁ASSEMBLE
- ▁HANGUL
- ▁REACTION
- ▁DAUGHTERS
- MENT
- QUET
- RMALLY
- ANG
- ▁LID
- ▁RESERVATION
- SOON
- ▁FLIP
- CAN
- ▁JUICY
- ▁KINGDOM
- ▁SOCIETY
- ▁TADPOLE
- ▁JAMSIL
- ▁WI
- ▁GRADUATED
- ▁PRE
- ▁SCRATCHING
- ▁PO
- ▁APPEARS
- ILY
- FAT
- FOOD
- ▁DISAPPEAR
- ▁FAINT
- ▁FLOAT
- ▁RUBB
- ▁TRANSFER
- ▁COMFORT
- ▁BALLERINA
- ▁DESCRIPTION
- ▁GENTLY
- ▁HAPPIER
- ▁RINGTONE
- ▁ARGUING
- ▁CONDITIONER
- PM
- IET
- CU
- ▁EARTHQUAKES
- ▁CHICK
- ▁TR
- ▁TYPHOON
- ▁BUNS
- ▁RUNNER
- NDC
- ▁WAH
- ▁JELL
- ENDY
- ▁COMMU
- ▁FARMS
- ▁SLEEVES
- ▁BEETLES
- LOW
- ▁MEATBALL
- ALKIE
- ▁MAGNIF
- ▁CONNIE
- ▁NEIGHBOR
- ▁OPERA
- ▁PINOCCHIO
- ▁SHOEMAKER
- ▁CRAFT
- ▁ONESIX
- ▁FLOW
- WD
- HOO
- ▁PRESENTATIONS
- ▁CHIP
- ITE
- ▁ANIMAT
- ▁DUB
- ▁FLOOD
- ▁KAKAO
- ▁RESU
- ▁UNBELIEVABLE
- ▁GRIN
- ▁HEALTHIER
- ▁SIXTH
- ▁CHOSEN
- ▁LOSER
- ▁BLED
- REALLY
- ▁IGNOR
- ▁PRODUCT
- RIST
- ▁DISCOURAGED
- ▁DODGE
- ▁FORECAST
- ▁OWL
- ▁TREASURE
- ▁UNIFORM
- ▁LOCAT
- ▁TUBE
- DON
- ▁FOLDED
- ▁WEIGH
- ▁RUIN
- ▁CRUSH
- ▁PARAD
- ▁OBESE
- ▁ORGANIZE
- ▁PRINCIPAL
- ▁RATTLING
- ▁RESERVE
- ▁RHYM
- ▁SIP
- ▁UNDERWATER
- ▁TAEG
- ▁TRAVELLING
- ▁STACK
- ▁RI
- ▁BUNDLES
- YEAR
- SAME
- AND
- ▁CHEESECAKE
- ▁EPISODE
- ▁FAMILIES
- ▁FIFTH
- ▁RHINITIS
- ▁SAUNA
- NCHES
- ▁EXCE
- TIQUE
- ▁COMBO
- ▁STRINGS
- ▁COLORFUL
- ▁FLOWS
- ▁COOLEST
- ▁OPPAS
- ATING
- ATE
- ▁MELTS
- ▁CHOPSTICK
- ▁BRANCH
- ▁FRUSTRATED
- ▁GREASY
- ▁EXIST
- ▁WAVING
- ▁APP
- ▁SODA
- ▁FALLEN
- ▁PRO
- SHAPED
- NG
- ▁CONNECTED
- ▁12
- ▁BANDAID
- ▁DISTANCE
- ▁DRAIN
- ▁MEASURE
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- 단
- <sos/eos>
init: null
input_size: null
ctc_conf:
    ignore_nan_grad: true
joint_net_conf: null
use_preprocessor: true
token_type: bpe
bpemodel: data/ko_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'
short_noise_thres: 0.5
aux_ctc_tasks: []
frontend: default
frontend_conf:
    fs: 16k
specaug: null
specaug_conf: {}
normalize: global_mvn
normalize_conf:
    stats_file: exp/asr_stats_raw_ko_bpe5000_sp/train/feats_stats.npz
model: espnet
model_conf:
    ctc_weight: 0.3
    lsm_weight: 0.1
    length_normalized_loss: false
preencoder: null
preencoder_conf: {}
encoder: contextual_block_transformer
encoder_conf:
    output_size: 256
    attention_heads: 4
    linear_units: 2048
    num_blocks: 12
    dropout_rate: 0.1
    positional_dropout_rate: 0.1
    attention_dropout_rate: 0.0
    input_layer: conv2d
    normalize_before: true
    block_size: 40
    hop_size: 16
    look_ahead: 16
    init_average: true
    ctx_pos_enc: 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: 0.0
    src_attention_dropout_rate: 0.0
preprocessor: default
preprocessor_conf: {}
required:
- output_dir
- token_list
version: '202304'
distributed: true

</details>

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}
}